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Positioning system

A positioning system is a system for determining the position of an object in space.[1] One of the most well-known and commonly used positioning systems is the Global Positioning System (GPS).

Positioning system technologies exist ranging from worldwide coverage with meter accuracy to workspace coverage with sub-millimeter accuracy.

Coverage Edit

Interplanetary systems Edit

Interplanetary-radio communication systems not only communicate with spacecraft, but they are also used to determine their position. Radar can track targets near the Earth, but spacecraft in deep space must have a working transponder on board to echo a radio signal back. Orientation information can be obtained using star trackers.

Global systems Edit

Global navigation satellite systems (GNSS) allow specialized radio receivers to determine their 3-D space position, as well as time, with an accuracy of 2–20 metres or tens of nanoseconds. Currently deployed systems use microwave signals that can only be received reliably outdoors and that cover most of Earth's surface, as well as near-Earth space.

The existing and planned systems are:

Regional systems Edit

Networks of land-based positioning transmitters allow specialized radio receivers to determine their 2-D position on the surface of the Earth. They are generally less accurate than GNSS because their signals are not entirely restricted to line-of-sight propagation, and they have only regional coverage. However, they remain useful for special purposes and as a backup where their signals are more reliably received, including underground and indoors, and receivers can be built that consume very low battery power. LORAN is an example of such a system.

Local systems Edit

A local positioning system (LPS) is a navigation system that provides location information in all weather, anywhere within the coverage of the network, where there is an unobstructed line of sight to three or more signaling beacons of which the exact position on Earth is known.[2][3][4][5]

Unlike GPS or other global navigation satellite systems, local positioning systems don't provide global coverage. Instead, they use (a set of) beacons, which have a limited range, hence requiring the user to be near these. Beacons include cellular base stations, Wi-Fi and LiFi access points, and radio broadcast towers.

In the past, long-range LPS's have been used for navigation of ships and aircraft. Examples are the Decca Navigator System and LORAN. Nowadays, local positioning systems are often used as complementary (and in some cases alternative) positioning technology to GPS, especially in areas where GPS does not reach or is weak, for example, inside buildings, or urban canyons. Local positioning using cellular and broadcast towers can be used on cell phones that do not have a GPS receiver. Even if the phone has a GPS receiver, battery life will be extended if cell tower location accuracy is sufficient. They are also used in trackless amusement rides like Pooh's Hunny Hunt and Mystic Manor.

Examples of existing systems include

Indoor systems Edit

Indoor positioning systems are optimized for use within individual rooms, buildings, or construction sites. They typically offer centimeter-accuracy. Some provide 6-D location and orientation information.

Examples of existing systems include

Workspace systems Edit

These are designed to cover only a restricted workspace, typically a few cubic meters, but can offer accuracy in the millimeter-range or better. They typically provide 6-D position and orientation. Example applications include virtual reality environments, alignment tools for computer-assisted surgery or radiology, and cinematography (motion capture, match moving).

Examples: Wii Remote with Sensor Bar, Polhemus Tracker, Precision Motion Tracking Solutions InterSense.[6]

High performance Edit

High performance positioning system is used in manufacturing processes to move an object (tool or part) smoothly and accurately in six degrees of freedom, along a desired path, at a desired orientation, with high acceleration, high deceleration, high velocity and low settling time. It is designed to quickly stop its motion and accurately place the moving object at its desired final position and orientation with minimal jittering.

Examples: high velocity machine tools, laser scanning, wire bonding, Printed circuit board inspection, lab automation assaying, flight simulators

Technologies Edit

Multiple technologies exist to determine the position and orientation of an object or person in a room, building or in the world.

Acoustic positioning Edit

Time of flight Edit

Time of flight systems determine the distance by measuring the time of propagation of pulsed signals between a transmitter and receiver. When distances of at least three locations are known, a fourth position can be determined using trilateration. Global Positioning System is an example.

