Energy management techniques in modern mobile handsets

IEEE Communications Surveys and Tutorials

Volumn 15, Issue 1, 2013, Pages 179-198

  Vallina Rodriguez, Narseo ^a   Crowcroft, Jon ^a  

^a UNIVERSITY OF CAMBRIDGE   (United Kingdom)

Author keywords

3G mobile communication; Context awareness; Energy management; Human computer interaction; IEEE 80211 Standards; Operating systems Energy efficiency; Sensors

Indexed keywords

3G MOBILE COMMUNICATION; BATTERY LIFE; CLOUD COMPUTING SERVICES; CONTEXT- AWARENESS; DIVERSE RANGE; ENERGY AWARE; HANDHELDS; HARDWARE AND SOFTWARE; INTERACTION PATTERN; LITHIUM-ION BATTERY; MANAGEMENT TECHNIQUES; MOBILE HANDSETS; OPTIMISATIONS; RESEARCH COMMUNITIES; RESOURCE MANAGEMENT; SOFTWARE SOLUTION; STATE OF THE ART; WIRELESS INTERFACES;

APPLICATION PROGRAMS; ENERGY EFFICIENCY; HARDWARE; HUMAN COMPUTER INTERACTION; MOBILE DEVICES; MOBILE TELECOMMUNICATION SYSTEMS; SENSORS;

ENERGY MANAGEMENT;

EID: 84873741780     PISSN: None     EISSN: 1553877X     Source Type: Journal    
DOI: 10.1109/SURV.2012.021312.00045     Document Type: Article

References (100)

