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Provisioning (technology)

In telecommunication, provisioning involves the process of preparing and equipping a network to allow it to provide new services to its users. In National Security/Emergency Preparedness telecommunications services, "provisioning" equates to "initiation" and includes altering the state of an existing priority service or capability.[1]

The concept of network provisioning or service mediation, mostly used in the telecommunication industry, refers to the provisioning of the customer's services to the network elements, which are various equipment connected in that network communication system. Generally in telephony provisioning this is accomplished with network management database table mappings. It requires the existence of networking equipment and depends on network planning and design.

In a modern signal infrastructure employing information technology (IT) at all levels, there is no possible distinction between telecommunications services and "higher level" infrastructure.[citation needed] Accordingly, provisioning configures any required systems, provides users with access to data and technology resources, and refers to all enterprise-level information-resource management involved.

Organizationally, a CIO typically manages provisioning, necessarily involving human resources and IT departments cooperating to:

  • Give users access to data repositories or grant authorization to systems, network applications and databases based on a unique user identity.
  • Appropriate for their use hardware resources, such as computers, mobile phones and pagers.

As its core, the provisioning process monitors access rights and privileges to ensure the security of an enterprise's resources and user privacy. As a secondary responsibility, it ensures compliance and minimizes the vulnerability of systems to penetration and abuse. As a tertiary responsibility, it tries to reduce the amount of custom configuration using boot image control and other methods that radically reduce the number of different configurations involved.

Discussion of provisioning often appears in the context of virtualization, orchestration, utility computing, cloud computing, and open-configuration concepts and projects. For instance, the OASIS Provisioning Services Technical Committee (PSTC) defines an XML-based framework for exchanging user, resource, and service-provisioning information - SPML (Service Provisioning Markup Language) for "managing the provisioning and allocation of identity information and system resources within and between organizations".[citation needed]

Once provisioning has taken place, the process of SysOpping ensures the maintenance of services to the expected standards. Provisioning thus refers only to the setup or startup part of the service operation, and SysOpping to the ongoing support.

Network provisioning edit

One type of provisioning. The services which are assigned to the customer in the customer relationship management (CRM) have to be provisioned on the network element which is enabling the service and allows the customer to actually use the service. The relation between a service configured in the CRM and a service on the network elements is not necessarily a one-to-one relationship; for example, services like Microsoft Media Server (mms://) can be enabled by more than one network element.

During the provisioning, the service mediation device translates the service and the corresponding parameters of the service to one or more services/parameters on the network elements involved. The algorithm used to translate a system service into network services is called provisioning logic.

Electronic invoice feeds from your carriers can be automatically downloaded directly into the core of the telecom expense management (TEM) software and it will immediately conduct an audit of each single line item charge all the way down to the User Support and Operations Center (USOC) level. The provisioning software will capture each circuit number provided by all of your carriers and if billing occurs outside of the contracted rate an exception rule will trigger a red flag and notify the pre-established staff member to review the billing error.

Server provisioning edit

Server provisioning is a set of actions to prepare a server with appropriate systems, data and software, and make it ready for network operation. Typical tasks when provisioning a server are: select a server from a pool of available servers, load the appropriate software (operating system, device drivers, middleware, and applications), appropriately customize and configure the system and the software to create or change a boot image for this server, and then change its parameters, such as IP address, IP Gateway to find associated network and storage resources (sometimes separated as resource provisioning) to audit the system. By auditing the system, you[clarification needed who?] ensure OVAL compliance with limit vulnerability, ensure compliance, or install patches. After these actions, you restart the system and load the new software. This makes the system ready for operation. Typically an internet service provider (ISP) or network operations center will perform these tasks to a well-defined set of parameters, for example, a boot image that the organization has approved and which uses software it has license to. Many instances of such a boot image create a virtual dedicated host.