Optical trackers, such as laser ranging trackers suffer from line of sight problems and their performance is adversely affected by ambient light and infrared radiation. On the other hand, they do not suffer from distortion effects in the presence of metals and can have high update rates because of the speed of light.[7]

Ultrasonic trackers have a more limited range because of the loss of energy with the distance traveled. Also they are sensitive to ultrasonic ambient noise and have a low update rate. But the main advantage is that they do not need line of sight.

Systems using radio waves such as the Global navigation satellite system do not suffer ambient light, but still need line of sight.

Spatial scan Edit

A spatial scan system uses (optical) beacons and sensors. Two categories can be distinguished:

  • Inside out systems where the beacon is placed at a fixed position in the environment and the sensor is on the object[8]
  • Outside in systems where the beacons are on the target and the sensors are at a fixed position in the environment

By aiming the sensor at the beacon the angle between them can be measured. With triangulation the position of the object can be determined.

Inertial sensing Edit

The main advantage of an inertial sensing is that it does not require an external reference. Instead it measures rotation with a gyroscope or position with an accelerometer with respect to a known starting position and orientation. Because these systems measure relative positions instead of absolute positions they can suffer from accumulated errors and therefore are subject to drift. A periodic re-calibration of the system will provide more accuracy.

Mechanical linkage Edit

This type of tracking system uses mechanical linkages between the reference and the target. Two types of linkages have been used. One is an assembly of mechanical parts that can each rotate, providing the user with multiple rotation capabilities. The orientation of the linkages is computed from the various linkage angles measured with incremental encoders or potentiometers. Other types of mechanical linkages are wires that are rolled in coils. A spring system ensures that the wires are tensed in order to measure the distance accurately. The degrees of freedom sensed by mechanical linkage trackers are dependent upon the constitution of the tracker's mechanical structure. While six degrees of freedom are most often provided, typically only a limited range of motions is possible because of the kinematics of the joints and the length of each link. Also, the weight and the deformation of the structure increase with the distance of the target from the reference and impose a limit on the working volume.[8]

Phase difference Edit

Phase difference systems measure the shift in phase of an incoming signal from an emitter on a moving target compared to the phase of an incoming signal from a reference emitter. With this the relative motion of the emitter with respect to the receiver can be calculated.

Like inertial sensing systems, phase-difference systems can suffer from accumulated errors and therefore are subject to drift, but because the phase can be measured continuously they are able to generate high data rates. Omega (navigation system) is an example.

Direct field sensing Edit

Direct field sensing systems use a known field to derive orientation or position: A simple compass uses the Earth's magnetic field to know its orientation in two directions.[8] An inclinometer uses the earth gravitational field to know its orientation in the remaining third direction. The field used for positioning does not need to originate from nature, however. A system of three electromagnets placed perpendicular to each other can define a spatial reference. On the receiver, three sensors measure the components of the field's flux received as a consequence of magnetic coupling. Based on these measures, the system determines the position and orientation of the receiver with respect to the emitters' reference.

Optical systems Edit

Optical positioning systems are based on optics components, such as in total stations.[9]

Magnetic positioning Edit

Magnetic positioning is an IPS (Indoor positioning system) solution that takes advantage of the magnetic field anomalies typical of indoor settings by using them as distinctive place recognition signatures. The first citation of positioning based on magnetic anomaly can be traced back to military applications in 1970.[10] The use of magnetic field anomalies for indoor positioning was instead first claimed in papers related to robotics in the early 2000.[11][12]

Most recent applications can employ magnetic sensor data from a smartphone used to wirelessly locate objects or people inside a building.[13]

There is currently no de facto standard for IPS, however magnetic positioning appears to be the most complete and cost effective[citation needed]. It offers accuracy without any hardware requirements and a relatively low total cost of ownership[citation needed]. According to Opus Research magnetic positioning will emerge as a “foundational” indoor location technology.[14]

Hybrid systems Edit

Because every technology has its pros and cons, most systems use more than one technology. A system based on relative position changes like the inertial system needs periodic calibration against a system with absolute position measurement. Systems combining two or more technologies are called hybrid positioning systems.[15]

