Energy Efficient Cooperative Computation Algorithm in Energy Harvesting Internet of Things

  • Ko, Haneul
  • Lee, Jaewook
  • Jang, Seokwon
  • Kim, Joonwoo
  • Pack, Sangheon
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초록

The limited battery capacity of Internet of Things (IoT) devices is a major deployment barrier for IoT-based computing systems. In this paper, we propose an energy efficient cooperative computation algorithm (EE-CCA). In an EE-CCA, a pair of IoT devices decide whether to offload some parts of the task to the opponent by considering their energy levels and the task deadline. To minimize the energy outage probability while completing most of tasks before their deadlines, we formulate a constraint Markov decision process (CMDP) problem and the optimal offloading strategy is obtained by linear programming (LP). Meanwhile, an optimization problem of finding pairs of IoT devices (i.e., IoT device pairing problem) is formulated under the optimal offloading strategy. Evaluation results demonstrate that the EE-CCA can reduce the energy outage probability up to 78% compared with the random offloading scheme while completing tasks before their deadlines with high probability.

키워드

offloadingInternet of Things (IoT)energyconstraint Markov decision process (CMDP)optimizationMARKOV DECISION-PROCESSESWIRELESSOPTIMIZATIONMANAGEMENTNETWORKS
제목
Energy Efficient Cooperative Computation Algorithm in Energy Harvesting Internet of Things
저자
Ko, HaneulLee, JaewookJang, SeokwonKim, JoonwooPack, Sangheon
DOI
10.3390/en12214050
발행일
2019-11
유형
Article
저널명
Energies
12
21