There are many software products available to automate the provisioning of servers, services and end-user devices. Examples: BMC Bladelogic Server Automation, HP Server Automation, IBM Tivoli Provisioning Manager, Redhat Kickstart, xCAT, HP Insight CMU, etc. Middleware and applications can be installed either when the operating system is installed or afterwards by using an Application Service Automation tool. Further questions are addressed in academia such as when provisioning should be issued and how many servers are needed in multi-tier,[2] or multi-service applications.[3]

In cloud computing, servers may be provisioned via a web user interface or an application programming interface (API). One of the unique things about cloud computing is how rapidly and easily this can be done. Monitoring software can be used to trigger automatic provisioning when existing resources become too heavily stressed.[4]

In short, server provisioning configures servers based on resource requirements. The use of a hardware or software component (e.g. single/dual processor, RAM, HDD, RAID Controller, a number of LAN cards, applications, OS, etc.) depends on the functionality of the server, such as ISP, virtualization, NOS, or voice processing. Server redundancy depends on the availability of servers in the organization. Critical applications have less downtime when using cluster servers, RAID, or a mirroring system.

Service used by most larger-scale centers in part to avoid this. Additional resource provisioning may be done per service.[5]

There are several software on the market for server provisioning such as Cobbler or HP Intelligent Provisioning.

User provisioning edit

User provisioning refers to the creation, maintenance and deactivation of user objects and user attributes, as they exist in one or more systems, directories or applications, in response to automated or interactive business processes. User provisioning software may include one or more of the following processes: change propagation, self-service workflow, consolidated user administration, delegated user administration, and federated change control. User objects may represent employees, contractors, vendors, partners, customers or other recipients of a service. Services may include electronic mail, inclusion in a published user directory, access to a database, access to a network or mainframe, etc. User provisioning is a type of identity management software, particularly useful within organizations, where users may be represented by multiple objects on multiple systems and multiple instances.

Self-service provisioning for cloud computing services edit

On-demand self-service is described by the National Institute of Standards and Technology (NIST) as an essential characteristic of cloud computing.[6] The self-service nature of cloud computing lets end users obtain and remove cloud services―including applications, the infrastructure supporting the applications,[7] and configuration―[8] themselves without requiring the assistance of an IT staff member.[9] The automatic self-servicing may target different application goals and constraints (e.g. deadlines and cost),[10][11] as well as handling different application architectures (e.g., bags-of-tasks and workflows).[12] Cloud users can obtain cloud services through a cloud service catalog or a self-service portal.[13] Because business users can obtain and configure cloud services themselves, this means IT staff can be more productive and gives them more time to manage cloud infrastructures.[14]

One downside of cloud service provisioning is that it is not instantaneous. A cloud virtual machine (VM) can be acquired at any time by the user, but it may take up to several minutes for the acquired VM to be ready to use. The VM startup time is dependent on factors, such as image size, VM type, data center location, and number of VMs.[15] Cloud providers have different VM startup performance.

Mobile subscriber provisioning edit

Mobile subscriber provisioning refers to the setting up of new services, such as GPRS, MMS and Instant Messaging for an existing subscriber of a mobile phone network, and any gateways to standard Internet chat or mail services. The network operator typically sends these settings to the subscriber's handset using SMS text services or HTML, and less commonly WAP, depending on what the mobile operating systems can accept.

A general example of provisioning is with data services. A mobile user who is using his or her device for voice calling may wish to switch to data services in order to read emails or browse the Internet. The mobile device's services are "provisioned" and thus the user is able to stay connected through push emails and other features of smartphone services.

Device management systems can benefit end-users by incorporating plug-and-play data services, supporting whatever device the end-user is using.[citation needed]. Such a platform can automatically detect devices in the network, sending them settings for immediate and continued usability.[citation needed] The process is fully automated, keeping the history of used devices and sending settings only to subscriber devices which were not previously set. One method of managing mobile updates is to filter IMEI/IMSI pairs.[citation needed] Some operators report activity of 50 over-the-air settings update files per second.[citation needed]

Mobile content provisioning edit

This refers to delivering mobile content, such as mobile internet to a mobile phone, agnostic of the features of said device. These may include operating system type and versions, Java version, browser version, screen form factors, audio capabilities, language settings and many other characteristics. As of April 2006, an estimated 5,000 permutations were relevant. Mobile content provisioning facilitates a common user experience, though delivered on widely different handsets.