Hybrid positioning systems are systems for finding the location of a mobile device using several different positioning technologies. Usually GPS (Global Positioning System) is one major component of such systems, combined with cell tower signals, wireless internet signals, Bluetooth sensors, IP addresses and network environment data.[16]

These systems are specifically designed to overcome the limitations of GPS, which is very exact in open areas, but works poorly indoors or between tall buildings (the urban canyon effect). By comparison, cell tower signals are not hindered by buildings or bad weather, but usually provide less precise positioning. Wi-Fi positioning systems may give very exact positioning, in urban areas with high Wi-Fi density - and depend on a comprehensive database of Wi-Fi access points.

Hybrid positioning systems are increasingly being explored for certain civilian and commercial location-based services and location-based media, which need to work well in urban areas in order to be commercially and practically viable.

Early works in this area include the Place Lab project, which started in 2003 and went inactive in 2006. Later methods let smartphones combine the accuracy of GPS with the low power consumption of cell-ID transition point finding.[17] In 2022, the satellite-free positioning system SuperGPS with higher-resolution than GPS using existing telecommunications networks was demonstrated.[18][19]

See also Edit

References Edit

  1. ^ "positioning system". MLGT: The authoritative multi-lingual geographic information terminology database. 2020-06-02.
  2. ^ Hjelm, Johan; Kolodziej, Krzysztof W. (2006). Local positioning systems LBS applications and services ([Online-Ausg.] ed.). Boca Raton, FL: CRC/Taylor & Francis. ISBN 978-0-8493-3349-1.
  3. ^ Kyker, R (7–9 Nov 1995). Local positioning system. Proceedings of WESCON'95. p. 756. doi:10.1109/WESCON.1995.485496. ISBN 978-0-7803-2636-1. S2CID 30451232.
  4. ^ US Patent 20040056798, "Local positioning system", assigned to Gallitzin Allegheny 
  5. ^ US Patent 6748224, "Local positioning system", assigned to Lucent 
  6. ^ "InterSense | Precision Motion Tracking Solutions | Home". www.intersense.com. Retrieved 2018-09-30.
  7. ^ Devesh Kumar Bhatnagar (29 March 1993). Position trackers for Head Mounted Display systems: A survey (Report). CiteSeerX 10.1.1.104.3535.
  8. ^ a b c Jannick P. Rolland; Yohan Baillot; Alexei A. Goon (2001). "A Survey of Tracking Technology for Virtual Environments". In Barfield, W.; Caudell, T. (eds.). Fundamentals of Wearable Computers and Augmented Reality. Taylor & Francis. p. 67. ISBN 978-0-8058-2902-0.
  9. ^ "optical positioning system". MLGT: The authoritative multi-lingual geographic information terminology database. 2020-06-02.
  10. ^ US 3789351, Feldman, David W. & Slone, James C., "Guidance system", published 1974-01-29, assigned to United States Secretary of the Navy 
  11. ^ Suksakulchai, S.; Thongchai, S.; Wilkes, D. M.; Kawamura, K. (October 2000). "Mobile robot localization using an electronic compass for corridor environment". SMC 2000 Conference Proceedings. 2000 IEEE International Conference on Systems, Man and Cybernetics. 'Cybernetics Evolving to Systems, Humans, Organizations, and their Complex Interactions' (Cat. No.00CH37166). Vol. 5. pp. 3354–3359 vol.5. doi:10.1109/ICSMC.2000.886523. ISBN 0-7803-6583-6. S2CID 14204871.
  12. ^ Aboshosha, Ashraf; Zell, Andreas; Tübingen, Universität (2004). "Disambiguating Robot Positioning Using Laser and Geomagnetic Signatures". In: Proceedings of IAS-8. CiteSeerX 10.1.1.2.6715.
  13. ^ Haverinen, Janne; Kemppainen, Anssi (31 October 2009). "Global indoor self-localization based on the ambient magnetic field". Robotics and Autonomous Systems. 57 (10): 1028–1035. doi:10.1016/j.robot.2009.07.018.
  14. ^ Miller, Dan. "Analysis & Expertise in Conversational Commerce". Opus Research. Retrieved 2014-08-02.
  15. ^ "OpenHPS: An Open Source Hybrid Positioning System".
  16. ^ "AlterGeo: About us".
  17. ^ Paek, Jeongyeup; Kim, Kyu-Han; Singh, Jatinder P.; Govindan, Ramesh (2011-06-28). (PDF). Proceedings of the 9th international conference on Mobile systems, applications, and services. New York, NY, USA: ACM. pp. 293–306. doi:10.1145/1999995.2000024. ISBN 978-1-4503-0643-0. Archived from the original (PDF) on 2012-01-24.
  18. ^ ""SuperGPS" ditches satellites for radio towers for cm-scale tracking". New Atlas. 17 November 2022. Retrieved 17 December 2022.
  19. ^ Koelemeij, Jeroen C. J.; Dun, Han; Diouf, Cherif E. V.; Dierikx, Erik F.; Janssen, Gerard J. M.; Tiberius, Christian C. J. M. (November 2022). "A hybrid optical–wireless network for decimetre-level terrestrial positioning". Nature. 611 (7936): 473–478. Bibcode:2022Natur.611..473K. doi:10.1038/s41586-022-05315-7. hdl:1871.1/83f83acb-b4fd-4c6f-ad01-84986e18f9bf. ISSN 1476-4687. PMID 36385540. S2CID 253555248. University press release: "A navigation system with 10 centimeter accuracy". Delft University of Technology via techxplore.com. Retrieved 17 December 2022.