1. G. F. Welch, "A survey of power management techniques in mobile computing operating systems," SIGOPS Operating Systems Review, vol. 29, pp. 47-56, October 1995.
2. H. Zeng, C. S. Ellis, A. R. Lebeck, and A. Vahdat, "ECOSystem: managing energy as a first class operating system resource," in Proceedings of the 10th international conference on Architectural support for programming languages and operating systems, ser. ASPLOS-X. New York, NY, USA: ACM, 2002, pp. 123-132.
3. A. Vahdat, A. Lebeck, and C. S. Ellis, "Every joule is precious: the case for revisiting operating system design for energy efficiency," in Proceedings of the 9th workshop on ACM SIGOPS European workshop: beyond the PC: new challenges for the operating system, ser. EW 9. New York, NY, USA: ACM, 2000, pp. 31-36.
4. H. Zeng, C. S. Ellis, A. R. Lebeck, and A. Vahdat, "Currentcy: a unifying abstraction for expressing energy management policies," in Proceedings of the annual conference on USENIX Annual Technical Conference. Berkeley, CA, USA: USENIX Association, 2003, pp. 4-4.
5. Noble, Brian and Satyanarayanan, M. and Price, Morgan, "A Programming Interface for Application-Aware Adaptation in Mobile Computing," in Proceedings of the 2nd Symposium on Mobile and Location- Independent Computing. Berkeley, CA, USA: USENIX Association, 1995, pp. 57-66.
6. J. Flinn and M. Satyanarayanan, "Energy-aware adaptation for mobile applications," in Proceedings of the seventeenth ACM symposium on Operating systems principles. New York, NY, USA: ACM, 1999, pp. 48-63. (Pubitemid 129548347)
7. Flinn, Jason and Satyanarayanan, M., "Managing battery lifetime with energy-aware adaptation," ACM Trans. Comput. Syst., vol. 22, pp. 137- 179, May 2004.
8. S. M. Rumble, R. Stutsman, P. Levis, D. Mazieres, and N. Zeldovich, "Apprehending joule thieves with cinder," SIGCOMM Computer Communication Review, vol. 40, pp. 106-111, January 2010.
9. A. Roy, S. M. Rumble, R. Stutsman, P. Levis, D. Mazieres, and N. Zeldovich, "Energy management in mobile devices with the cinder operating system," in Proceedings of the sixth conference on Computer systems, ser. EuroSys '11. New York, NY, USA: ACM, 2011, pp. 139-152.
10. N. Vallina-Rodriguez and J. Crowcroft, "ErdOS: achieving energy savings in mobile OS," in Proceedings of the sixth international workshop on MobiArch, ser. MobiArch '11. New York, NY, USA: ACM, 2011, pp. 37-42.
11. D. Chu, A. Kansal, J. Liu, and F. Zhao, "Mobile apps: it's time to move up to CondOS," in Proceedings of the 13th USENIX conference on Hot topics in operating systems, ser. HotOS'13. Berkeley, CA, USA: USENIX Association, 2011, pp. 16-16.
12. J. Flinn and M. Satyanarayanan, "PowerScope: A Tool for Profiling the Energy Usage of Mobile Applications," in Proceedings of the Second IEEE Workshop on Mobile Computer Systems and Applications, ser. WMCSA '99. Washington, DC, USA: IEEE Computer Society, 1999, pp. 2-.
13. F. Bellosa, "The benefits of event: driven energy accounting in powersensitive systems," in Proceedings of the 9th workshop on ACM SIGOPS European workshop: beyond the PC: new challenges for the operating system, ser. EW 9. New York, NY, USA: ACM, 2000, pp. 37-42.
14. M. Anand, E. B. Nightingale, and J. Flinn, "Ghosts in the machine: interfaces for better power management," in Proceedings of the 2nd international conference on Mobile systems, applications, and services, ser. MobiSys '04. New York, NY, USA: ACM, 2004, pp. 23-35.
15. A. B. Lago and I. Larizgoitia, "An application-aware approach to efficient power management in mobile devices," in Proceedings of the Fourth International ICST Conference on Communication System software and middleware (COMSWARE), ser. COMSWARE '09. New York, NY, USA: ACM, 2009, pp. 11:1-11:10.
16. D. C. Snowdon, E. Le Sueur, S. M. Petters, and G. Heiser, "Koala: a platform for os-level power management," in Proceedings of the 4th ACM European conference on Computer systems, ser. EuroSys '09. New York, NY, USA: ACM, 2009, pp. 289-302.
