TY - GEN
T1 - DIPLOMA
T2 - 2012 IEEE 30th International Conference on Computer Design, ICCD 2012
AU - Gao, Jason
AU - Sivaraman, Anirudh
AU - Agarwal, Niket
AU - Li, Hao Qi
AU - Peh, Li Shiuan
N1 - Copyright:
Copyright 2013 Elsevier B.V., All rights reserved.
PY - 2012
Y1 - 2012
N2 - Location-based services for mobile devices are pervasive, and frequently process data sensed from nearby devices as relevance is often dependent on proximity. Yet, today's services routinely use the client-server programming model which leads to sensed data being sent through the cellular network to a centralized server for processing. Harnessing the compute power of mobile devices to process data locally could ease bandwidth pressure on already overloaded cellular access networks and improve response times. Realizing this vision requires a way to easily program a collection of mobile devices connected over ad-hoc wireless. This paper presents DIstributed Programming Layer Over Mobile Agents (DIPLOMA), a programming layer and distributed shared memory system that provides coherent relaxed-consistency access to data residing on different mobile phones across a large geographic area. Our key insight is in translating the shared memory model from parallel computing to mobile computing, while addressing the unique challenges that mobility and unreliable wireless networking present in achieving consistency and coherence. We designed, prototyped and deployed DIPLOMA on 10 Android phones, evaluating it against another 10 phones running a conventional clientserver setup over both 3G(HSPA) and 4G(LTE) networks. On DIPLOMA, we implemented a Panoramio-like service as an example of a popular and representative location-based service, as well as a synthetic benchmark to measure response time, cellular bandwidth consumption, and power consumption. We also simulated large scale scenarios (up to 160 nodes) on the ns-2 network simulator. Compared to a client-server setup, our system shows response time improvements of 10x over 3G and 2x over 4G. We also observe cellular bandwidth reductions of 96%, comparable energy consumption, and a 95.3% request completion rate with coherent caching.
AB - Location-based services for mobile devices are pervasive, and frequently process data sensed from nearby devices as relevance is often dependent on proximity. Yet, today's services routinely use the client-server programming model which leads to sensed data being sent through the cellular network to a centralized server for processing. Harnessing the compute power of mobile devices to process data locally could ease bandwidth pressure on already overloaded cellular access networks and improve response times. Realizing this vision requires a way to easily program a collection of mobile devices connected over ad-hoc wireless. This paper presents DIstributed Programming Layer Over Mobile Agents (DIPLOMA), a programming layer and distributed shared memory system that provides coherent relaxed-consistency access to data residing on different mobile phones across a large geographic area. Our key insight is in translating the shared memory model from parallel computing to mobile computing, while addressing the unique challenges that mobility and unreliable wireless networking present in achieving consistency and coherence. We designed, prototyped and deployed DIPLOMA on 10 Android phones, evaluating it against another 10 phones running a conventional clientserver setup over both 3G(HSPA) and 4G(LTE) networks. On DIPLOMA, we implemented a Panoramio-like service as an example of a popular and representative location-based service, as well as a synthetic benchmark to measure response time, cellular bandwidth consumption, and power consumption. We also simulated large scale scenarios (up to 160 nodes) on the ns-2 network simulator. Compared to a client-server setup, our system shows response time improvements of 10x over 3G and 2x over 4G. We also observe cellular bandwidth reductions of 96%, comparable energy consumption, and a 95.3% request completion rate with coherent caching.
UR - http://www.scopus.com/inward/record.url?scp=84872075344&partnerID=8YFLogxK
UR - http://www.scopus.com/inward/citedby.url?scp=84872075344&partnerID=8YFLogxK
U2 - 10.1109/ICCD.2012.6378666
DO - 10.1109/ICCD.2012.6378666
M3 - Conference contribution
AN - SCOPUS:84872075344
SN - 9781467330503
T3 - Proceedings - IEEE International Conference on Computer Design: VLSI in Computers and Processors
SP - 371
EP - 378
BT - 2012 IEEE 30th International Conference on Computer Design, ICCD 2012
Y2 - 30 September 2012 through 3 October 2012
ER -