Further reading Edit

  • Karimi, Hassan A. (2011-01-01). "Universal Navigation". Universal Navigation on Smartphones. Springer US. pp. 75–88. doi:10.1007/978-1-4419-7741-0_4. ISBN 978-1-4419-7740-3.

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A positioning system is a system for determining the position of an object in space 1 One of the most well known and commonly used positioning systems is the Global Positioning System GPS Positioning system technologies exist ranging from worldwide coverage with meter accuracy to workspace coverage with sub millimeter accuracy Contents 1 Coverage 1 1 Interplanetary systems 1 2 Global systems 1 3 Regional systems 1 4 Local systems 1 4 1 Indoor systems 1 4 2 Workspace systems 1 4 3 High performance 2 Technologies 2 1 Acoustic positioning 2 2 Time of flight 2 3 Spatial scan 2 4 Inertial sensing 2 5 Mechanical linkage 2 6 Phase difference 2 7 Direct field sensing 2 8 Optical systems 2 9 Magnetic positioning 2 10 Hybrid systems 3 See also 4 References 5 Further readingCoverage EditInterplanetary systems Edit Interplanetary radio communication systems not only communicate with spacecraft but they are also used to determine their position Radar can track targets near the Earth but spacecraft in deep space must have a working transponder on board to echo a radio signal back Orientation information can be obtained using star trackers Global systems Edit Main article Global navigation satellite system Global navigation satellite systems GNSS allow specialized radio receivers to determine their 3 D space position as well as time with an accuracy of 2 20 metres or tens of nanoseconds Currently deployed systems use microwave signals that can only be received reliably outdoors and that cover most of Earth s surface as well as near Earth space The existing and planned systems are Global Positioning System US military system fully operational since 1995 GLONASS Russian military system fully operational since October 2011 Galileo European Community fully operational since December 2019 Beidou navigation system China fully operational since June 2020 Indian Regional Navigation Satellite System a planned project in IndiaRegional systems Edit Networks of land based positioning transmitters allow specialized radio receivers to determine their 2 D position on the surface of the Earth They are generally less accurate than GNSS because their signals are not entirely restricted to line of sight propagation and they have only regional coverage However they remain useful for special purposes and as a backup where their signals are more reliably received including underground and indoors and receivers can be built that consume very low battery power LORAN is an example of such a system Local systems Edit A local positioning system LPS is a navigation system that provides location information in all weather anywhere within the coverage of the network where there is an unobstructed line of sight to three or more signaling beacons of which the exact position on Earth is known 2 3 4 5 Unlike GPS or other global navigation satellite systems local positioning systems don t provide global coverage Instead they use a set of beacons which have a limited range hence requiring the user to be near these Beacons include cellular base stations Wi Fi and LiFi access points and radio broadcast towers In the past long range LPS s have been used for navigation of ships and aircraft Examples are the Decca Navigator System and LORAN Nowadays local positioning systems are often used as complementary and in some cases alternative positioning technology to GPS especially in areas where GPS does not reach or is weak for example inside buildings or urban canyons Local positioning using cellular and broadcast towers can be used on cell phones that do not have a GPS receiver Even if the phone has a GPS receiver battery life will be extended if cell tower location accuracy is sufficient They are also used in trackless amusement rides like Pooh s Hunny Hunt and Mystic Manor Examples of existing systems include Locata Corporation PseudoliteIndoor systems Edit Main article Indoor positioning system Indoor positioning systems are optimized for use within individual rooms