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Wikipedia

Wearable technology

Wearable technology is any technology that is designed to be used while worn. Common types of wearable technology include smartwatches and smartglasses. Wearable electronic devices are often close to or on the surface of the skin, where they detect, analyze, and transmit information such as vital signs, and/or ambient data and which allow in some cases immediate biofeedback to the wearer.[1][2][3]

Wearable devices such as activity trackers are an example of the Internet of things, since "things" such as electronics, software, sensors, and connectivity are effectors that enable objects to exchange data (including data quality[4]) through the internet with a manufacturer, operator, and/or other connected devices, without requiring human intervention. Wearable technology offers a wide range of possible uses, from communication and entertainment to improving health and fitness, however, there are worries about privacy and security because wearable devices have the ability to collect personal data.

Wearable technology has a variety of use cases which is growing as the technology is developed and the market expands. Wearables are popular in consumer electronics, most commonly in the form factors of smartwatches, smart rings, and implants. Apart from commercial uses, wearable technology is being incorporated into navigation systems, advanced textiles (e-textiles), and healthcare. As wearable technology is being proposed for use in critical applications, like other technology, it is vetted for its reliability and security properties.[5]

A smartwatch

History edit

In the 1500s, German inventor Peter Henlein (1485-1542) created small watches that were worn as necklaces. A century later, pocket watches grew in popularity as waistcoats became fashionable for men. Wristwatches were created in the late 1600s but were worn mostly by women as bracelets.[6]

In the late 1800s, the first wearable hearing aids were introduced.[7]

In 1904, aviator Alberto Santos-Dumont pioneered the modern use of the wristwatch.[6]

In the 1970s, calculator watches became available, reaching the peak of their popularity in the 1980s.

From the early 2000s, wearable cameras were being used as part of a growing sousveillance movement.[8] Expectations, operations, usage and concerns about wearable technology was floated on the first International Conference on Wearable Computing.[9] In 2008, Ilya Fridman incorporated a hidden Bluetooth microphone into a pair of earrings.[10][11]

In 2010, Fitbit released its first step counter.[12] Wearable technology which tracks information such as walking and heart rate is part of the quantified self movement.

 
World's First Consumer Released Smart Ring, by McLear/NFC Ring, circa 2013

In 2013, McLear, also known as NFC Ring, released the first widely used advanced wearable device. The smart ring could pay with bitcoin, unlock other devices, transfer personally identifying information, and other features.[13] McLear owns the earliest patent, filed in 2012, which covers all smart rings, with Joe Prencipe of Seattle, WA as the sole inventor.[14]

In 2013, one of the first widely available smartwatches was the Samsung Galaxy Gear. Apple followed in 2015 with the Apple Watch.[15]

Prototypes edit

From 1991 to 1997, Rosalind Picard and her students, Steve Mann and Jennifer Healey, at the MIT Media Lab designed, built, and demonstrated data collection and decision making from "Smart Clothes" that monitored continuous physiological data from the wearer. These "smart clothes", "smart underwear", "smart shoes", and smart jewellery collected data that related to affective state and contained or controlled physiological sensors and environmental sensors like cameras and other devices.[16][17] [18][19]

At the same time, also at the MIT Media Lab, Thad Starner and Alex "Sandy" Pentland develop augmented reality. In 1997, their smartglass prototype is featured on 60 Minutes and enables rapid web search and instant messaging.[20] Though the prototype's glasses are nearly as streamlined as modern smartglasses, the processor was a computer worn in a backpack – the most lightweight solution available at the time.

In 2009, Sony Ericsson teamed up with the London College of Fashion for a contest to design digital clothing. The winner was a cocktail dress with Bluetooth technology making it light up when a call is received.[21]

Zach "Hoeken" Smith of MakerBot fame made keyboard pants during a "Fashion Hacking" workshop at a New York City creative collective.

The Tyndall National Institute[22] in Ireland developed a "remote non-intrusive patient monitoring" platform which was used to evaluate the quality of the data generated by the patient sensors and how the end users may adopt to the technology.[23]

More recently, London-based fashion company CuteCircuit created costumes for singer Katy Perry featuring LED lighting so that the outfits would change color both during stage shows and appearances on the red carpet such as the dress Katy Perry wore in 2010 at the MET Gala in NYC.[24] In 2012, CuteCircuit created the world's first dress to feature Tweets, as worn by singer Nicole Scherzinger.[25]

In 2010, McLear, also known as NFC Ring, developed the first advanced wearables prototype in the world, which was then fundraised on Kickstarter in 2013.[13]

In 2014, graduate students from the Tisch School of Arts in New York designed a hoodie that sent pre-programmed text messages triggered by gesture movements.[26]

Around the same time, prototypes for digital eyewear with heads up display (HUD) began to appear.[27]

The US military employs headgear with displays for soldiers using a technology called holographic optics.[27]

In 2010, Google started developing prototypes[28] of its optical head-mounted display Google Glass, which went into customer beta in March 2013.

Usage edit

 
Multiple open apps in the open source AsteroidOS (2016)

In the consumer space, sales of smart wristbands (aka activity trackers such as the Jawbone UP and Fitbit Flex) started accelerating in 2013. One in five American adults have a wearable device, according to the 2014 PriceWaterhouseCoopers Wearable Future Report.[29] As of 2009, decreasing cost of processing power and other components was facilitating widespread adoption and availability.[30]

In professional sports, wearable technology has applications in monitoring and real-time feedback for athletes.[30] Examples of wearable technology in sport include accelerometers, pedometers, and GPS's which can be used to measure an athlete's energy expenditure and movement pattern.[31]

In cybersecurity and financial technology, secure wearable devices have captured part of the physical security key market. McLear, also known as NFC Ring, and VivoKey developed products with one-time pass secure access control.[32]

In health informatics, wearable devices have enabled better capturing of human health statics for data driven analysis. This has facilitated data-driven machine learning algorithms to analyse the health condition of users.[33] For applications in health (see below).

In business, wearable technology helps managers easily supervise employees by knowing their locations and what they are currently doing. Employees working in a warehouse also have increased safety when working around chemicals or lifting something. Smart helmets are employee safety wearables that have vibration sensors that can alert employees of possible danger in their environment.[34]

Wearable technology and health edit

 
Samsung Galaxy Watch is designed specifically for sports and health functions, including a step counter and a heart rate monitor.

Wearable technology is often used to monitor a user's health. Given that such a device is in close contact with the user, it can easily collect data. It started as soon as 1980 where first wireless ECG was invented. In the last decades, there has been substantial growth in research of e.g. textile-based, tattoo, patch, and contact lenses[35] as well as circulation of a notion of "quantified self", transhumanism-related ideas, and growth of life extension research.

Wearables can be used to collect data on a user's health including:[additional citation(s) needed]

  • Heart rate[36]
  • Calories burned
  • Steps walked
  • Blood pressure
  • Release of certain biochemicals
  • Time spent exercising
  • Seizures
  • Physical strain[37][better source needed]
  • Body composition and Water levels[38]

These functions are often bundled together in a single unit, like an activity tracker or a smartwatch like the Apple Watch Series 2 or Samsung Galaxy Gear Sport. Devices like these are used for physical training and monitoring overall physical health, as well as alerting to serious medical conditions such as seizures (e.g. Empatica Embrace2).

Medical uses edit

 
A soldier demonstrates a virtual reality system that could be used to help treat PTSD
 
Razer Open-Source Virtual Reality (OSVR) for Gaming

While virtual reality (VR) was originally developed for gaming, it also can be used for rehabilitation. Virtual reality headsets are given to patients and the patients instructed to complete a series of tasks, but in a game format. This has significant benefits compared to traditional therapies. For one, it is more controllable; the operator can change their environment to anything they desire including areas that may help them conquer their fear, like in the case of PTSD. Another benefit is the price. On average, traditional therapies are several hundred dollars per hour, whereas VR headsets are only several hundred dollars and can be used whenever desired. In patients with neurological disorders like Parkinson's, therapy in game format where multiple different skills can be utilized at the same time, thus simultaneously stimulating several different parts of the brain.[39] VR's usage in physical therapy is still limited as there is insufficient research. Some research has pointed to the occurrence of motion sickness while performing intensive tasks,[40] which can be detrimental to the patient's progress. Detractors also point out that a total dependence on VR can lead to self-isolation and be coming overly dependent on technology, preventing patients from interacting with their friends and family. There are concerns about privacy and safety, as the VR software would need patient data and information to be effective, and this information could be compromised during a data breach, like in the case of 23andMe. The lack of proper medical experts coupled with the longer learning curved involved with the recovery project, may result in patients not realizing their mistakes and recovery taking longer than expected.[41] The issue of cost and accessibility is also another issue; while VR headsets are significantly cheaper than traditional physical therapy, there may be many ad-ons that could raise the price, making it inaccessible to many.[42] Base models may be less effective compared to higher end models, which may lead to a digital divide. Overall, VR healthcare solutions are not meant to be a competitor to traditional therapies, as research shows that when coupled together physical therapy is more effective.[43] Research into VR rehabilitation continues to expand with new research into haptic developing, which would allow the user to feel their environments and to incorporate their hands and feet into their recovery plan. Additionally, there are more sophisticated VR systems being developed [44] which allow the user to use their entire body in their recovery. It also has sophisticated sensors that would allow medical professionals to collect data on muscle engagement and tension. It uses electrical impedance tomography, a form of noninvasive imaging to view muscle usage.

 
A VR type display and haptic glove developed by NASA to allow the user to interact with their environment.