17. C. S. Ellis, "The Case for Higher-Level Power Management," in Proceedings of the The Seventh Workshop on Hot Topics in Operating Systems, ser. HOTOS '99. Washington, DC, USA: IEEE Computer Society, 1999, pp. 162-.
18. "Millywatt proj." http://www.cs.duke.edu/ari/millywatt.
19. X. Liu, P. Shenoy, and M. Corner, "Chameleon: application level power management with performance isolation," in Proceedings of the 13th annual ACM international conference on Multimedia, ser. MULTIMEDIA '05. New York, NY, USA: ACM, 2005, pp. 839- 848.
20. G. Banga, P. Druschel, and J. C. Mogul, "Resource containers: a new facility for resource management in server systems," in Proceedings of the third symposium on Operating systems design and implementation, ser. OSDI '99. Berkeley, CA, USA: USENIX Association, 1999, pp. 45-58.
21. N. Vallina-Rodriguez, P. Hui, J. Crowcroft, and A. Rice, "Exhausting battery statistics: understanding the energy demands on mobile handsets," in Proceedings of the second ACM SIGCOMM workshop on Networking, systems, and applications on mobile handhelds, ser. MobiHeld '10. New York, NY, USA: ACM, 2010, pp. 9-14.
22. R. Neugebauer and D. McAuley, "Energy Is Just Another Resource: Energy Accounting and Energy Pricing in the Nemesis OS," in Proceedings of the Eighth Workshop on Hot Topics in Operating Systems. Washington, DC, USA: IEEE Computer Society, 2001, pp. 67-.
23. D. Narayanan and M. Satyanarayanan, "Predictive Resource Management for Wearable Computing," in Proceedings of the 1st international conference on Mobile systems, applications and services, ser. MobiSys '03. New York, NY, USA: ACM, 2003, pp. 113-128.
24. T. Heath, E. Pinheiro, J. Hom, U. Kremer, and R. Bianchini, "Code transformations for energy-efficient device management," Computers, IEEE Transactions on, vol. 53, no. 8, pp. 974 - 987, aug. 2004.
25. N. Pettis, L. Cai, and Y.-H. Lu, "Statistically Optimal Dynamic Power Management for Streaming Data," IEEE Trans. Comput., vol. 55, pp. 800-814, July 2006. (Pubitemid 43834514)
26. F. Fitzek, S. Rein, M. Perucci, T. Schneider, and C. Guhmann, "Low complex and power efficient text compressor for cellular and sensor networks," in 15th IST Mobile and Wireless Communication Summit, 2006.
27. N. Banerjee, A. Rahmati, M. D. Corner, S. Rollins, and L. Zhong, "Users and batteries: interactions and adaptive energy management in mobile systems," in Proceedings of the 9th international conference on Ubiquitous computing, ser. UbiComp '07. Berlin, Heidelberg: Springer-Verlag, 2007, pp. 217-234.
28. A. Carroll and G. Heiser, "An analysis of power consumption in a smartphone," in Proceedings of the 2010 USENIX conference on USENIX annual technical conference, ser. USENIXATC'10. Berkeley, CA, USA: USENIX Association, 2010, pp. 21-21.
29. G. P. Perrucci, F. H. P. Fitzek, G. Sasso, W. Kellerer, and J. Widmer, "On the impact of 2G and 3G network usage for mobile phones' battery life," in Wireless Conference, 2009. EW 2009. European, 2009, pp. 255-259.
30. N. Balasubramanian, A. Balasubramanian, and A. Venkataramani, "Energy consumption in mobile phones: a measurement study and implications for network applications," in Proceedings of the 9th ACM SIGCOMM conference on Internet measurement conference, ser. IMC '09. New York, NY, USA: ACM, 2009, pp. 280-293.
31. A. Rice and S. Hay, "Decomposing power measurements for mobile devices," in Pervasive Computing and Communications (PerCom), 2010 IEEE International Conference on, 29 2010-april 2 2010, pp. 70 -78.
32. Y. Xiao, P. Savolainen, A. Karppanen, M. Siekkinen, and A. Ylä- Jääski, "Practical power modeling of data transmission over 802.11g for wireless applications," in Proceedings of the 1st International Conference on Energy-Efficient Computing and Networking, ser. e- Energy '10. New York, NY, USA: ACM, 2010, pp. 75-84.
33. L. Zhang, B. Tiwana, Z. Qian, Z. Wang, R. P. Dick, Z. M. Mao, and L. Yang, "Accurate online power estimation and automatic battery behavior based power model generation for smartphones," in Proceedings of the eighth IEEE/ACM/IFIP international conference on Hardware/software codesign and system synthesis, ser. CODES/ISSS '10. New York, NY, USA: ACM, 2010, pp. 105-114.