Mobile device provisioning edit

Provisioning devices involves delivering configuration data and policy settings to the mobile devices from a central point – Mobile device management system tools.

Internet access provisioning edit

When getting a customer online, the client system must be configured. Depending on the connection technology (e.g., DSL, Cable, Fibre), the client system configuration may include:

  • Modem configuration
  • Network authentication
  • Installing drivers
  • Setting up Wireless LAN
  • Securing operating system (primarily for Windows)
  • Configuring browser provider-specifics
  • E-mail provisioning (create mailboxes and aliases)
  • E-mail configuration in client systems
  • Installing additional support software or add-on packages

There are four approaches to provisioning internet access:

  • Hand out manuals: Manuals are a great help for experienced users, but inexperienced users will need to call the support hotline several times until all internet services are accessible. Every unintended change in the configuration, by user mistake or due to a software error, results in additional calls.
  • On-site setup by a technician: Sending a technician on-site is the most reliable approach from the provider's point of view, as the person ensures that the internet access is working, before leaving the customer's premises. This advantage comes at high costs – either for the provider or the customer, depending on the business model. Furthermore, it is inconvenient for customers, as they have to wait until they get an installation appointment and because they need to take a day off from work. For repairing an internet connection on-site or phone support will be needed again.
  • Server-side remote setup: Server-side modem configuration uses a protocol called TR-069. It is widely established and reliable. At the current stage it can only be used for modem configuration. Protocol extensions are discussed, but not yet practically implemented, particularly because most client devices and applications do not support them yet. All other steps of the provisioning process are left to the user, typically causing many rather long calls to the support hotline.
  • Installation CD: Also called a "client-side self-service installation" CD, it can cover the entire process from modem configuration to setting up client applications, including home networking devices. The software typically acts autonomously, i.e., it doesn't need an online connection and an expensive backend infrastructure. During such an installation process the software usually also install diagnosis and self-repair applications that support customers in case of problems, avoiding costly hotline calls. Such client-side applications also open completely new possibilities for marketing, cross- and upselling. Such solutions come from highly specialised companies or directly from the provider's development department.