Another concern is the lack of major funding by big companies and the government into the field.[45] Many of these VR sets are off the shelf items, and not properly made for medical use. External add-ones are usually 3D printed or made from spare parts from other electronics. this lack of support means that patients who want to try this method have to be technically savvy, which is unlikely as many aliments only appear later in life. Additionally, certain parts of VR like haptic feedback and tracking are still not advanced enough to be used reliably in a medical setting. Another issue is the amount of VR devices that are available for purchase. While this does increase the options available, the differences between VR systems could impact patient recovery. The vast number of VR devices also makes it difficult for medical professionals to give and interpret information, as they might not have had practice with the specific model, which could lead to faulty advice being given out.[citation needed]

Applications edit

Currently other applications within healthcare are being explored, such as:

Proposed applications edit

Proposed applications, including applications without functional wearable prototypes, include:

Applications to COVID-19 edit

Various wearable technologies have been developed in order to help with the diagnosis of COVID-19. Oxygen levels, antibody detection, blood pressure, heart rate, and so much more are monitored by small sensors within these devices.[70][71]

Wearable Devices to Detect Symptoms of COVID-19 edit

Smartwatches edit

Wearable technology such as apple watches and fitbits have been used to potentially diagnose symptoms of COVID-19. Monitors within the devices have been designed to detect heart rate, blood pressure, oxygen level, etc.[71] The diagnostic capabilities of wearable devices proposes an easier way to detect any abnormalities within the human body.

Estimation and prediction techniques of wearable technology for COVID-19 has several flaws due to the inability to differentiate between other illnesses and COVID-19. Elevations in blood pressure, heart rate, etc. as well as a fluctuation in oxygen level can be attributed to other sicknesses ranging from the common cold to respiratory diseases.[71] The inability to differentiate these illnesses has caused "unnecessary stress in patients, raising concern on the implementation of wearables for health."[71]

Smart Masks edit

In addition to wearable devices such as watches, professionals designed face masks with built in sensors for individuals to use during the COVID-19 pandemic.[72] The built in sensors were designed to detect characteristics of exhaled breath such as "patterns and rates of respiration, biomarkers of inflammation and the potential detection of airborne pathogens."[72]

Smart masks "contain a sensor that monitors the presence of a SARS-CoV-2 protease in the breath."[73] Contained in the mask is a blister pack, which, when broken, causes a chemical reaction to occur. As a result of the chemical reaction, the sensor will turn blue if the virus is detected from an individual's breathing.[73]

Issues occur however with the amount of protease needed to warrant a correct result from the sensor. An individual's breath only contains protease once the cells die. Then they make their way out of the body in fluids such a saliva, and through breathing. If too little protease is present, the mask may not be able to detect the protease thus causing a false result.[73]

Smart Lenses edit

Smart lenses have been developed to record intraocular pressure.[70] The lens conforms to the eyeball and contains sensors in which monitor glucose levels, eye movement, and certain biomarkers for particular diseases. Built into the lenses are micro electronics and processing units that are responsible for data collection. With the innovation of technology, smart lenses have the potential to "incorporate displays that superimpose information onto what the wearer sees."[74]

Smart Textiles edit

Smart textiles have been developed to monitor skin temperature and metabolites.[70] These textiles contain sensors which are composed of three basic parts: "containing substrate, active elements, and electrode/interconnect."[75] Although smart textiles can provide a way for individuals to diagnose abnormalities about their body, there are a multitude of challenges associated with the usage. Economic burdens to patients and hospitals as well as the high cost of purchasing and upkeep provide a hinderance to the application of smart textiles. The development of these sensors also face many challenges such as "the selection of suitable substrates, biocompatible materials, and manufacturing techniques, as well as the instantaneous monitoring of different analysts, the washability, and uninterrupted signal display circuits."[75]

Smart Rings edit

Smart rings have been developed to monitor blood pressure. [70] The Oura Smart Ring is able to predict coronavirus symptoms within 24-hours. Data that is cultured from RNN and CNN algorithms are used to "diagnose the coronavirus rapidly and accurately."[76]

Micro Needle Patches edit

Micro needle patches have been developed to monitor metabolites, inflammation markers, drugs, etc.[70] They are also very advantageous for various reasons: "improved immunogenicity, dose-sparing effects, low manufacturing costs...ease of use...and greater acceptability compared to traditional hypodermic injections."[77] The implementation of micro needle patches is expected to expedite the vaccination process making it more applicable, efficient, and cost effective.[77]

Contemporary use edit

Living a healthy life may not just solely be dependent on eating healthy, sleeping well, or participating in a few exercises a week. Instead, it lies far beyond just a few things and rather is deeply connected to a variety of physiological and biochemical parts of the body in relation to physical activity and living a healthy lifestyle. In the past several years, the emergence of technological devices better known as "wearable technology" has improved the ability to measure physical activity and has given simple users and e.g. cardiologists to be able to analyze parameters related to their quality of life.

Wearable technology are devices that people can wear at all times throughout the day, and also throughout the night. They help measure certain values such as heartbeat and rhythm, quality of sleep,[citation needed] total steps in a day, and may help recognize certain diseases such as heart disease, diabetes, and cancer.[citation needed] They may promote ideas on how to improve one's health and stay away from certain impending diseases. These devices give daily feedback on what to improve on and what areas people are doing well in, and this motivates and continues to push the user to keep on with their improved lifestyle.

Over time, wearable technology has impacted the health and physical activity market an immense amount as, according to ScienceDirect, "The consumer-directed wearable technology market is rapidly growing and expected to exceed $34B by 2020."[78] This shows how the wearable technology sector is increasingly becoming more and more approved amongst all people who want to improve their health and quality of life.

Wearable technology can come in all forms from watches, pads placed on the heart, devices worn around the arms, all the way to devices that can measure any amount of data just through touching the receptors of the device. In many cases, wearable technology is connected to an app that can relay the information right away ready to be analyzed and discussed with a cardiologist. In addition, according to the American Journal of Preventive Medicine they state, "wearables may be a low-cost, feasible, and accessible way for promoting PA."[79] Essentially, this insinuates that wearable technology can be beneficial to everyone and really is not cost prohibited. Also, when consistently seeing wearable technology being actually utilized and worn by other people, it promotes the idea of physical activity and pushes more individuals to take part.

Wearable technology also helps with chronic disease development and monitoring physical activity in terms of context. For example, according to the American Journal of Preventive Medicine, "Wearables can be used across different chronic disease trajectory phases (e.g., pre- versus post-surgery) and linked to medical record data to obtain granular data on how activity frequency, intensity, and duration changes over the disease course and with different treatments."[79] Wearable technology can be beneficial in tracking and helping analyze data in terms of how one is performing as time goes on, and how they may be performing with different changes in their diet, workout routine, or sleep patterns. Also, not only can wearable technology be helpful in measuring results pre and post surgery, but it can also help measure results as someone may be rehabbing from a chronic disease such as cancer, or heart disease, etc.

Wearable technology has the potential to create new and improved ways of how we look at health and how we actually interpret that science behind our health. It can propel us into higher levels of medicine and has already made a significant impact on how patients are diagnosed, treated, and rehabbed over time. However, extensive research still needs to be continued on how to properly integrate wearable technology into health care and how to best utilize it. In addition, despite the reaping benefits of wearable technology, a lot of research still also has to be completed in order to start transitioning wearable technology towards very sick high risk patients.

Sense-making of the data edit

While wearables can collect data in aggregate form, most of them are limited in their ability to analyze or make conclusions based on this data – thus, most are used primarily for general health information.

Exception include seizure-alerting wearables, which continuously analyze the wearer's data and make a decision about calling for help – the data collected can then provide doctors with objective evidence that they may find useful in diagnoses.[citation needed]

Wearables can account for individual differences, although most just collect data and apply one-size-fits-all algorithms. Software on the wearables may analyze the data directly or send the data to a nearby device(s), such as a smartphone, which processes, displays or uses the data for analysis. For analysis and real-term sense-making, machine learning algorithms can also be used.[57]

Use in surveillance edit

Today, there is a growing interest to use wearables not only for individual self-tracking, but also within corporate health and wellness programs. Given that wearables create a massive data trail which employers could repurpose for objectives other than health, more and more research has begun to study privacy- and security-related issues of wearables, including related to the use for surveillance of workers.[80][additional citation(s) needed] Asha Peta Thompson founded Intelligent Textiles who create woven power banks and circuitry that can be used in e-uniforms for infantry.[81]

By form factor edit

Wearable technology can exist in multiple different form factors. Popular smartwatches include the Samsung Galaxy Watch and the Apple Watch. A popular smart ring is the McLear Ring. A popular implant is the Dangerous Things NExT RFID + NFC Chip Implant, albeit such is not worn but implanted.[clarification needed][citation needed]

Head-worn edit

Glasses (including but not only smartglasses) are wearable technology that are head-worn.

Headgear edit

Headcaps, for example to measure EEG, are head-worn. A study indicates EEG headgear could be used for neuroenhancement, concluding that a "visual flicker paradigm to entrain individuals at their own brain rhythm (i.e. peak alpha frequency)" results in substantially faster perceptual visual learning, maintained the day following training.[82][83] There is research into various forms of neurostimulation, with various approaches including the use of wearable technology.

Another application may be supporting the induction of lucid dreams,[84][85][86][87] albeit "better-controlled validation studies are necessary to prove the effectiveness".[87]

Epidermal electronics (skin-attached) edit

Epidermal electronics is an emerging field of wearable technology, termed for their properties and behaviors comparable to those of the epidermis, or outermost layer of the skin.[88][89][90] These wearables are mounted directly onto the skin to continuously monitor physiological and metabolic processes, both dermal and subdermal.[90] Wireless capability is typically achieved through battery, Bluetooth or NFC, making these devices convenient and portable as a type of wearable technology.[91] Currently, epidermal electronics are being developed in the fields of fitness and medical monitoring.