34. A. Shye, B. Scholbrock, and G. Memik, "Into the wild: studying real user activity patterns to guide power optimizations for mobile architectures," in Proceedings of the 42nd Annual IEEE/ACM International Symposium on Microarchitecture, ser. MICRO 42. New York, NY, USA: ACM, 2009, pp. 168-178.
35. Y. Xiao, R. Bhaumik, Z. Yang, M. Siekkinen, P. Savolainen, and A. Yla-Jaaski, "A System-Level Model for Runtime Power Estimation on Mobile Devices," in Proceedings of the 2010 IEEE/ACM Int'l Conference on Green Computing and Communications & Int'l Conference on Cyber, Physical and Social Computing, ser. GREENCOMCPSCOM '10. Washington, DC, USA: IEEE Computer Society, 2010, pp. 27-34.
36. N. Ravi, J. Scott, L. Han, and L. Iftode, "Context-aware Battery Management for Mobile Phones," in Pervasive Computing and Communications, 2008. PerCom 2008. Sixth Annual IEEE International Conference on, march 2008, pp. 224 -233.
37. E. Oliver, "Diversity in smartphone energy consumption," in Proceedings of the 2010 ACM workshop on Wireless of the students, by the students, for the students, ser. S3 '10. New York, NY, USA: ACM, 2010, pp. 25-28.
38. E. Oliver and P. S. Keshav, "Data Driven Smartphone Energy Level Prediction," University of Waterloo, Technical Report CS-2010-06, 2010.
39. A. Rahmati, A. Qian, and L. Zhong, "Understanding human-battery interaction on mobile phones," in Proceedings of the 9th international conference on Human computer interaction with mobile devices and services, ser. MobileHCI '07. New York, NY, USA: ACM, 2007, pp. 265-272.
40. I. Trestian, S. Ranjan, A. Kuzmanovic, and A. Nucci, "Measuring serendipity: connecting people, locations and interests in a mobile 3G network," in Proceedings of the 9th ACM SIGCOMM conference on Internet measurement conference, ser. IMC '09. New York, NY, USA: ACM, 2009, pp. 267-279.
41. J. Huang, Q. Xu, B. Tiwana, Z. M. Mao, M. Zhang, and P. Bahl, "Anatomizing application performance differences on smartphones," in Proceedings of the 8th international conference on Mobile systems, applications, and services, ser. MobiSys '10. New York, NY, USA: ACM, 2010, pp. 165-178.
42. H. Falaki, D. Lymberopoulos, R. Mahajan, S. Kandula, and D. Estrin, "A first look at traffic on smartphones," in Proceedings of the 10th annual conference on Internet measurement, ser. IMC '10. New York, NY, USA: ACM, 2010, pp. 281-287.
43. C. Shepard, A. Rahmati, C. Tossell, L. Zhong, and P. Kortum, "Live- Lab: measuring wireless networks and smartphone users in the field," SIGMETRICS Perform. Eval. Rev., vol. 38, pp. 15-20, January 2011.
44. H. Falaki, R. Mahajan, S. Kandula, D. Lymberopoulos, R. Govindan, and D. Estrin, "Diversity in smartphone usage," in Proceedings of the 8th international conference on Mobile systems, applications, and services, ser. MobiSys '10. New York, NY, USA: ACM, 2010, pp. 179-194.
45. J. Froehlich, M. Y. Chen, S. Consolvo, B. Harrison, and J. A. Landay, "MyExperience: a system for in situ tracing and capturing of user feedback on mobile phones," in Proceedings of the 5th international conference on Mobile systems, applications and services, ser. MobiSys '07. New York, NY, USA: ACM, 2007, pp. 57-70. (Pubitemid 47620916)
46. Reality Mining Project, http://reality.media.mit.edu/.
47. Y. Wen, R. Wolski, and C. Krintz, "Online Prediction of Battery Lifetime for Embedded and Mobile Devices," 2004.
48. D. Panigrahi, S. Dey, R. Rao, K. Lahiri, C. Chiasserini, and A. Raghunathan, "Battery Life Estimation of Mobile Embedded Systems," in Proceedings of the The 14th International Conference on VLSI Design, ser. VLSID '01. Washington, DC, USA: IEEE Computer Society, 2001, pp. 57-.
49. D. Rakhmatov, S. Vrudhula, and D. A. Wallach, "Battery lifetime prediction for energy-aware computing," in Proceedings of the 2002 international symposium on Low power electronics and design, ser. ISLPED '02. New York, NY, USA: ACM, 2002, pp. 154-159.