See also edit

References edit

  1. ^   This article incorporates public domain material from . General Services Administration. Archived from the original on 2022-01-22.
  2. ^ Urgaonkar, Bhuvan; Shenoy, Prashant; Chandra, Abhishek; Goyal, Pawan; Wood, Timothy (2008). "Agile dynamic provisioning of multi-tier Internet applications". ACM Transactions on Autonomous and Adaptive Systems. 3: 1–39. CiteSeerX 10.1.1.294.6606. doi:10.1145/1342171.1342172. S2CID 10041862.
  3. ^ Jiang Dejun, Guillaume Pierre and Chi-Hung Chi. Autonomous Resource Provisioning for Multi-Service Web Applications. In Proceedings of the 19th International World-Wide Web conference, April 2010.
  4. ^ Amies A, Sanchez J, Vernier D, and Zheng X D, 2011. "Monitor services in the cloud", IBM developerWorks, February 15.
  5. ^ He, Sijin; L. Guo; Y. Guo; M. Ghanem (2012). "Improving Resource Utilisation in the Cloud Environment Using Multivariate Probabilistic Models". 2012 IEEE Fifth International Conference on Cloud Computing. 2012 2012 IEEE 5th International Conference on Cloud Computing (CLOUD). pp. 574–581. doi:10.1109/CLOUD.2012.66. ISBN 978-1-4673-2892-0. S2CID 15374752.
  6. ^ Mell, Peter; Grance, Timothy. "The NIST definition of cloud computing", Special Publication 800-145, National Institute of Standards and Technology
  7. ^ He, Sijin; L. Guo; Y. Guo; C. Wu; M. Ghanem; R. Han (2012). "Elastic Application Container: A Lightweight Approach for Cloud Resource Provisioning". 2012 IEEE 26th International Conference on Advanced Information Networking and Applications. 2012 IEEE 26th International Conference on Advanced Information Networking and Applications (AINA). pp. 15–22. doi:10.1109/AINA.2012.74. ISBN 978-1-4673-0714-7. S2CID 4863927.
  8. ^ Perera, David. "The real obstacle to federal cloud computing" 2012-10-23 at the Wayback Machine, Fierce Government IT, July 12, 2012
  9. ^ MSV, Janakiram. "Top 10 reasons why startups should consider cloud" 2012-09-24 at the Wayback Machine. Cloud Story, July 20, 2012
  10. ^ Mao, Ming; M. Humphrey (2011). "Auto-scaling to minimize cost and meet application deadlines in cloud workflows". Proceedings of 2011 International Conference for High Performance Computing, Networking, Storage and Analysis. pp. 1–12. doi:10.1145/2063384.2063449. ISBN 978-1-4503-0771-0. S2CID 11960822.{{cite book}}: CS1 maint: date and year (link)
  11. ^ Mao, Ming; M. Humphrey (2013). "Scaling and Scheduling to Maximize Application Performance within Budget Constraints in Cloud Workflows". 2013 IEEE 27th International Symposium on Parallel and Distributed Processing. pp. 67–78. doi:10.1109/IPDPS.2013.61. ISBN 978-0-7695-4971-2. S2CID 5226147.
  12. ^ Mao, Ming; J. Li; M. Humphrey (2010). 2010 11th IEEE/ACM International Conference on Grid Computing (Grid2010). pp. 41–48. CiteSeerX 10.1.1.467.5771. doi:10.1109/GRID.2010.5697966. ISBN 978-1-4244-9347-0. S2CID 9744596.
  13. ^ Onisick, Joe. "Five steps to building a private cloud", Network Computing, July 23, 2012
  14. ^ Cowie, Jason. "How to make private cloud initiatives matter to your CEO", The Data Center Journal, July 17, 2012
  15. ^ Mao, Ming; M. Humphrey (2012). "A Performance Study on the VM Startup Time in the Cloud". 2012 IEEE Fifth International Conference on Cloud Computing. p. 423. doi:10.1109/CLOUD.2012.103. ISBN 978-1-4673-2892-0. S2CID 1285357.