Current usage of epidermal technology is limited by existing fabrication processes. Its current application relies on various sophisticated fabrication techniques such as by lithography or by directly printing on a carrier substrate before attaching directly to the body. Research into printing epidermal electronics directly on the skin is currently available as a sole study source.[92]

The significance of epidermal electronics involves their mechanical properties, which resemble those of skin. The skin can be modeled as bilayer, composed of an epidermis having Young's Modulus (E) of 2-80 kPa and thickness of 0.3–3 mm and a dermis having E of 140-600 kPa and thickness of 0.05-1.5 mm. Together this bilayer responds plastically to tensile strains ≥ 30%, below which the skin's surface stretches and wrinkles without deforming.[88] Properties of epidermal electronics mirror those of skin to allow them to perform in this same way. Like skin, epidermal electronics are ultrathin (h < 100 μm), low-modulus (E ~ 70 kPa), and lightweight (<10 mg/cm2), enabling them to conform to the skin without applying strain.[91][93] Conformal contact and proper adhesion enable the device to bend and stretch without delaminating, deforming or failing, thereby eliminating the challenges with conventional, bulky wearables, including measurement artifacts, hysteresis, and motion-induced irritation to the skin. With this inherent ability to take the shape of skin, epidermal electronics can accurately acquire data without altering the natural motion or behavior of skin.[94] The thin, soft, flexible design of epidermal electronics resembles that of temporary tattoos laminated on the skin. Essentially, these devices are "mechanically invisible" to the wearer.[88]

Epidermal electronics devices may adhere to the skin via van der Waals forces or elastomeric substrates. With only van der Waals forces, an epidermal device has the same thermal mass per unit area (150 mJ/cm2K) as skin, when the skin's thickness is <500 nm. Along with van der Waals forces, the low values of E and thickness are effective in maximizing adhesion because they prevent deformation-induced detachment due to tension or compression.[88] Introducing an elastomeric substrate can improve adhesion but will raise the thermal mass per unit area slightly.[94] Several materials have been studied to produce these skin-like properties, including photolithography patterned serpentine gold nanofilm and patterned doping of silicon nanomembranes.[89]

Foot-worn edit

Smart shoes are an example of wearable technology that incorporate smart features into shoes. Smart shoes often work with smartphone applications to support tasks cannot be done with standard footwear. The uses include vibrating of the smart phone to tell users when and where to turn to reach their destination via Google Maps or self-lacing.[95][96][97][98][99]

Self-lacing sneaker technology, similar to the Nike Mag in Back to the Future Part II, is another use of the smart shoe. In 2019 German footwear company Puma was recognized as one of the "100 Best Inventions of 2019" by Time for its Fi laceless shoe that uses micro-motors to adjust the fit from an iPhone.[100] Nike also introduced a smart shoe in 2019 known as Adapt BB. The shoe featured buttons on the side to loosen or tighten the fit with a custom motor and gear, which could also be controlled by a smartphone.[101]

Modern technologies edit

 
The Fitbit, a modern wearable device

On April 16, 2013, Google invited "Glass Explorers" who had pre-ordered its wearable glasses at the 2012 Google I/O conference to pick up their devices. This day marked the official launch of Google Glass, a device intended to deliver rich text and notifications via a heads-up display worn as eyeglasses. The device also had a 5 MP camera and recorded video at 720p.[102] Its various functions were activated via voice command, such as "OK Glass". The company also launched the Google Glass companion app, MyGlass.[103] The first third-party Google Glass App came from the New York Times, which was able to read out articles and news summaries.

However, in early 2015, Google stopped selling the beta "explorer edition" of Glass to the public, after criticism of its design and the $1,500 price tag.[104]

While optical head-mounted display technology remains a niche, two popular types of wearable devices have taken off: smartwatches and activity trackers. In 2012, ABI Research forecast that sales of smartwatches would hit $1.2 million in 2013, helped by the high penetration of smartphones in many world markets, the wide availability and low cost of MEMS sensors, energy efficient connectivity technologies such as Bluetooth 4.0, and a flourishing app ecosystem.[105]

Crowdfunding-backed start-up Pebble reinvented the smartwatch in 2013, with a campaign running on Kickstarter that raised more than $10m in funding. At the end of 2014, Pebble announced it had sold a million devices. In early 2015, Pebble went back to its crowdfunding roots to raise a further $20m for its next-generation smartwatch, Pebble Time, which started shipping in May 2015.[needs update]

Crowdfunding-backed start-up McLear invented the smart ring in 2013, with a campaign running on Kickstarter that raised more than $300k in funding. McLear was the first mover in wearables technology in introducing payments, bitcoin payments, advanced secure access control, quantified self data collection, biometric data tracking, and monitoring systems for the elderly.

In March 2014, Motorola unveiled the Moto 360 smartwatch powered by Android Wear, a modified version of the mobile operating system Android designed specifically for smartwatches and other wearables.[106][107] Finally, following more than a year of speculation, Apple announced its own smartwatch, the Apple Watch, in September 2014.

Wearable technology was a popular topic at the trade show Consumer Electronics Show in 2014, with the event dubbed "The Wearables, Appliances, Cars and Bendable TVs Show" by industry commentators.[108] Among numerous wearable products showcased were smartwatches, activity trackers, smart jewelry, head-mounted optical displays and earbuds. Nevertheless, wearable technologies are still suffering from limited battery capacity.[109]

Another field of application of wearable technology is monitoring systems for assisted living and eldercare. Wearable sensors have a huge potential in generating big data, with a great applicability to biomedicine and ambient assisted living.[110] For this reason, researchers are moving their focus from data collection to the development of intelligent algorithms able to glean valuable information from the collected data, using data mining techniques such as statistical classification and neural networks.[111]

Wearable technology can also collect biometric data such as heart rate (ECG and HRV), brainwave (EEG), and muscle bio-signals (EMG) from the human body to provide valuable information in the field of health care and wellness.[112]

Another increasingly popular wearable technology involves virtual reality. VR headsets have been made by a range of manufacturers for computers, consoles, and mobile devices. Recently Google released their headset, the Google Daydream.[113]

In addition to commercial applications, wearable technology is being researched and developed for a multitude of uses. The Massachusetts Institute of Technology is one of the many research institutions developing and testing technologies in this field. For example, research is being done to improve haptic technology[114] for its integration into next-generation wearables. Another project focuses on using wearable technology to assist the visually impaired in navigating their surroundings.[115]

 
Wearable technology in action

As wearable technology continues to grow, it has begun to expand into other fields. The integration of wearables into healthcare has been a focus of research and development for various institutions. Wearables continue to evolve, moving beyond devices and exploring new frontiers such as smart fabrics. Applications involve using a fabric to perform a function such as integrating a QR code into the textile,[116] or performance apparel that increases airflow during exercise[117]

Entertainment edit

 
A fully wearable Walkman music player (W series)

Wearables have expanded into the entertainment space by creating new ways to experience digital media. Virtual reality headsets and augmented reality glasses have come to exemplify wearables in entertainment. The influence of these virtual reality headsets and augmented reality glasses are seen mostly in the gaming industry during the initial days, but are now used in the fields of medicine and education.[118]

Virtual reality headsets such as the Oculus Rift, HTC Vive, and Google Daydream View aim to create a more immersive media experience by either simulating a first-person experience or displaying the media in the user's full field of vision. Television, films, video games, and educational simulators have been developed for these devices to be used by working professionals and consumers. In a 2014 expo, Ed Tang of Avegant presented his "Smart Headphones". These headphones use Virtual Retinal Display to enhance the experience of the Oculus Rift.[119] Some augmented reality devices fall under the category of wearables. Augmented reality glasses are currently in development by several corporations.[120] Snap Inc.'s Spectacles are sunglasses that record video from the user's point of view and pair with a phone to post videos on Snapchat.[121] Microsoft has also delved into this business, releasing Augmented Reality glasses, HoloLens, in 2017. The device explores using digital holography, or holograms, to give the user a first hand experience of Augmented Reality.[122] These wearable headsets are used in many different fields including the military.

Wearable technology has also expanded from small pieces of technology on the wrist to apparel all over the body. There is a shoe made by the company shiftwear that uses a smartphone application to periodically change the design display on the shoe.[123] The shoe is designed using normal fabric but utilizes a display along the midsection and back that shows a design of your choice. The application was up by 2016 and a prototype for the shoes was created in 2017.[123]

Another example of this can be seen with Atari's headphone speakers. Atari and Audiowear are developing a face cap with built in speakers. The cap will feature speakers built into the underside of the brim, and will have Bluetooth capabilities.[124] Jabra has released earbuds,[125] in 2018, that cancel the noise around the user and can toggle a setting called "hearthrough." This setting takes the sound around the user through the microphone and sends it to the user. This gives the user an augmented sound while they commute so they will be able to hear their surroundings while listening to their favorite music. Many other devices can be considered entertainment wearables and need only be devices worn by the user to experience media.

Gaming edit

The gaming industry has always incorporated new technology. The first technology used for electronic gaming was a controller for Pong. The way users game has continuously evolved through each decade. Currently, the two most common forms of gaming is either using a controller for video game consoles or a mouse and keyboard for PC games.