50. D. Rakhamtov and S. Vrudhula, "Time-to-failure estimation for batteries in portable electronic systems," in Proceedings of the 2001 international symposium on Low power electronics and design, ser. ISLPED '01. New York, NY, USA: ACM, 2001, pp. 88-91. (Pubitemid 32806537)
51. D. Willkomm, S. Machiraju, J. Bolot, and A. Wolisz, "Primary user behavior in cellular networks and implications for dynamic spectrum access," Comm. Mag., vol. 47, pp. 88-95, March 2009.
52. W. L. Tan, F. Lam, and W. C. Lau, "An Empirical Study on the Capacity and Performance of 3G Networks," IEEE Transactions on Mobile Computing, vol. 7, pp. 737-750, June 2008. (Pubitemid 351596367)
53. A. Rahmati and L. Zhong, "A longitudinal study of non-voice mobile phone usage by teens from an underserved urban community," IEEE Computing and Control Engineering Journal, 2010.
54. H. Falaki, R. Govindan, and D. Estrin, "Smart Screen Management on Mobile Phones," Center for Embedded Network Sensing Technical Reports. Num. 74, 2009.
55. L. S. Brakmo, D. A. Wallach, and M. A. Viredaz, "u-Sleep: a technique for reducing energy consumption in handheld devices," in Proceedings of the 2nd international conference on Mobile systems, applications, and services, ser. MobiSys '04. New York, NY, USA: ACM, 2004, pp. 12-22.
56. S. Frattasi, H. Fathi, F. Fitzek, R. Prasad, and M. Katz, "Defining 4G technology from the users perspective," Network, IEEE, vol. 20, no. 1, pp. 35 -41, jan.-feb. 2006.
57. S.-R. Yang, "Dynamic power saving mechanism for 3G UMTS system," Mob. Netw. Appl., vol. 12, pp. 5-14, January 2007. (Pubitemid 46122510)
58. Wibree, http://www.bluetooth.com/Pages/Low-Energy.aspx.
59. Z. Shelby and C. Bormann, "6lowpan: The wireless embedded internet, wiley," 2009.
60. M. Corson, R. Laroia, J. Li, V. Park, T. Richardson, and G. Tsirtsis, "Toward Proximity-Aware Internetworking," Wireless Communications, IEEE, vol. 17, no. 6, pp. 26-33, december 2010.
61. S.-L. Tsao and C.-H. Huang, "Review: A survey of energy efficient MAC protocols for IEEE 802.11 WLAN," Comput. Commun., vol. 34, pp. 54-67, January 2011.
62. C. E. Jones, K. M. Sivalingam, P. Agrawal, and J. C. Chen, "A Survey of Energy Efficient Network Protocols for Wireless Networks," Wireless Networks, vol. 7, pp. 343-358, September 2001. (Pubitemid 32677010)
63. C.-C. Lee, J.-H. Yeh, and J.-C. Chen, "Impact of inactivity timer on energy consumption in WCDMA and CDMA2000," in Wireless Telecommunications Symposium, 2004, may 2004, pp. 15 - 24.
64. D. Bertozzi, A. Raghunathan, L. Benini, and S. Ravi, "Transport Protocol Optimization for Energy Efficient Wireless Embedded Systems," in Proceedings of the conference on Design, Automation and Test in Europe - Volume 1, ser. DATE '03. Washington, DC, USA: IEEE Computer Society, 2003, pp. 10 706-.
65. R. Krashinsky and H. Balakrishnan, "Minimizing energy for wireless web access with bounded slowdown," Wireless Networking, vol. 11, pp. 135-148, January 2005. (Pubitemid 40536381)
66. F. R. Dogar, P. Steenkiste, and K. Papagiannaki, "Catnap: exploiting high bandwidth wireless interfaces to save energy for mobile devices," in Proceedings of the 8th international conference on Mobile systems, applications, and services, ser. MobiSys '10. New York, NY, USA: ACM, 2010, pp. 107-122.
67. J. Liu and L. Zhong, "Micro power management of active 802.11 interfaces," in Proceeding of the 6th international conference on Mobile systems, applications, and services, ser. MobiSys '08. New York, NY, USA: ACM, 2008, pp. 146-159.
68. E. Tan, L. Guo, S. Chen, and X. Zhang, "PSM-throttling: Minimizing Energy Consumption for Bulk Data Communications in WLANs," in Network Protocols, 2007. ICNP 2007. IEEE International Conference on, oct. 2007, pp. 123 -132.
69. K. C. Barr and K. Asanovi'c, "Energy-aware lossless data compression," ACM Transactions on Computer Systems, vol. 24, no. 3, pp. 250-291, Aug. 2003. (Pubitemid 44330468)
