TY - GEN
T1 - Jointly compressing and caching data in wireless sensor networks
AU - Panigrahy, Nitish K.
AU - Li, Jian
AU - Zafari, Faheem
AU - Towsley, Don
AU - Yu, Paul
N1 - Publisher Copyright:
© 2019 IEEE.
PY - 2019/6
Y1 - 2019/6
N2 - We propose a novel policy for data compression and caching in a wireless sensor network (WSN) that provably optimizes utility and cost jointly, providing a theoretical basis to understand the compression-caching tradeoff for data analytics in a WSN. Our optimization framework provides analytical answers to how much compression should be performed at each sensors, and where the data should be cached in the network. We propose a distributed algorithm to implement the optimal policy and adapt to the changes (e.g., cache size and request processes) in the network. We evaluate our approach through extensive simulations on WSNs.
AB - We propose a novel policy for data compression and caching in a wireless sensor network (WSN) that provably optimizes utility and cost jointly, providing a theoretical basis to understand the compression-caching tradeoff for data analytics in a WSN. Our optimization framework provides analytical answers to how much compression should be performed at each sensors, and where the data should be cached in the network. We propose a distributed algorithm to implement the optimal policy and adapt to the changes (e.g., cache size and request processes) in the network. We evaluate our approach through extensive simulations on WSNs.
KW - Data communication
KW - Distributed Algorithms
KW - Optimization
KW - Time to live (TTL) cache
KW - Wireless sensor networks
UR - https://www.scopus.com/pages/publications/85070937306
U2 - 10.1109/SMARTCOMP.2019.00029
DO - 10.1109/SMARTCOMP.2019.00029
M3 - Conference contribution
AN - SCOPUS:85070937306
T3 - Proceedings - 2019 IEEE International Conference on Smart Computing, SMARTCOMP 2019
SP - 57
EP - 62
BT - Proceedings - 2019 IEEE International Conference on Smart Computing, SMARTCOMP 2019
PB - Institute of Electrical and Electronics Engineers Inc.
T2 - 5th IEEE International Conference on Smart Computing, SMARTCOMP 2019
Y2 - 12 June 2019 through 14 June 2019
ER -