In 2012, virtual reality headphones were reintroduced to the public. VR headsets were first conceptualized in the 1950s and officially created in the 1960s.[126] The creation of the first virtual reality headset can be credited to Cinematographer Morton Heilig. He created a device known as the Sensorama in 1962.[127] The Sensorama was a videogame like device that was so heavy that it needed to be held up by a suspension device.[128] There has been numerous different wearable technology within the gaming industry from gloves to foot boards. The gaming space has offbeat inventions. In 2016, Sony debuted its first portable, connectable virtual reality headset codenamed Project Morpheus.[129] The device was rebranded for PlayStation in 2018.[130] In early 2019, Microsoft debuts their HoloLens 2 that goes beyond just virtual reality into mixed reality headset. Their main focus is to be use mainly by the working class to help with difficult tasks.[131] These headsets are used by educators, scientists, engineers, military personnel, surgeons, and many more. Headsets such as the HoloLens 2 allows the user to see a projected image at multiple angles and interact with the image. This helps gives a hands on experience to the user, which otherwise, they would not be able to get.

Military edit

Wearable technology within the military ranges from educational purposes, training exercises and sustainability technology.[132]

The technology used for educational purposes within the military are mainly wearables that tracks a soldier's vitals. By tracking a soldier's heart rate, blood pressure, emotional status, etc. helps the research and development team best help the soldiers. According to chemist, Matt Coppock, he has started to enhance a soldier's lethality by collecting different biorecognition receptors. By doing so it will eliminate emerging environmental threats to the soldiers.[133]

With the emergence of virtual reality it is only natural to start creating simulations using VR. This will better prepare the user for whatever situation they are training for. In the military there are combat simulations that soldiers will train on. The reason the military will use VR to train its soldiers is because it is the most interactive/immersive experience the user will feels without being put in a real situation.[134] Recent simulations include a soldier wearing a shock belt during a combat simulation. Each time they are shot the belt will release a certain amount of electricity directly to the user's skin. This is to simulate a shot wound in the most humane way possible.[134]

There are many sustainability technologies that military personnel wear in the field. One of which is a boot insert. This insert gauges how soldiers are carrying the weight of their equipment and how daily terrain factors impact their mission panning optimization.[135] These sensors will not only help the military plan the best timeline but will help keep the soldiers at best physical/mental health.

Fashion edit

Fashionable wearables are "designed garments and accessories that combines aesthetics and style with functional technology."[136] Garments are the interface to the exterior mediated through digital technology. It allows endless possibilities for the dynamic customization of apparel. All clothes have social, psychological and physical functions. However, with the use of technology these functions can be amplified. There are some wearables that are called E-textiles. These are the combination of textiles(fabric) and electronic components to create wearable technology within clothing.[137] They are also known as smart textile and digital textile.

Wearables are made from a functionality perspective or from an aesthetic perspective. When made from a functionality perspective, designers and engineers create wearables to provide convenience to the user. Clothing and accessories are used as a tool to provide assistance to the user. Designers and engineers are working together to incorporate technology in the manufacturing of garments in order to provide functionalities that can simplify the lives of the user. For example, through smartwatches people have the ability to communicate on the go and track their health. Moreover, smart fabrics have a direct interaction with the user, as it allows sensing the customers' moves. This helps to address concerns such as privacy, communication and well-being. Years ago, fashionable wearables were functional but not very aesthetic. As of 2018, wearables are quickly growing to meet fashion standards through the production of garments that are stylish and comfortable. Furthermore, when wearables are made from an aesthetic perspective, designers explore with their work by using technology and collaborating with engineers. These designers explore the different techniques and methods available for incorporating electronics in their designs. They are not constrained by one set of materials or colors, as these can change in response to the embedded sensors in the apparel. They can decide how their designs adapt and responds to the user.[6]

In 1967, French fashion designer Pierre Cardin, known for his futuristic designs created a collection of garments entitled "robe electronique" that featured a geometric embroidered pattern with LEDs (light emitting diodes). Pierre Cardin unique designs were featured in an episode of the Jetsons animated show where one of the main characters demonstrates how her luminous "Pierre Martian"[138] dress works by plugging it into the mains. An exhibition about the work of Pierre Cardin was recently on display at the Brooklyn Museum in New York[139]

In 1968, the Museum of Contemporary Craft in New York City held an exhibition named Body Covering which presented the infusion of technological wearables with fashion. Some of the projects presented were clothing that changed temperature, and party dresses that light up and produce noises, among others. The designers from this exhibition creatively embedded electronics into the clothes and accessories to create these projects. As of 2018, fashion designers continue to explore this method in the manufacturing of their designs by pushing the limits of fashion and technology.[6]

House of Holland and NFC Ring edit

McLear, also known as NFC Ring, in partnership with the House of Henry Holland and Visa Europe Collab, showcased an event entitled "Cashless on the Catwalk" at the Collins Music Hall in Islington. Celebrities walking through the event could make purchases for the first time in history from a wearable device using McLear's NFC Rings by tapping the ring on a purchase terminal.[140]

CuteCircuit edit

CuteCircuit pioneered the concept of interactive and app-controlled fashion with the creation in 2008 of the Galaxy Dress (part of the permanent collection of the Museum of Science and Industry in Chicago, US) and in 2012 of the tshirtOS (now infinitshirt). CuteCircuit fashion designs can interact and change colour providing the wearer a new way of communicating and expressing their personality and style. CuteCircuit's designs have been worn on the red carpet by celebrities such as Katy Perry[24] and Nicole Scherzinger.[25] and are part of the permanent collections of the Museum of Fine Arts in Boston.

Project Jacquard edit

Project Jacquard, a Google project led by Ivan Poupyrev, has been combining clothing with technology.[141] Google collaborated with Levi Strauss to create a jacket that has touch-sensitive areas that can control a smartphone. The cuff-links are removable and charge in a USB port.[142]

Intel and Chromat edit

Intel partnered with the brand Chromat to create a sports bra that responds to changes in the body of the user, as well as a 3D printed carbon fiber dress that changes color based on the user's adrenaline levels.[143] Intel also partnered with Google and TAG Heuer to make a smart watch.[144]

Iris van Herpen edit

 
Iris Van Herpen's water dress

Smart fabrics and 3D printing have been incorporated in high fashion by the designer Iris van Herpen. Van Herpen was the first designer to incorporate 3D printing technology of rapid prototyping into the fashion industry.[145] The Belgian company Materialise NV collaborates with her in the printing of her designs.

Manufacturing process of e-textiles edit

There are several methods which companies manufacture e-textiles from fiber to garment and the insertion of electronics to the process. One of the methods being developed is when stretchable circuits are printed right into a fabric using conductive ink.[146] The conductive ink uses metal fragments in the ink to become electrically conductive. Another method would be using conductive thread or yarn. This development includes the coating of non-conductive fiber (like polyester PET) with conductive material such as metal like gold or silver to produce coated yarns or in order to produce an e-textile.[147]

Common fabrication techniques for e-textiles include the following traditional methods:

  • Embroidery
  • Sewing
  • Weaving
  • Non-woven
  • Knitting
  • Spinning
  • Breading
  • Coating
  • Printing
  • Laying[148]

Issues and concerns edit

The FDA drafted a guidance for low risk devices advises that personal health wearables are general wellness products if they only collect data on weight management, physical fitness, relaxation or stress management, mental acuity, self-esteem, sleep management, or sexual function.[149] This was due to the privacy risks that were surrounding the devices. As more and more of the devices were being used as well as improved soon enough these devices would be able to tell if a person is showing certain health issues and give a course of action. With the rise of these devices being consumed so to the FDA drafted this guidance in order to decrease risk of a patient in case the app does not function properly.[150] It is argued the ethics of it as well because although they help track health and promote independence there is still an invasion of privacy that ensues to gain information. This is due to the huge amounts of data that has to be transferred which could raise issues for both the user and the companies if a third partied gets access to this data. There was an issue with Google Glass that was used by surgeons in order to track vital signs of a patient where it had privacy issues relating to third party use of non-consented information. The issue is consent as well when it comes to wearable technology because it gives the ability to record and that is an issue when permission is not asked when a person is being recorded.[151][152]

Compared to smartphones, wearable devices pose several new reliability challenges to device manufacturers and software developers. Limited display area, limited computing power, limited volatile and non-volatile memory, non-conventional shape of the devices, abundance of sensor data, complex communication patterns of the apps, and limited battery size—all these factors can contribute to salient software bugs and failure modes, such as, resource starvation or device hangs.[5] Moreover, since many of the wearable devices are used for health purposes[2][12] (either monitoring or treatment), their accuracy and robustness issues can give rise to safety concerns. Some tools have been developed to evaluate the reliability and the security properties of these wearable devices.[153] The early results point to a weak spot of wearable software whereby overloading of the devices, such as through high UI activity, can cause failures.[154]