buildings or construction sites They typically offer centimeter accuracy Some provide 6 D location and orientation information Examples of existing systems include Active BatWorkspace systems Edit These are designed to cover only a restricted workspace typically a few cubic meters but can offer accuracy in the millimeter range or better They typically provide 6 D position and orientation Example applications include virtual reality environments alignment tools for computer assisted surgery or radiology and cinematography motion capture match moving Examples Wii Remote with Sensor Bar Polhemus Tracker Precision Motion Tracking Solutions InterSense 6 High performance Edit High performance positioning system is used in manufacturing processes to move an object tool or part smoothly and accurately in six degrees of freedom along a desired path at a desired orientation with high acceleration high deceleration high velocity and low settling time It is designed to quickly stop its motion and accurately place the moving object at its desired final position and orientation with minimal jittering Examples high velocity machine tools laser scanning wire bonding Printed circuit board inspection lab automation assaying flight simulatorsTechnologies EditMultiple technologies exist to determine the position and orientation of an object or person in a room building or in the world Acoustic positioning Edit Main articles Acoustic location and 3D sound localization This section is empty You can help by adding to it April 2022 Time of flight Edit Time of flight systems determine the distance by measuring the time of propagation of pulsed signals between a transmitter and receiver When distances of at least three locations are known a fourth position can be determined using trilateration Global Positioning System is an example Optical trackers such as laser ranging trackers suffer from line of sight problems and their performance is adversely affected by ambient light and infrared radiation On the other hand they do not suffer from distortion effects in the presence of metals and can have high update rates because of the speed of light 7 Ultrasonic trackers have a more limited range because of the loss of energy with the distance traveled Also they are sensitive to ultrasonic ambient noise and have a low update rate But the main advantage is that they do not need line of sight Systems using radio waves such as the Global navigation satellite system do not suffer ambient light but still need line of sight Spatial scan Edit A spatial scan system uses optical beacons and sensors Two categories can be distinguished Inside out systems where the beacon is placed at a fixed position in the environment and the sensor is on the object 8 Outside in systems where the beacons are on the target and the sensors are at a fixed position in the environmentBy aiming the sensor at the beacon the angle between them can be measured With triangulation the position of the object can be determined Inertial sensing Edit The main advantage of an inertial sensing is that it does not require an external reference Instead it measures rotation with a gyroscope or position with an accelerometer with respect to a known starting position and orientation Because these systems measure relative positions instead of absolute positions they can suffer from accumulated errors and therefore are subject to drift A periodic re calibration of the system will provide more accuracy Mechanical linkage Edit This type of tracking system uses mechanical linkages between the reference and the target Two types of linkages have been used One is an assembly of mechanical parts that can each rotate providing the user with multiple rotation capabilities The orientation of the linkages is computed from the various linkage angles measured with incremental encoders or potentiometers Other types of mechanical linkages are wires that are rolled in coils A spring system ensures that the wires are tensed in order to measure the distance accurately The degrees of freedom sensed by mechanical linkage trackers are dependent upon the constitution of the tracker s mechanical structure While six degrees of freedom are most often provided typically