70. Y. Agarwal, R. Chandra, A. Wolman, P. Bahl, K. Chin, and R. Gupta, "Wireless wakeups revisited: energy management for voip over wi-fi smartphones," in Proceedings of the 5th international conference on Mobile systems, applications and services, ser. MobiSys '07. New York, NY, USA: ACM, 2007, pp. 179-191. (Pubitemid 47620924)
71. E. Shih, P. Bahl, and M. J. Sinclair, "Wake on wireless: an event driven energy saving strategy for battery operated devices," in Proceedings of the 8th annual international conference on Mobile computing and networking, ser. MobiCom '02. New York, NY, USA: ACM, 2002, pp. 160-171.
72. Y. Agarwal, C. Schurgers, and R. Gupta, "Dynamic power management using on demand paging for networked embedded systems," in Proceedings of the 2005 Asia and South Pacific Design Automation Conference, ser. ASP-DAC '05. New York, NY, USA: ACM, 2005, pp. 755-759.
73. G. Ananthanarayanan and I. Stoica, "Blue-Fi: enhancing Wi-Fi performance using bluetooth signals," in Proceedings of the 7th international conference on Mobile systems, applications, and services, ser. MobiSys '09. New York, NY, USA: ACM, 2009, pp. 249-262.
74. R. Zhou, Y. Xiong, G. Xing, L. Sun, and J. Ma, "ZiFi: wireless LAN discovery via ZigBee interference signatures," in Proceedings of the sixteenth annual international conference on Mobile computing and networking, ser. MobiCom '10. New York, NY, USA: ACM, 2010, pp. 49-60.
75. A. Rahmati and L. Zhong, "Context-for-wireless: context-sensitive energy-efficient wireless data transfer," in Proceedings of the 5th international conference on Mobile systems, applications and services, ser. MobiSys '07. New York, NY, USA: ACM, 2007, pp. 165-178. (Pubitemid 47620923)
76. M.-R. Ra, J. Paek, A. B. Sharma, R. Govindan, M. H. Krieger, and M. J. Neely, "Energy-delay tradeoffs in smartphone applications," in Proceedings of the 8th international conference on Mobile systems, applications, and services, ser. MobiSys '10. New York, NY, USA: ACM, 2010, pp. 255-270.
77. C. Poellabauer and K. Schwan, "Energy-Aware Traffic Shaping for Wireless Real-Time Applications," in Proceedings of the 10th IEEE Real-Time and Embedded Technology and Applications Symposium. Washington, DC, USA: IEEE Computer Society, 2004, pp. 48-.
78. C.-F. Chiasserini and R. Rao, "Improving battery performance by using traffic shaping techniques," Selected Areas in Communications, IEEE Journal on, vol. 19, no. 7, pp. 1385 -1394, Jul. 2001. (Pubitemid 32690494)
79. S. Nedevschi, L. Popa, G. Iannaccone, S. Ratnasamy, and D. Wetherall, "Reducing network energy consumption via sleeping and rateadaptation," in Proceedings of the 5th USENIX Symposium on Networked Systems Design and Implementation, ser. NSDI'08. Berkeley, CA, USA: USENIX Association, 2008, pp. 323-336.
80. B. C. Housel and D. B. Lindquist, "WebExpress: a system for optimizing Web browsing in a wireless environment," in Proceedings of the 2nd annual international conference on Mobile computing and networking, ser. MobiCom '96. New York, NY, USA: ACM, 1996, pp. 108-116.
81. R. Krashinsky, "Efficient web browsing for mobile clients using HTTP compression," Distributed Operating Systems term project, Massachusetts Institute of Technology, 2000.
82. F. Ben Abdesslem, A. Phillips, and T. Henderson, "Less is more: energy-efficient mobile sensing with senseless," in Proceedings of the 1st ACM workshop on Networking, systems, and applications for mobile handhelds, ser. MobiHeld '09. New York, NY, USA: ACM, 2009, pp. 61-62.
83. I. Constandache, S. Gaonkar, M. Sayler, R. R. Choudhury, and L. Cox, "EnLoc: Energy-Efficient Localization for Mobile Phones," in IEEE INFOCOM 2009 - The 28th Conference on Computer Communications, no. 4. IEEE, Apr. 2009, pp. 2716-2720.
84. K. Lin, A. Kansal, D. Lymberopoulos, and F. Zhao, "Energy-accuracy trade-off for continuous mobile device location," in Proceedings of the 8th international conference on Mobile systems, applications, and services, ser. MobiSys '10. New York, NY, USA: ACM, 2010, pp. 285-298.