See also edit

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External links edit

  • "Wear your heart on your sleeve" - physics.org
  • "The Future of Wearable Technology" - video by Off Book

wearable, technology, technology, that, designed, used, while, worn, common, types, wearable, technology, include, smartwatches, smartglasses, wearable, electronic, devices, often, close, surface, skin, where, they, detect, analyze, transmit, information, such. Wearable technology is any technology that is designed to be used while worn Common types of wearable technology include smartwatches and smartglasses Wearable electronic devices are often close to or on the surface of the skin where they detect analyze and transmit information such as vital signs and or ambient data and which allow in some cases immediate biofeedback to the wearer 1 2 3 Wearable devices such as activity trackers are an example of the Internet of things since things such as electronics software sensors and connectivity are effectors that enable objects to exchange data including data quality 4 through the internet with a manufacturer operator and or other connected devices without requiring human intervention Wearable technology offers a wide range of possible uses from communication and entertainment to improving health and fitness however there are worries about privacy and security because wearable devices have the ability to collect personal data Wearable technology has a variety of use cases which is growing as the technology is developed and the market expands Wearables are popular in consumer electronics most commonly in the form factors of smartwatches smart rings and implants Apart from commercial uses wearable technology is being incorporated into navigation systems advanced textiles e textiles and healthcare As wearable technology is being proposed for use in critical applications like other technology it is vetted for its reliability and security properties 5 A smartwatch Contents 1 History 1 1 Prototypes 2 Usage 3 Wearable technology and health 3 1 Medical uses 3 2 Applications 3 2 1 Proposed applications 3 3 Applications to COVID 19 3 3 1 Wearable Devices to Detect Symptoms of COVID 19 3 3 2 Smartwatches 3 3 3 Smart Masks 3 3 4 Smart Lenses 3 3 5 Smart Textiles 3 3 6 Smart Rings 3 3 7 Micro Needle Patches 3 4 Contemporary use 3 5 Sense making of the data 3 6 Use in surveillance 4 By form factor 4 1 Head worn 4 1 1 Headgear 4 2 Epidermal electronics skin attached 4 3 Foot worn 5 Modern technologies 6 Entertainment 6 1 Gaming 7 Military 8 Fashion 8 1 House of Holland and NFC Ring 8 2 CuteCircuit 8 3 Project Jacquard 8 4 Intel and Chromat 8 5 Iris van Herpen 8 6 Manufacturing process of e textiles 9 Issues and concerns 10 See also 11 References 12 External linksHistory editIn the 1500s German inventor Peter Henlein 1485 1542 created small watches that were worn as necklaces A century later pocket watches grew in popularity as waistcoats became fashionable for men Wristwatches were created in the late 1600s but were worn mostly by women as bracelets 6 In the late 1800s the first wearable hearing aids were introduced 7 In 1904 aviator Alberto Santos Dumont pioneered the modern use of the wristwatch 6 In the 1970s calculator watches became available reaching the peak of their popularity in the 1980s From the early 2000s wearable cameras were being used as part of a growing sousveillance movement 8 Expectations operations usage and concerns about wearable technology was floated on the first International Conference on Wearable Computing 9 In 2008 Ilya Fridman incorporated a hidden Bluetooth microphone into a pair of earrings 10 11 In 2010 Fitbit released its first step counter 12 Wearable technology which tracks information such as walking and heart rate is part of the quantified self movement nbsp World s First Consumer Released Smart Ring by McLear NFC Ring circa 2013 In 2013 McLear also known as NFC Ring released the first widely used advanced wearable device The smart ring could pay with bitcoin unlock other devices transfer personally identifying information and other features 13 McLear owns the earliest patent filed in 2012 which covers all smart rings with Joe Prencipe of Seattle WA as the sole inventor 14 In 2013 one of the first widely available smartwatches was the Samsung Galaxy Gear Apple followed in 2015 with the Apple Watch 15 Prototypes edit From 1991 to 1997 Rosalind Picard and her students Steve Mann and Jennifer Healey at the MIT Media Lab designed built and demonstrated data collection and decision making from Smart Clothes that monitored continuous physiological data from the wearer These smart clothes smart underwear smart shoes and smart jewellery collected data that related to affective state and contained or controlled physiological sensors and environmental sensors like cameras and other devices 16 17 18 19 At the same time also at the MIT Media Lab Thad Starner and Alex Sandy Pentland develop augmented reality In 1997 their smartglass prototype is featured on 60 Minutes and enables rapid web search and instant messaging 20 Though the prototype s glasses are nearly as streamlined as modern smartglasses the processor was a computer worn in a backpack the most lightweight solution available at the time In 2009 Sony Ericsson teamed up with the London College of Fashion for a contest to design digital clothing The winner was a cocktail dress with Bluetooth technology making it light up when a call is received 21 Zach Hoeken Smith of MakerBot fame made keyboard pants during a Fashion Hacking workshop at a New York City creative collective The Tyndall National Institute 22 in Ireland developed a remote non intrusive patient monitoring platform which was used to evaluate the quality of the data generated by the patient sensors and how the end users may adopt to the technology 23 More recently London based fashion company CuteCircuit created costumes for singer Katy Perry featuring LED lighting so that the outfits would change color both during stage shows and appearances on the red carpet such as the dress Katy Perry wore in 2010 at the MET Gala in NYC 24 In 2012 CuteCircuit created the world s first dress to feature Tweets as worn by singer Nicole Scherzinger 25 In 2010 McLear also known as NFC Ring developed the first advanced wearables prototype in the world which was then fundraised on Kickstarter in 2013 13 In 2014 graduate students from the Tisch School of Arts in New York designed a hoodie that sent pre programmed text messages triggered by gesture movements 26 Around the same time prototypes for digital eyewear with heads up display HUD began to appear 27 The US military employs headgear with displays for soldiers using a technology called holographic optics 27 In 2010 Google started developing prototypes 28 of its optical head mounted display Google Glass which went into customer beta in March 2013 Usage edit nbsp Multiple open apps in the open source AsteroidOS 2016 In the consumer space sales of smart wristbands aka activity trackers such as the Jawbone UP and Fitbit Flex started accelerating in 2013 One in five American adults have a wearable device according to the 2014 PriceWaterhouseCoopers Wearable Future Report 29 As of 2009 decreasing cost of processing power and other components was facilitating widespread adoption and availability 30 In professional sports wearable technology has applications in monitoring and real time feedback for athletes 30 Examples of wearable technology in sport include accelerometers pedometers and GPS s which can be used to measure an athlete s energy expenditure and movement pattern 31 In cybersecurity and financial technology secure wearable devices have captured part of the physical security key market McLear also known as NFC Ring and VivoKey developed products with one time pass secure access control 32 In health informatics wearable devices have enabled better capturing of human health statics for data driven analysis This has facilitated data driven machine learning algorithms to analyse the health condition of users 33 For applications in health see below In business wearable technology helps managers easily supervise employees by knowing their locations and what they are currently doing Employees working in a warehouse also have increased safety when working around chemicals or lifting something Smart helmets are employee safety wearables that have vibration sensors that can alert employees of possible danger in their environment 34 Wearable technology and health edit nbsp Samsung Galaxy Watch is designed specifically for sports and health functions including a step counter and a heart rate monitor Wearable technology is often used to monitor a user s health Given that such a device is in close contact with the user it can easily collect data It started as soon as 1980 where first wireless ECG was invented In the last decades there has been substantial growth in research of e g textile based tattoo patch and contact lenses 35 as well as circulation of a notion of quantified self transhumanism related ideas and growth of life extension research Wearables can be used to collect data on a user s health including additional citation s needed Heart rate 36 Calories burned Steps walked Blood pressure Release of certain biochemicals Time spent exercising Seizures Physical strain 37 better source needed Body composition and Water levels 38 These functions are often bundled together in a single unit like an activity tracker or a smartwatch like the Apple Watch Series 2 or Samsung Galaxy Gear Sport Devices like these are used for physical training and monitoring overall physical health as well as alerting to serious medical conditions such as seizures e g Empatica Embrace2 Medical uses edit See also Virtual reality applications Healthcare and medical nbsp A soldier demonstrates a virtual reality system that could be used to help treat PTSD nbsp Razer Open Source Virtual Reality OSVR for Gaming While virtual reality VR was originally developed for gaming it also can be used for rehabilitation Virtual reality headsets are given to patients and the patients instructed to complete a series of tasks but in a game format This has significant benefits compared to traditional therapies For one it is more controllable the operator can change their environment to anything they desire including areas that may help them conquer their fear like in the case of PTSD Another benefit is the price On average traditional therapies are several hundred dollars per hour whereas VR headsets are only several hundred dollars and can be used whenever desired In patients with neurological disorders like Parkinson s therapy in game format where multiple different skills can be utilized at the same time thus simultaneously stimulating several different parts of the brain 39 VR s usage in physical therapy is still limited as there is insufficient research Some research has pointed to the occurrence of motion sickness while performing intensive tasks 40 which can be detrimental to the patient s progress Detractors also point out that a total dependence on VR can lead to self isolation and be coming overly dependent on technology preventing patients from interacting with their friends and family There are concerns about privacy and safety as the VR software would need patient data and information to be effective and this information could be compromised during a data breach like in the case of 23andMe The lack of proper medical experts coupled with the longer learning curved involved with the recovery project may result in patients not realizing their mistakes and recovery taking longer than expected 41 The issue of cost and accessibility is also another issue while VR headsets are significantly cheaper than traditional physical therapy there may be many ad ons that could raise the price making it inaccessible to many 42 Base models may be less effective compared to higher end models which may lead to a digital divide Overall VR healthcare solutions are not meant to be a competitor to traditional therapies as research shows that when coupled together physical therapy is more effective 43 Research into VR rehabilitation continues to expand with new research into haptic developing which would allow the user to feel their environments and to incorporate their hands and feet into their recovery plan Additionally there are more sophisticated VR systems being developed 44 which allow the user to use their entire body in their recovery It also has sophisticated sensors that would allow medical professionals to collect data on muscle engagement and tension It uses electrical impedance tomography a form of noninvasive imaging to view muscle usage nbsp A VR type display and haptic glove developed by NASA to allow the user to interact with their environment Another concern is the lack of major funding by big companies and the government into the field 45 Many of these VR sets are off the shelf items and not properly made for medical