only a limited range of motions is possible because of the kinematics of the joints and the length of each link Also the weight and the deformation of the structure increase with the distance of the target from the reference and impose a limit on the working volume 8 Phase difference Edit Phase difference systems measure the shift in phase of an incoming signal from an emitter on a moving target compared to the phase of an incoming signal from a reference emitter With this the relative motion of the emitter with respect to the receiver can be calculated Like inertial sensing systems phase difference systems can suffer from accumulated errors and therefore are subject to drift but because the phase can be measured continuously they are able to generate high data rates Omega navigation system is an example Direct field sensing Edit Direct field sensing systems use a known field to derive orientation or position A simple compass uses the Earth s magnetic field to know its orientation in two directions 8 An inclinometer uses the earth gravitational field to know its orientation in the remaining third direction The field used for positioning does not need to originate from nature however A system of three electromagnets placed perpendicular to each other can define a spatial reference On the receiver three sensors measure the components of the field s flux received as a consequence of magnetic coupling Based on these measures the system determines the position and orientation of the receiver with respect to the emitters reference Optical systems Edit Optical positioning systems are based on optics components such as in total stations 9 Magnetic positioning Edit This section is an excerpt from Magnetic positioning edit Magnetic positioning is an IPS Indoor positioning system solution that takes advantage of the magnetic field anomalies typical of indoor settings by using them as distinctive place recognition signatures The first citation of positioning based on magnetic anomaly can be traced back to military applications in 1970 10 The use of magnetic field anomalies for indoor positioning was instead first claimed in papers related to robotics in the early 2000 11 12 Most recent applications can employ magnetic sensor data from a smartphone used to wirelessly locate objects or people inside a building 13 There is currently no de facto standard for IPS however magnetic positioning appears to be the most complete and cost effective citation needed It offers accuracy without any hardware requirements and a relatively low total cost of ownership citation needed According to Opus Research magnetic positioning will emerge as a foundational indoor location technology 14 Hybrid systems Edit Because every technology has its pros and cons most systems use more than one technology A system based on relative position changes like the inertial system needs periodic calibration against a system with absolute position measurement Systems combining two or more technologies are called hybrid positioning systems 15 Hybrid positioning systems are systems for finding the location of a mobile device using several different positioning technologies Usually GPS Global Positioning System is one major component of such systems combined with cell tower signals wireless internet signals Bluetooth sensors IP addresses and network environment data 16 These systems are specifically designed to overcome the limitations of GPS which is very exact in open areas but works poorly indoors or between tall buildings the urban canyon effect By comparison cell tower signals are not hindered by buildings or bad weather but usually provide less precise positioning Wi Fi positioning systems may give very exact positioning in urban areas with high Wi Fi density and depend on a comprehensive database of Wi Fi access points Hybrid positioning systems are increasingly being explored for certain civilian and commercial location based services and location based media which need to work well in urban areas in order to be commercially and practically viable Early works in this area include the Place Lab project which started in 2003 and went inactive in 2006 Later methods let smartphones combine the accuracy of GPS