External links edit

  • Customer provisioning at Curlie

provisioning, technology, telecommunication, provisioning, involves, process, preparing, equipping, network, allow, provide, services, users, national, security, emergency, preparedness, telecommunications, services, provisioning, equates, initiation, includes. In telecommunication provisioning involves the process of preparing and equipping a network to allow it to provide new services to its users In National Security Emergency Preparedness telecommunications services provisioning equates to initiation and includes altering the state of an existing priority service or capability 1 The concept of network provisioning or service mediation mostly used in the telecommunication industry refers to the provisioning of the customer s services to the network elements which are various equipment connected in that network communication system Generally in telephony provisioning this is accomplished with network management database table mappings It requires the existence of networking equipment and depends on network planning and design In a modern signal infrastructure employing information technology IT at all levels there is no possible distinction between telecommunications services and higher level infrastructure citation needed Accordingly provisioning configures any required systems provides users with access to data and technology resources and refers to all enterprise level information resource management involved Organizationally a CIO typically manages provisioning necessarily involving human resources and IT departments cooperating to Give users access to data repositories or grant authorization to systems network applications and databases based on a unique user identity Appropriate for their use hardware resources such as computers mobile phones and pagers As its core the provisioning process monitors access rights and privileges to ensure the security of an enterprise s resources and user privacy As a secondary responsibility it ensures compliance and minimizes the vulnerability of systems to penetration and abuse As a tertiary responsibility it tries to reduce the amount of custom configuration using boot image control and other methods that radically reduce the number of different configurations involved Discussion of provisioning often appears in the context of virtualization orchestration utility computing cloud computing and open configuration concepts and projects For instance the OASIS Provisioning Services Technical Committee PSTC defines an XML based framework for exchanging user resource and service provisioning information SPML Service Provisioning Markup Language for managing the provisioning and allocation of identity information and system resources within and between organizations citation needed Once provisioning has taken place the process of SysOpping ensures the maintenance of services to the expected standards Provisioning thus refers only to the setup or startup part of the service operation and SysOpping to the ongoing support Contents 1 Network provisioning 2 Server provisioning 3 User provisioning 4 Self service provisioning for cloud computing services 5 Mobile subscriber provisioning 6 Mobile content provisioning 7 Mobile device provisioning 8 Internet access provisioning 9 See also 10 References 11 External linksNetwork provisioning editOne type of provisioning The services which are assigned to the customer in the customer relationship management CRM have to be provisioned on the network element which is enabling the service and allows the customer to actually use the service The relation between a service configured in the CRM and a service on the network elements is not necessarily a one to one relationship for example services like Microsoft Media Server mms can be enabled by more than one network element During the provisioning the service mediation device translates the service and the corresponding parameters of the service to one or more services parameters on the network elements involved The algorithm used to translate a system service into network services is called provisioning logic Electronic invoice feeds from your carriers can be automatically downloaded directly into the core of the telecom expense management TEM software and it will immediately conduct an audit of each single line item charge all the way down to the User Support and Operations Center USOC level The provisioning software will capture each circuit number provided by all of your carriers and if billing occurs outside of the contracted rate an exception rule will trigger a red flag and notify the pre established staff member to review the billing error Server provisioning editServer provisioning is a set of actions to prepare a server with appropriate systems data and software and make it ready for network operation Typical tasks when provisioning a server are select a server from a pool of available servers load the appropriate software operating system device drivers middleware and applications appropriately customize and configure the system and the software to create or change a boot image for this server and then change its parameters such as IP address IP Gateway to find associated network and storage resources sometimes separated as resource provisioning to audit the system By auditing the system you clarification needed who ensure OVAL compliance with limit vulnerability ensure compliance or install patches After these actions you restart the system and load the new software This makes the system ready for operation Typically an internet service provider ISP or network operations center will perform these tasks to a well defined set of parameters for example a boot image that the organization has approved and which uses software it has license to Many instances of such a boot image create a virtual dedicated host There are many software products available to automate the provisioning of servers services