use External add ones are usually 3D printed or made from spare parts from other electronics this lack of support means that patients who want to try this method have to be technically savvy which is unlikely as many aliments only appear later in life Additionally certain parts of VR like haptic feedback and tracking are still not advanced enough to be used reliably in a medical setting Another issue is the amount of VR devices that are available for purchase While this does increase the options available the differences between VR systems could impact patient recovery The vast number of VR devices also makes it difficult for medical professionals to give and interpret information as they might not have had practice with the specific model which could lead to faulty advice being given out citation needed Applications edit Currently other applications within healthcare are being explored such as Applications for monitoring of glucose 46 47 48 alcohol and lactate 46 or blood oxygen breath monitoring heartbeat heart rate and its variability electromyography EMG electrocardiogram ECG and electroencephalogram EEG body temperature pressure e g in shoes sweat rate or sweat loss levels of uric acid and ions e g for preventing fatigue or injuries or for optimizing training patterns 36 including via human integrated electronics 47 Forecasting changes in mood stress and health 49 Measuring blood alcohol content 50 Measuring athletic performance 51 Monitoring how sick the user is 52 Detecting early signs of infection 53 Long term monitoring of patients with heart and circulatory problems that records an electrocardiogram and is self moistening Health risk assessment applications including measures of frailty and risks of age dependent diseases 54 Automatic documentation of care activities citation needed Days long continuous imaging of diverse organs via a wearable bioadhesive stretchable high resolution ultrasound imaging patch 55 or e g a wearable continuous heart ultrasound imager 56 57 potential novel diagnostic and monitoring tools Sleep tracking 58 Cortisol monitoring for measuring stress 59 60 Measuring relaxation or alertness 61 62 63 64 e g to adjust their modulation or to measure efficacy of modulation techniques Proposed applications edit Proposed applications including applications without functional wearable prototypes include See also Head worn Electronic skin Biosensor Bioadhesive Nootropic Modified release dosage Nanobiotechnology and Electronic health record Tracking physiological changes such as stress levels and heartbeat of experiencers or contactees 65 of the UFO sighting anomalous physiological effects and alien abduction contact sighting phenomena including experiencer group research 66 better source needed Pathogen detection and detection of hazardous substances 67 68 Improving sleep via sleeping caps 69 Applications to COVID 19 edit Various wearable technologies have been developed in order to help with the diagnosis of COVID 19 Oxygen levels antibody detection blood pressure heart rate and so much more are monitored by small sensors within these devices 70 71 Wearable Devices to Detect Symptoms of COVID 19 edit Smart lenses On teeth sensors Face masks Smart textiles Electronic epidermal tattoos Micro needle patches Wristbands Smart rings Smartwatches 70 Smartwatches edit Wearable technology such as apple watches and fitbits have been used to potentially diagnose symptoms of COVID 19 Monitors within the devices have been designed to detect heart rate blood pressure oxygen level etc 71 The diagnostic capabilities of wearable devices proposes an easier way to detect any abnormalities within the human body Estimation and prediction techniques of wearable technology for COVID 19 has several flaws due to the inability to differentiate between other illnesses and COVID 19 Elevations in blood pressure heart rate etc as well as a fluctuation in oxygen level can be attributed to other sicknesses ranging from the common cold to respiratory diseases 71 The inability to differentiate these illnesses has caused unnecessary stress in patients raising concern on the implementation of wearables for health 71 Smart Masks edit In addition to wearable devices such as watches professionals designed face masks with built in sensors for individuals to use during the COVID 19 pandemic 72 The built in sensors were designed to detect characteristics of exhaled breath such as patterns and rates of respiration biomarkers of inflammation and the potential detection of airborne pathogens 72 Smart masks contain a sensor that monitors the presence of a SARS CoV 2 protease in the breath 73 Contained in the mask is a blister pack which when broken causes a chemical reaction to occur As a result of the chemical reaction the sensor will turn blue if the virus is detected from an individual s breathing 73 Issues occur however with the amount of protease needed to warrant a correct result from the sensor An individual s breath only contains protease once the cells die Then they make their way out of the body in fluids such a saliva and through breathing If too little protease is present the mask may not be able to detect the protease thus causing a false result 73 Smart Lenses edit Smart lenses have been developed to record intraocular pressure 70 The lens conforms to the eyeball and contains sensors in which monitor glucose levels eye movement and certain biomarkers for particular diseases Built into the lenses are micro electronics and processing units that are responsible for data collection With the innovation of technology smart lenses have the potential to incorporate displays that superimpose information onto what the wearer sees 74 Smart Textiles edit Smart textiles have been developed to monitor skin temperature and metabolites 70 These textiles contain sensors which are composed of three basic parts containing substrate active elements and electrode interconnect 75 Although smart textiles can provide a way for individuals to diagnose abnormalities about their body there are a multitude of challenges associated with the usage Economic burdens to patients and hospitals as well as the high cost of purchasing and upkeep provide a hinderance to the application of smart textiles The development of these sensors also face many challenges such as the selection of suitable substrates biocompatible materials and manufacturing techniques as well as the instantaneous monitoring of different analysts the washability and uninterrupted signal display circuits 75 Smart Rings edit Smart rings have been developed to monitor blood pressure 70 The Oura Smart Ring is able to predict coronavirus symptoms within 24 hours Data that is cultured from RNN and CNN algorithms are used to diagnose the coronavirus rapidly and accurately 76 Micro Needle Patches edit Micro needle patches have been developed to monitor metabolites inflammation markers drugs etc 70 They are also very advantageous for various reasons improved immunogenicity dose sparing effects low manufacturing costs ease of use and greater acceptability compared to traditional hypodermic injections 77 The implementation of micro needle patches is expected to expedite the vaccination process making it more applicable efficient and cost effective 77 Contemporary use edit This section needs additional citations for verification Please help improve this article by adding citations to reliable sources in this section Unsourced material may be challenged and removed March 2023 Learn how and when to remove this message Living a healthy life may not just solely be dependent on eating healthy sleeping well or participating in a few exercises a week Instead it lies far beyond just a few things and rather is deeply connected to a variety of physiological and biochemical parts of the body in relation to physical activity and living a healthy lifestyle In the past several years the emergence of technological devices better known as wearable technology has improved the ability to measure physical activity and has given simple users and e g cardiologists to be able to analyze parameters related to their quality of life Wearable technology are devices that people can wear at all times throughout the day and also throughout the night They help measure certain values such as heartbeat and rhythm quality of sleep citation needed total steps in a day and may help recognize certain diseases such as heart disease diabetes and cancer citation needed They may promote ideas on how to improve one s health and stay away from certain impending diseases These devices give daily feedback on what to improve on and what areas people are doing well in and this motivates and continues to push the user to keep on with their improved lifestyle Over time wearable technology has impacted the health and physical activity market an immense amount as according to ScienceDirect The consumer directed wearable technology market is rapidly growing and expected to exceed 34B by 2020 78 This shows how the wearable technology sector is increasingly becoming more and more approved amongst all people who want to improve their health and quality of life Wearable technology can come in all forms from watches pads placed on the heart devices worn around the arms all the way to devices that can measure any amount of data just through touching the receptors of the device In many cases wearable technology is connected to an app that can relay the information right away ready to be analyzed and discussed with a cardiologist In addition according to the American Journal of Preventive Medicine they state wearables may be a low cost feasible and accessible way for promoting PA 79 Essentially this insinuates that wearable technology can be beneficial to everyone and really is not cost prohibited Also when consistently seeing wearable technology being actually utilized and worn by other people it promotes the idea of physical activity and pushes more individuals to take part Wearable technology also helps with chronic disease development and monitoring physical activity in terms of context For example according to the American Journal of Preventive Medicine Wearables can be used across different chronic disease trajectory phases e g pre versus post surgery and linked to medical record data to obtain granular data on how activity frequency intensity and duration changes over the disease course and with different treatments 79 Wearable technology can be beneficial in tracking and helping analyze data in terms of how one is performing as time goes on and how they may be performing with different changes in their diet workout routine or sleep patterns Also not only can wearable technology be helpful in measuring results pre and post surgery but it can also help measure results as someone may be rehabbing from a chronic disease such as cancer or heart disease etc Wearable technology has the potential to create new and improved ways of how we look at health and how we actually interpret that science behind our health It can propel us into higher levels of medicine and has already made a significant impact on how patients are diagnosed treated and rehabbed over time However extensive research still needs to be continued on how to properly integrate wearable technology into health care and how to best utilize it In addition despite the reaping benefits of wearable technology a lot of research still also has to be completed in order to start transitioning wearable technology towards very sick high risk patients Sense making of the data edit This section needs expansion You can help by adding to it March 2023 See also Electronic health record Use in research and development While wearables can collect data in aggregate form most of them are limited in their ability to analyze or make conclusions based on this data thus most are used primarily for general health information Exception include seizure alerting wearables which continuously analyze the wearer s data and make a decision about calling for help the data collected can then provide doctors with objective evidence that they may find useful in diagnoses citation needed Wearables can account for individual differences although most just collect data and apply one size fits all algorithms Software on the wearables may analyze the data directly or send the data to a nearby device s such as a smartphone which processes displays or uses the data for analysis For analysis and real term sense making machine learning algorithms can also be used 57 Use in surveillance edit Today there is a growing interest to use wearables not only for individual self tracking but also within corporate health and wellness programs Given that wearables create a massive data trail which employers could repurpose for objectives other than health more and more research has begun to study privacy and security related issues of wearables including related to the use for surveillance of workers 80 additional citation s needed Asha Peta Thompson founded