with the low power consumption of cell ID transition point finding 17 In 2022 the satellite free positioning system SuperGPS with higher resolution than GPS using existing telecommunications networks was demonstrated 18 19 See also Edit3D scanning Assisted GPS Coordinate measuring machine Dynamic positioning Dimensional metrology Eye tracking Geodesy Geolocation Handheld tracker Indoor positioning system IPS Local positioning system Mobile phone tracking Motion capture Multilateration Position sensor Real time locating system Resection navigation Surveying Virtual realityReferences Edit positioning system MLGT The authoritative multi lingual geographic information terminology database 2020 06 02 Hjelm Johan Kolodziej Krzysztof W 2006 Local positioning systems LBS applications and services Online Ausg ed Boca Raton FL CRC Taylor amp Francis ISBN 978 0 8493 3349 1 Kyker R 7 9 Nov 1995 Local positioning system Proceedings of WESCON 95 p 756 doi 10 1109 WESCON 1995 485496 ISBN 978 0 7803 2636 1 S2CID 30451232 US Patent 20040056798 Local positioning system assigned to Gallitzin Allegheny US Patent 6748224 Local positioning system assigned to Lucent InterSense Precision Motion Tracking Solutions Home www intersense com Retrieved 2018 09 30 Devesh Kumar Bhatnagar 29 March 1993 Position trackers for Head Mounted Display systems A survey Report CiteSeerX 10 1 1 104 3535 a b c Jannick P Rolland Yohan Baillot Alexei A Goon 2001 A Survey of Tracking Technology for Virtual Environments In Barfield W Caudell T eds Fundamentals of Wearable Computers and Augmented Reality Taylor amp Francis p 67 ISBN 978 0 8058 2902 0 optical positioning system MLGT The authoritative multi lingual geographic information terminology database 2020 06 02 US 3789351 Feldman David W amp Slone James C Guidance system published 1974 01 29 assigned to United States Secretary of the Navy Suksakulchai S Thongchai S Wilkes D M Kawamura K October 2000 Mobile robot localization using an electronic compass for corridor environment SMC 2000 Conference Proceedings 2000 IEEE International Conference on Systems Man and Cybernetics Cybernetics Evolving to Systems Humans Organizations and their Complex Interactions Cat No 00CH37166 Vol 5 pp 3354 3359 vol 5 doi 10 1109 ICSMC 2000 886523 ISBN 0 7803 6583 6 S2CID 14204871 Aboshosha Ashraf Zell Andreas Tubingen Universitat 2004 Disambiguating Robot Positioning Using Laser and Geomagnetic Signatures In Proceedings of IAS 8 CiteSeerX 10 1 1 2 6715 Haverinen Janne Kemppainen Anssi 31 October 2009 Global indoor self localization based on the ambient magnetic field Robotics and Autonomous Systems 57 10 1028 1035 doi 10 1016 j robot 2009 07 018 Miller Dan Analysis amp Expertise in Conversational Commerce Opus Research Retrieved 2014 08 02 OpenHPS An Open Source Hybrid Positioning System AlterGeo About us Paek Jeongyeup Kim Kyu Han Singh Jatinder P Govindan Ramesh 2011 06 28 Energy efficient positioning for smartphones using Cell ID sequence matching PDF Proceedings of the 9th international conference on Mobile systems applications and services New York NY USA ACM pp 293 306 doi 10 1145 1999995 2000024 ISBN 978 1 4503 0643 0 Archived from the original PDF on 2012 01 24 SuperGPS ditches satellites for radio towers for cm scale tracking New Atlas 17 November 2022 Retrieved 17 December 2022 Koelemeij Jeroen C J Dun Han Diouf Cherif E V Dierikx Erik F Janssen Gerard J M Tiberius Christian C J M November 2022 A hybrid optical wireless network for decimetre level terrestrial positioning Nature 611 7936 473 478 Bibcode 2022Natur 611 473K doi 10 1038 s41586 022 05315 7 hdl 1871 1 83f83acb b4fd 4c6f ad01 84986e18f9bf ISSN 1476 4687 PMID 36385540 S2CID 253555248 University press release A navigation system with 10 centimeter accuracy Delft University of Technology via techxplore com Retrieved 17 December 2022 Further reading EditKarimi Hassan A 2011 01 01 Universal Navigation Universal Navigation on Smartphones Springer US pp 75 88 doi 10 1007 978 1 4419 7741 0 4 ISBN 978 1 4419 7740 3 Retrieved from https en wikipedia org w index php title Positioning system amp oldid 1178740702 Background, wikipedia, wiki, book, books, library,

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