and end user devices Examples BMC Bladelogic Server Automation HP Server Automation IBM Tivoli Provisioning Manager Redhat Kickstart xCAT HP Insight CMU etc Middleware and applications can be installed either when the operating system is installed or afterwards by using an Application Service Automation tool Further questions are addressed in academia such as when provisioning should be issued and how many servers are needed in multi tier 2 or multi service applications 3 In cloud computing servers may be provisioned via a web user interface or an application programming interface API One of the unique things about cloud computing is how rapidly and easily this can be done Monitoring software can be used to trigger automatic provisioning when existing resources become too heavily stressed 4 In short server provisioning configures servers based on resource requirements The use of a hardware or software component e g single dual processor RAM HDD RAID Controller a number of LAN cards applications OS etc depends on the functionality of the server such as ISP virtualization NOS or voice processing Server redundancy depends on the availability of servers in the organization Critical applications have less downtime when using cluster servers RAID or a mirroring system Service used by most larger scale centers in part to avoid this Additional resource provisioning may be done per service 5 There are several software on the market for server provisioning such as Cobbler or HP Intelligent Provisioning User provisioning editFurther information User provisioning software User provisioning refers to the creation maintenance and deactivation of user objects and user attributes as they exist in one or more systems directories or applications in response to automated or interactive business processes User provisioning software may include one or more of the following processes change propagation self service workflow consolidated user administration delegated user administration and federated change control User objects may represent employees contractors vendors partners customers or other recipients of a service Services may include electronic mail inclusion in a published user directory access to a database access to a network or mainframe etc User provisioning is a type of identity management software particularly useful within organizations where users may be represented by multiple objects on multiple systems and multiple instances Self service provisioning for cloud computing services editOn demand self service is described by the National Institute of Standards and Technology NIST as an essential characteristic of cloud computing 6 The self service nature of cloud computing lets end users obtain and remove cloud services including applications the infrastructure supporting the applications 7 and configuration 8 themselves without requiring the assistance of an IT staff member 9 The automatic self servicing may target different application goals and constraints e g deadlines and cost 10 11 as well as handling different application architectures e g bags of tasks and workflows 12 Cloud users can obtain cloud services through a cloud service catalog or a self service portal 13 Because business users can obtain and configure cloud services themselves this means IT staff can be more productive and gives them more time to manage cloud infrastructures 14 One downside of cloud service provisioning is that it is not instantaneous A cloud virtual machine VM can be acquired at any time by the user but it may take up to several minutes for the acquired VM to be ready to use The VM startup time is dependent on factors such as image size VM type data center location and number of VMs 15 Cloud providers have different VM startup performance Mobile subscriber provisioning editMobile subscriber provisioning refers to the setting up of new services such as GPRS MMS and Instant Messaging for an existing subscriber of a mobile phone network and any gateways to standard Internet chat or mail services The network operator typically sends these settings to the subscriber s handset using SMS text services or HTML and less commonly WAP depending on what the mobile operating systems can accept A general example of provisioning is with data services A mobile user who is using his or her device for voice calling may wish to switch to data services in order to read emails or browse the Internet The mobile device s services are provisioned and thus the user is able to stay connected through push emails and other features of smartphone services Device management systems can benefit end users by incorporating plug and play data services supporting whatever device the end user is using citation needed Such a platform can automatically detect devices in the network sending them settings for immediate and continued usability citation needed The process is fully automated keeping the history of used devices and sending settings only to subscriber devices which were not previously set One method of managing mobile updates is to filter IMEI IMSI pairs citation needed Some operators report activity of 50 over the air settings update files per second citation needed Mobile content provisioning editThis refers to delivering mobile content such as mobile internet to a mobile phone agnostic of the features of said device These may include operating system type and versions Java version browser version screen form factors audio capabilities language settings and many other characteristics As of April 2006 an estimated 5 000 permutations were relevant Mobile content provisioning facilitates a common user experience though delivered on widely different handsets Mobile device provisioning editProvisioning devices involves delivering configuration data and policy settings to the mobile devices from a central point Mobile device management system tools Internet access provisioning editWhen getting a customer online the client system must