Intelligent Textiles who create woven power banks and circuitry that can be used in e uniforms for infantry 81 By form factor editWearable technology can exist in multiple different form factors Popular smartwatches include the Samsung Galaxy Watch and the Apple Watch A popular smart ring is the McLear Ring A popular implant is the Dangerous Things NExT RFID NFC Chip Implant albeit such is not worn but implanted clarification needed citation needed Head worn edit Glasses including but not only smartglasses are wearable technology that are head worn Headgear edit Headcaps for example to measure EEG are head worn A study indicates EEG headgear could be used for neuroenhancement concluding that a visual flicker paradigm to entrain individuals at their own brain rhythm i e peak alpha frequency results in substantially faster perceptual visual learning maintained the day following training 82 83 There is research into various forms of neurostimulation with various approaches including the use of wearable technology Another application may be supporting the induction of lucid dreams 84 85 86 87 albeit better controlled validation studies are necessary to prove the effectiveness 87 Epidermal electronics skin attached edit Further information Applications Epidermal electronics is an emerging field of wearable technology termed for their properties and behaviors comparable to those of the epidermis or outermost layer of the skin 88 89 90 These wearables are mounted directly onto the skin to continuously monitor physiological and metabolic processes both dermal and subdermal 90 Wireless capability is typically achieved through battery Bluetooth or NFC making these devices convenient and portable as a type of wearable technology 91 Currently epidermal electronics are being developed in the fields of fitness and medical monitoring Current usage of epidermal technology is limited by existing fabrication processes Its current application relies on various sophisticated fabrication techniques such as by lithography or by directly printing on a carrier substrate before attaching directly to the body Research into printing epidermal electronics directly on the skin is currently available as a sole study source 92 The significance of epidermal electronics involves their mechanical properties which resemble those of skin The skin can be modeled as bilayer composed of an epidermis having Young s Modulus E of 2 80 kPa and thickness of 0 3 3 mm and a dermis having E of 140 600 kPa and thickness of 0 05 1 5 mm Together this bilayer responds plastically to tensile strains 30 below which the skin s surface stretches and wrinkles without deforming 88 Properties of epidermal electronics mirror those of skin to allow them to perform in this same way Like skin epidermal electronics are ultrathin h lt 100 mm low modulus E 70 kPa and lightweight lt 10 mg cm2 enabling them to conform to the skin without applying strain 91 93 Conformal contact and proper adhesion enable the device to bend and stretch without delaminating deforming or failing thereby eliminating the challenges with conventional bulky wearables including measurement artifacts hysteresis and motion induced irritation to the skin With this inherent ability to take the shape of skin epidermal electronics can accurately acquire data without altering the natural motion or behavior of skin 94 The thin soft flexible design of epidermal electronics resembles that of temporary tattoos laminated on the skin Essentially these devices are mechanically invisible to the wearer 88 Epidermal electronics devices may adhere to the skin via van der Waals forces or elastomeric substrates With only van der Waals forces an epidermal device has the same thermal mass per unit area 150 mJ cm2K as skin when the skin s thickness is lt 500 nm Along with van der Waals forces the low values of E and thickness are effective in maximizing adhesion because they prevent deformation induced detachment due to tension or compression 88 Introducing an elastomeric substrate can improve adhesion but will raise the thermal mass per unit area slightly 94 Several materials have been studied to produce these skin like properties including photolithography patterned serpentine gold nanofilm and patterned doping of silicon nanomembranes 89 Foot worn edit Smart shoes are an example of wearable technology that incorporate smart features into shoes Smart shoes often work with smartphone applications to support tasks cannot be done with standard footwear The uses include vibrating of the smart phone to tell users when and where to turn to reach their destination via Google Maps or self lacing 95 96 97 98 99 Self lacing sneaker technology similar to the Nike Mag in Back to the Future Part II is another use of the smart shoe In 2019 German footwear company Puma was recognized as one of the 100 Best Inventions of 2019 by Time for its Fi laceless shoe that uses micro motors to adjust the fit from an iPhone 100 Nike also introduced a smart shoe in 2019 known as Adapt BB The shoe featured buttons on the side to loosen or tighten the fit with a custom motor and gear which could also be controlled by a smartphone 101 Modern technologies edit nbsp The Fitbit a modern wearable device On April 16 2013 Google invited Glass Explorers who had pre ordered its wearable glasses at the 2012 Google I O conference to pick up their devices This day marked the official launch of Google Glass a device intended to deliver rich text and notifications via a heads up display worn as eyeglasses The device also had a 5 MP camera and recorded video at 720p 102 Its various functions were activated via voice command such as OK Glass The company also launched the Google Glass companion app MyGlass 103 The first third party Google Glass App came from the New York Times which was able to read out articles and news summaries However in early 2015 Google stopped selling the beta explorer edition of Glass to the public after criticism of its design and the 1 500 price tag 104 While optical head mounted display technology remains a niche two popular types of wearable devices have taken off smartwatches and activity trackers In 2012 ABI Research forecast that sales of smartwatches would hit 1 2 million in 2013 helped by the high penetration of smartphones in many world markets the wide availability and low cost of MEMS sensors energy efficient connectivity technologies such as Bluetooth 4 0 and a flourishing app ecosystem 105 Crowdfunding backed start up Pebble reinvented the smartwatch in 2013 with a campaign running on Kickstarter that raised more than 10m in funding At the end of 2014 Pebble announced it had sold a million devices In early 2015 Pebble went back to its crowdfunding roots to raise a further 20m for its next generation smartwatch Pebble Time which started shipping in May 2015 needs update Crowdfunding backed start up McLear invented the smart ring in 2013 with a campaign running on Kickstarter that raised more than 300k in funding McLear was the first mover in wearables technology in introducing payments bitcoin payments advanced secure access control quantified self data collection biometric data tracking and monitoring systems for the elderly In March 2014 Motorola unveiled the Moto 360 smartwatch powered by Android Wear a modified version of the mobile operating system Android designed specifically for smartwatches and other wearables 106 107 Finally following more than a year of speculation Apple announced its own smartwatch the Apple Watch in September 2014 Wearable technology was a popular topic at the trade show Consumer Electronics Show in 2014 with the event dubbed The Wearables Appliances Cars and Bendable TVs Show by industry commentators 108 Among numerous wearable products showcased were smartwatches activity trackers smart jewelry head mounted optical displays and earbuds Nevertheless wearable technologies are still suffering from limited battery capacity 109 Another field of application of wearable technology is monitoring systems for assisted living and eldercare Wearable sensors have a huge potential in generating big data with a great applicability to biomedicine and ambient assisted living 110 For this reason researchers are moving their focus from data collection to the development of intelligent algorithms able to glean valuable information from the collected data using data mining techniques such as statistical classification and neural networks 111 Wearable technology can also collect biometric data such as heart rate ECG and HRV brainwave EEG and muscle bio signals EMG from the human body to provide valuable information in the field of health care and wellness 112 Another increasingly popular wearable technology involves virtual reality VR headsets have been made by a range of manufacturers for computers consoles and mobile devices Recently Google released their headset the Google Daydream 113 In addition to commercial applications wearable technology is being researched and developed for a multitude of uses The Massachusetts Institute of Technology is one of the many research institutions developing and testing technologies in this field For example research is being done to improve haptic technology 114 for its integration into next generation wearables Another project focuses on using wearable technology to assist the visually impaired in navigating their surroundings 115 nbsp Wearable technology in action As wearable technology continues to grow it has begun to expand into other fields The integration of wearables into healthcare has been a focus of research and development for various institutions Wearables continue to evolve moving beyond devices and exploring new frontiers such as smart fabrics Applications involve using a fabric to perform a function such as integrating a QR code into the textile 116 or performance apparel that increases airflow during exercise 117 Entertainment edit nbsp A fully wearable Walkman music player W series Wearables have expanded into the entertainment space by creating new ways to experience digital media Virtual reality headsets and augmented reality glasses have come to exemplify wearables in entertainment The influence of these virtual reality headsets and augmented reality glasses are seen mostly in the gaming industry during the initial days but are now used in the fields of medicine and education 118 Virtual reality headsets such as the Oculus Rift HTC Vive and Google Daydream View aim to create a more immersive media experience by either simulating a first person experience or displaying the media in the user s full field of vision Television films video games and educational simulators have been developed for these devices to be used by working professionals and consumers In a 2014 expo Ed Tang of Avegant presented his Smart Headphones These headphones use Virtual Retinal Display to enhance the experience of the Oculus Rift 119 Some augmented reality devices fall under the category of wearables Augmented reality glasses are currently in development by several corporations 120 Snap Inc s Spectacles are sunglasses that record video from the user s point of view and pair with a phone to post videos on Snapchat 121 Microsoft has also delved into this business releasing Augmented Reality glasses HoloLens in 2017 The device explores using digital holography or holograms to give the user a first hand experience of Augmented Reality 122 These wearable headsets are used in many different fields including the military Wearable technology has also expanded from small pieces of technology on the wrist to apparel all over the body There is a shoe made by the company shiftwear that uses a smartphone application to periodically change the design display on the shoe 123 The shoe is designed using normal fabric but utilizes a display along the midsection and back that shows a design of your choice The application was up by 2016 and a prototype for the shoes was created in 2017 123 Another example of this can be seen with Atari s headphone speakers Atari and Audiowear are developing a face cap with built in speakers The cap will feature speakers built into the underside of the brim and will have Bluetooth capabilities 124 Jabra has released earbuds 125 in 2018 that cancel the noise around the user and can toggle a setting called hearthrough This setting takes the sound around the user through the microphone and sends it to the user This gives the user an augmented sound while they commute so they will be able to hear their surroundings while listening to their favorite music Many other devices can be considered entertainment wearables and need only be devices worn by the user to experience media Gaming edit The gaming industry has always incorporated new technology The first technology used for electronic gaming was a controller for Pong The way users game has continuously evolved through each decade Currently the two most common forms of gaming is either using a controller for video game consoles or a mouse and