85. M. B. Kjaergaard, J. Langdal, T. Godsk, and T. Toftkjaer, "En- Tracked: energy-efficient robust position tracking for mobile devices," in Proceedings of the 7th international conference on Mobile systems, applications, and services, ser. MobiSys '09. New York, NY, USA: ACM, 2009, pp. 221-234.
86. J. Paek, J. Kim, and R. Govindan, "Energy-efficient rate-adaptive GPS-based positioning for smartphones," in Proceedings of the 8th international conference on Mobile systems, applications, and services, ser. MobiSys '10. New York, NY, USA: ACM, 2010, pp. 299-314.
87. Z. Zhuang, K.-H. Kim, and J. P. Singh, "Improving energy efficiency of location sensing on smartphones," in Proceedings of the 8th international conference on Mobile systems, applications, and services, ser. MobiSys '10. New York, NY, USA: ACM, 2010, pp. 315-330.
88. H. Lu, J. Yang, Z. Liu, N. D. Lane, T. Choudhury, and A. T. Campbell, "The Jigsaw continuous sensing engine for mobile phone applications," in Proceedings of the 8th ACM Conference on Embedded Networked Sensor Systems, ser. SenSys '10. New York, NY, USA: ACM, 2010, pp. 71-84.
89. N. Priyantha, D. Lymberopoulos, and J. Liu, "EERS: Energy Efficient Responsive Sleeping on Mobile Phones," ser. ACM PhoneSense'10, 2010.
90. T. Farrell, R. Cheng, and K. Rothermel, "Energy-Efficient Monitoring of Mobile Objects with Uncertainty-Aware Tolerances," in Proceedings of the 11th International Database Engineering and Applications Symposium. Washington, DC, USA: IEEE Computer Society, 2007, pp. 129-140.
91. J. Flinn, S. Park, and M. Satyanarayanan, "Balancing Performance, Energy, and Quality in Pervasive Computing," in Proceedings of the 22 nd International Conference on Distributed Computing Systems, ser. ICDCS '02. Washington, DC, USA: IEEE Computer Society, 2002, pp. 217-.
92. S. Gurun, C. Krintz, and R. Wolski, "NWSLite: a light-weight prediction utility for mobile devices," in Proceedings of the 2nd international conference on Mobile systems, applications, and services, ser. MobiSys '04. New York, NY, USA: ACM, 2004, pp. 2-11.
93. E. Cuervo, A. Balasubramanian, D.-k. Cho, A. Wolman, S. Saroiu, R. Chandra, and P. Bahl, "MAUI: making smartphones last longer with code offload," in Proceedings of the 8th international conference on Mobile systems, applications, and services, ser. MobiSys '10. New York, NY, USA: ACM, 2010, pp. 49-62.
94. A. Rudenko, P. Reiher, G. J. Popek, and G. H. Kuenning, "Saving portable computer battery power through remote process execution," SIGMOBILE Mobile Computing Communications Rev., vol. 2, pp. 19- 26, January 1998.
95. Z. Li, C. Wang, and R. Xu, "Computation offloading to save energy on handheld devices: a partition scheme," in Proceedings of the 2001 international conference on Compilers, architecture, and synthesis for embedded systems, ser. CASES '01. New York, NY, USA: ACM, 2001, pp. 238-246.
96. U. Kremer, J. Hicks, and J. M. Rehg, "Compiler-directed remote task execution for power management," in Workshop on Compilers and Operating Systems for Low Power, 2000.
97. R. K. Balan, M. Satyanarayanan, S. Y. Park, and T. Okoshi, "Tacticsbased remote execution for mobile computing," in Proceedings of the 1st international conference on Mobile systems, applications and services, ser. MobiSys '03. New York, NY, USA: ACM, 2003, pp. 273-286.
98. A. P. Miettinen and J. K. Nurminen, "Energy efficiency of mobile clients in cloud computing," in Proceedings of the 2nd USENIX conference on Hot topics in cloud computing, ser. HotCloud'10. Berkeley, CA, USA: USENIX Association, 2010, pp. 4-4.
99. B.-G. Chun, S. Ihm, P. Maniatis, M. Naik, and A. Patti, "CloneCloud: elastic execution between mobile device and cloud," in Proceedings of the sixth conference on Computer systems, ser. EuroSys '11. New York, NY, USA: ACM, 2011, pp. 301-314.
100. M. Satyanarayanan, P. Bahl, R. Caceres, and N. Davies, "The Case for VM-Based Cloudlets in Mobile Computing," IEEE Pervasive Computing, vol. 8, pp. 14-23, October 2009.