be configured Depending on the connection technology e g DSL Cable Fibre the client system configuration may include Modem configuration Network authentication Installing drivers Setting up Wireless LAN Securing operating system primarily for Windows Configuring browser provider specifics E mail provisioning create mailboxes and aliases E mail configuration in client systems Installing additional support software or add on packages There are four approaches to provisioning internet access Hand out manuals Manuals are a great help for experienced users but inexperienced users will need to call the support hotline several times until all internet services are accessible Every unintended change in the configuration by user mistake or due to a software error results in additional calls On site setup by a technician Sending a technician on site is the most reliable approach from the provider s point of view as the person ensures that the internet access is working before leaving the customer s premises This advantage comes at high costs either for the provider or the customer depending on the business model Furthermore it is inconvenient for customers as they have to wait until they get an installation appointment and because they need to take a day off from work For repairing an internet connection on site or phone support will be needed again Server side remote setup Server side modem configuration uses a protocol called TR 069 It is widely established and reliable At the current stage it can only be used for modem configuration Protocol extensions are discussed but not yet practically implemented particularly because most client devices and applications do not support them yet All other steps of the provisioning process are left to the user typically causing many rather long calls to the support hotline Installation CD Also called a client side self service installation CD it can cover the entire process from modem configuration to setting up client applications including home networking devices The software typically acts autonomously i e it doesn t need an online connection and an expensive backend infrastructure During such an installation process the software usually also install diagnosis and self repair applications that support customers in case of problems avoiding costly hotline calls Such client side applications also open completely new possibilities for marketing cross and upselling Such solutions come from highly specialised companies or directly from the provider s development department See also editDynamic provisioning environmentReferences edit nbsp This article incorporates public domain material from Federal Standard 1037C General Services Administration Archived from the original on 2022 01 22 Urgaonkar Bhuvan Shenoy Prashant Chandra Abhishek Goyal Pawan Wood Timothy 2008 Agile dynamic provisioning of multi tier Internet applications ACM Transactions on Autonomous and Adaptive Systems 3 1 39 CiteSeerX 10 1 1 294 6606 doi 10 1145 1342171 1342172 S2CID 10041862 Jiang Dejun Guillaume Pierre and Chi Hung Chi Autonomous Resource Provisioning for Multi Service Web Applications In Proceedings of the 19th International World Wide Web conference April 2010 Amies A Sanchez J Vernier D and Zheng X D 2011 Monitor services in the cloud IBM developerWorks February 15 He Sijin L Guo Y Guo M Ghanem 2012 Improving Resource Utilisation in the Cloud Environment Using Multivariate Probabilistic Models 2012 IEEE Fifth International Conference on Cloud Computing 2012 2012 IEEE 5th International Conference on Cloud Computing CLOUD pp 574 581 doi 10 1109 CLOUD 2012 66 ISBN 978 1 4673 2892 0 S2CID 15374752 Mell Peter Grance Timothy The NIST definition of cloud computing Special Publication 800 145 National Institute of Standards and Technology He Sijin L Guo Y Guo C Wu M Ghanem R Han 2012 Elastic Application Container A Lightweight Approach for Cloud Resource Provisioning 2012 IEEE 26th International Conference on Advanced Information Networking and Applications 2012 IEEE 26th International Conference on Advanced Information Networking and Applications AINA pp 15 22 doi 10 1109 AINA 2012 74 ISBN 978 1 4673 0714 7 S2CID 4863927 Perera David The real obstacle to federal cloud computing Archived 2012 10 23 at the Wayback Machine Fierce Government IT July 12 2012 MSV Janakiram Top 10 reasons why startups should consider cloud Archived 2012 09 24 at the Wayback Machine Cloud Story July 20 2012 Mao Ming M Humphrey 2011 Auto scaling to minimize cost and meet application deadlines in cloud workflows Proceedings of 2011 International Conference for High Performance Computing Networking Storage and Analysis pp 1 12 doi 10 1145 2063384 2063449 ISBN 978 1 4503 0771 0 S2CID 11960822 a href Template Cite book html title Template Cite book cite book a CS1 maint date and year link Mao Ming M Humphrey 2013 Scaling and Scheduling to Maximize Application Performance within Budget Constraints in Cloud Workflows 2013 IEEE 27th International Symposium on Parallel and Distributed Processing pp 67 78 doi 10 1109 IPDPS 2013 61 ISBN 978 0 7695 4971 2 S2CID 5226147 Mao Ming J Li M Humphrey 2010 2010 11th IEEE ACM International Conference on Grid Computing Grid2010 pp 41 48 CiteSeerX 10 1 1 467 5771 doi 10 1109 GRID 2010 5697966 ISBN 978 1 4244 9347 0 S2CID 9744596 Onisick Joe Five steps to building a private cloud Network Computing July 23 2012 Cowie Jason How to make private cloud initiatives matter to your CEO The Data Center Journal July 17 2012 Mao Ming M Humphrey 2012 A Performance Study on the VM Startup Time in the Cloud 2012 IEEE Fifth International Conference on Cloud Computing p 423 doi 10 1109 CLOUD 2012 103 ISBN 978 1 4673 2892 0 S2CID 1285357 External links editCustomer provisioning at Curlie Retrieved from https en wikipedia org w index php title Provisioning technology amp oldid 1180279212 Server provisioning, wikipedia, wiki, book, books, library,

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