keyboard for PC games In 2012 virtual reality headphones were reintroduced to the public VR headsets were first conceptualized in the 1950s and officially created in the 1960s 126 The creation of the first virtual reality headset can be credited to Cinematographer Morton Heilig He created a device known as the Sensorama in 1962 127 The Sensorama was a videogame like device that was so heavy that it needed to be held up by a suspension device 128 There has been numerous different wearable technology within the gaming industry from gloves to foot boards The gaming space has offbeat inventions In 2016 Sony debuted its first portable connectable virtual reality headset codenamed Project Morpheus 129 The device was rebranded for PlayStation in 2018 130 In early 2019 Microsoft debuts their HoloLens 2 that goes beyond just virtual reality into mixed reality headset Their main focus is to be use mainly by the working class to help with difficult tasks 131 These headsets are used by educators scientists engineers military personnel surgeons and many more Headsets such as the HoloLens 2 allows the user to see a projected image at multiple angles and interact with the image This helps gives a hands on experience to the user which otherwise they would not be able to get Military editWearable technology within the military ranges from educational purposes training exercises and sustainability technology 132 The technology used for educational purposes within the military are mainly wearables that tracks a soldier s vitals By tracking a soldier s heart rate blood pressure emotional status etc helps the research and development team best help the soldiers According to chemist Matt Coppock he has started to enhance a soldier s lethality by collecting different biorecognition receptors By doing so it will eliminate emerging environmental threats to the soldiers 133 With the emergence of virtual reality it is only natural to start creating simulations using VR This will better prepare the user for whatever situation they are training for In the military there are combat simulations that soldiers will train on The reason the military will use VR to train its soldiers is because it is the most interactive immersive experience the user will feels without being put in a real situation 134 Recent simulations include a soldier wearing a shock belt during a combat simulation Each time they are shot the belt will release a certain amount of electricity directly to the user s skin This is to simulate a shot wound in the most humane way possible 134 There are many sustainability technologies that military personnel wear in the field One of which is a boot insert This insert gauges how soldiers are carrying the weight of their equipment and how daily terrain factors impact their mission panning optimization 135 These sensors will not only help the military plan the best timeline but will help keep the soldiers at best physical mental health Fashion editFashionable wearables are designed garments and accessories that combines aesthetics and style with functional technology 136 Garments are the interface to the exterior mediated through digital technology It allows endless possibilities for the dynamic customization of apparel All clothes have social psychological and physical functions However with the use of technology these functions can be amplified There are some wearables that are called E textiles These are the combination of textiles fabric and electronic components to create wearable technology within clothing 137 They are also known as smart textile and digital textile Wearables are made from a functionality perspective or from an aesthetic perspective When made from a functionality perspective designers and engineers create wearables to provide convenience to the user Clothing and accessories are used as a tool to provide assistance to the user Designers and engineers are working together to incorporate technology in the manufacturing of garments in order to provide functionalities that can simplify the lives of the user For example through smartwatches people have the ability to communicate on the go and track their health Moreover smart fabrics have a direct interaction with the user as it allows sensing the customers moves This helps to address concerns such as privacy communication and well being Years ago fashionable wearables were functional but not very aesthetic As of 2018 wearables are quickly growing to meet fashion standards through the production of garments that are stylish and comfortable Furthermore when wearables are made from an aesthetic perspective designers explore with their work by using technology and collaborating with engineers These designers explore the different techniques and methods available for incorporating electronics in their designs They are not constrained by one set of materials or colors as these can change in response to the embedded sensors in the apparel They can decide how their designs adapt and responds to the user 6 In 1967 French fashion designer Pierre Cardin known for his futuristic designs created a collection of garments entitled robe electronique that featured a geometric embroidered pattern with LEDs light emitting diodes Pierre Cardin unique designs were featured in an episode of the Jetsons animated show where one of the main characters demonstrates how her luminous Pierre Martian 138 dress works by plugging it into the mains An exhibition about the work of Pierre Cardin was recently on display at the Brooklyn Museum in New York 139 In 1968 the Museum of Contemporary Craft in New York City held an exhibition named Body Covering which presented the infusion of technological wearables with fashion Some of the projects presented were clothing that changed temperature and party dresses that light up and produce noises among others The designers from this exhibition creatively embedded electronics into the clothes and accessories to create these projects As of 2018 fashion designers continue to explore this method in the manufacturing of their designs by pushing the limits of fashion and technology 6 House of Holland and NFC Ring edit McLear also known as NFC Ring in partnership with the House of Henry Holland and Visa Europe Collab showcased an event entitled Cashless on the Catwalk at the Collins Music Hall in Islington Celebrities walking through the event could make purchases for the first time in history from a wearable device using McLear s NFC Rings by tapping the ring on a purchase terminal 140 CuteCircuit edit CuteCircuit pioneered the concept of interactive and app controlled fashion with the creation in 2008 of the Galaxy Dress part of the permanent collection of the Museum of Science and Industry in Chicago US and in 2012 of the tshirtOS now infinitshirt CuteCircuit fashion designs can interact and change colour providing the wearer a new way of communicating and expressing their personality and style CuteCircuit s designs have been worn on the red carpet by celebrities such as Katy Perry 24 and Nicole Scherzinger 25 and are part of the permanent collections of the Museum of Fine Arts in Boston Project Jacquard edit Project Jacquard a Google project led by Ivan Poupyrev has been combining clothing with technology 141 Google collaborated with Levi Strauss to create a jacket that has touch sensitive areas that can control a smartphone The cuff links are removable and charge in a USB port 142 Intel and Chromat edit Intel partnered with the brand Chromat to create a sports bra that responds to changes in the body of the user as well as a 3D printed carbon fiber dress that changes color based on the user s adrenaline levels 143 Intel also partnered with Google and TAG Heuer to make a smart watch 144 Iris van Herpen edit nbsp Iris Van Herpen s water dress Smart fabrics and 3D printing have been incorporated in high fashion by the designer Iris van Herpen Van Herpen was the first designer to incorporate 3D printing technology of rapid prototyping into the fashion industry 145 The Belgian company Materialise NV collaborates with her in the printing of her designs Manufacturing process of e textiles edit There are several methods which companies manufacture e textiles from fiber to garment and the insertion of electronics to the process One of the methods being developed is when stretchable circuits are printed right into a fabric using conductive ink 146 The conductive ink uses metal fragments in the ink to become electrically conductive Another method would be using conductive thread or yarn This development includes the coating of non conductive fiber like polyester PET with conductive material such as metal like gold or silver to produce coated yarns or in order to produce an e textile 147 Common fabrication techniques for e textiles include the following traditional methods Embroidery Sewing Weaving Non woven Knitting Spinning Breading Coating Printing Laying 148 Issues and concerns editThis article may require cleanup to meet Wikipedia s quality standards The specific problem is This article needs grammatical and content corrections Please help improve this article if you can August 2021 Learn how and when to remove this message See also Use in surveillance The FDA drafted a guidance for low risk devices advises that personal health wearables are general wellness products if they only collect data on weight management physical fitness relaxation or stress management mental acuity self esteem sleep management or sexual function 149 This was due to the privacy risks that were surrounding the devices As more and more of the devices were being used as well as improved soon enough these devices would be able to tell if a person is showing certain health issues and give a course of action With the rise of these devices being consumed so to the FDA drafted this guidance in order to decrease risk of a patient in case the app does not function properly 150 It is argued the ethics of it as well because although they help track health and promote independence there is still an invasion of privacy that ensues to gain information This is due to the huge amounts of data that has to be transferred which could raise issues for both the user and the companies if a third partied gets access to this data There was an issue with Google Glass that was used by surgeons in order to track vital signs of a patient where it had privacy issues relating to third party use of non consented information The issue is consent as well when it comes to wearable technology because it gives the ability to record and that is an issue when permission is not asked when a person is being recorded 151 152 Compared to smartphones wearable devices pose several new reliability challenges to device manufacturers and software developers Limited display area limited computing power limited volatile and non volatile memory non conventional shape of the devices abundance of sensor data complex communication patterns of the apps and limited battery size all these factors can contribute to salient software bugs and failure modes such as resource starvation or device hangs 5 Moreover since many of the wearable devices are used for health purposes 2 12 either monitoring or treatment their accuracy and robustness issues can give rise to safety concerns Some tools have been developed to evaluate the reliability and the security properties of these wearable devices 153 The early results point to a weak spot of wearable software whereby overloading of the devices such as through high UI activity can cause failures 154 See also editAssistive technology Ai Pin Clothing technology Computer mediated reality Cyborg Flexible electronics GPS watch Mixed reality Smart connected products Wearable computer Internet of Musical ThingsReferences edit Duking P Achtzehn S Holmberg HC Sperlich B Integrated Framework of Load Monitoring by a Combination of Smartphone Applications Wearables and Point of Care Testing Provides Feedback that Allows Individual Responsive Adjustments to Activities of Daily Living 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Qirun Lu Jian Su Zhendong May 2019 Practical GUI Testing of Android Applications Via Model Abstraction and Refinement 2019 IEEE ACM 41st International Conference on Software Engineering ICSE Montreal QC Canada IEEE pp 269 280 doi 10 1109 ICSE 2019 00042 ISBN 978 1 7281 0869 8 S2CID 89608086 Yi Edgardo Barsallo Zhang Heng Maji Amiya K Xu Kefan Bagchi Saurabh 2020 06 15 Vulcan Proceedings of the 18th International Conference on Mobile Systems Applications and Services MobiSys 20 Toronto Ontario Canada Association for Computing Machinery pp 391 403 doi 10 1145 3386901 3388916 ISBN 978 1 4503 7954 0 S2CID 219398382 External links edit Wear your heart on your sleeve physics org The Future of Wearable Technology video by Off Book Retrieved from https en wikipedia org w index php title Wearable technology amp oldid 1225104427, wikipedia, wiki, book, books, library,

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