Neighbor-Aware Distributed Task Offloading Algorithm in Energy-Harvesting Internet of Things

被引:2
|
作者
Lee, Jaewook [1 ]
Ko, Haneul [2 ]
机构
[1] Elect & Telecommun Res Inst, Network Res Div, Daejeon 34129, South Korea
[2] Kyung Hee Univ, Dept Elect Engn, Yongin 17104, Gyeonggi, South Korea
来源
IEEE INTERNET OF THINGS JOURNAL | 2023年 / 10卷 / 10期
关键词
Task analysis; Internet of Things; Cloud computing; Energy harvesting; Optimization; Mobile handsets; Heuristic algorithms; Distributed task offloading; edge cloud; edge computing; energy harvesting; stochastic game; EDGE; OPTIMIZATION; MANAGEMENT; FRAMEWORK; NETWORKS;
D O I
10.1109/JIOT.2022.3232710
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
In the distributed task offloading system, the desired task completion time cannot be achieved when lots of mobile devices offload simultaneously the tasks with high complexity to a specific edge cloud. In this research, we present a neighbor-aware distributed task offloading algorithm (NA-DTOA) where the IoT device takes its energy status and the decisions of neighbor devices into account for the decisions on whether to process the task by itself and on which edge cloud is selected to offload the task. To decrease the task completion time while maintaining the average energy outage probability below the specified threshold, we design a constrained stochastic game model. To achieve the solution of the model, a best response dynamics-based algorithm is devised. The evaluation results reveal that, compared to a probability-based scheme, NA-DTOA reduces the average task completion time by almost 47% while ensuring a substantially low-average energy outage probability of 0.03.
引用
收藏
页码:8744 / 8753
页数:10
相关论文
共 50 条
  • [1] Neighbor-Aware Energy-Efficient Monitoring System for Energy Harvesting Internet of Things
    Ko, Haneul
    Pack, Sangheon
    [J]. IEEE INTERNET OF THINGS JOURNAL, 2019, 6 (03) : 5745 - 5752
  • [2] Neighbor-Aware Non-Orthogonal Multiple Access Scheme for Energy Harvesting Internet of Things
    Kim, Yumi
    Paik, Mincheol
    Kim, Bokyeong
    Ko, Haneul
    Kim, Seung-Yeon
    [J]. SENSORS, 2022, 22 (02)
  • [3] Energy-Aware Task Offloading in the Internet of Things
    Li, Jiliang
    Dai, Minghui
    Su, Zhou
    [J]. IEEE WIRELESS COMMUNICATIONS, 2020, 27 (05) : 112 - 117
  • [4] Energy-Aware and URLLC-Aware Task Offloading for Internet of Health Things
    Wang, Zhao
    Jia, Zehan
    Liao, Haijun
    Zhou, Zhenyu
    Zhao, Xiongwen
    Zhang, Lei
    Mumtaz, Shahid
    Rodrigues, Joel J. P. C.
    [J]. 2020 IEEE GLOBAL COMMUNICATIONS CONFERENCE (GLOBECOM), 2020,
  • [5] A Neighbor-Aware Group Recommendation Algorithm
    Pu, Rong
    Wang, Bin
    Song, Xiaoxu
    Xie, Xinqiang
    Qin, Jing
    [J]. ADVANCED DATA MINING AND APPLICATIONS, 2020, 12447 : 444 - 452
  • [6] Distributed Energy Harvesting Management Algorithm in Internet of Things Devices
    Lee, Chao Yang
    [J]. 2019 IEEE INTERNATIONAL CONFERENCE ON CONSUMER ELECTRONICS - TAIWAN (ICCE-TW), 2019,
  • [7] Task offloading to edge cloud balancing utility and cost for energy harvesting Internet of Things
    Nandi, Pranjal Kumar
    Reaj, Md. Rejaul Islam
    Sarker, Sujan
    Razzaque, Md. Abdur
    Mamun-or-Rashid, Md.
    Roy, Palash
    [J]. JOURNAL OF NETWORK AND COMPUTER APPLICATIONS, 2024, 221
  • [8] An Energy Aware Algorithm for Edge Task Offloading
    Xiong, Ao
    Chen, Meng
    Guo, Shaoyong
    Li, Yongjie
    Zhao, Yujing
    Ou, Qinghai
    Liu, Chuan
    Xu, Siwen
    Liu, Xiangang
    [J]. INTELLIGENT AUTOMATION AND SOFT COMPUTING, 2022, 31 (03): : 1641 - 1654
  • [9] Online Solar Energy Prediction for Energy-Harvesting Internet of Things Devices
    Yamin, Nuzhat
    Bhat, Ganapati
    [J]. 2021 IEEE/ACM INTERNATIONAL SYMPOSIUM ON LOW POWER ELECTRONICS AND DESIGN (ISLPED), 2021,
  • [10] An Energy-Aware Task Scheduler for Energy-Harvesting Batteryless IoT Devices
    Sabovic, Adnan
    Sultania, Ashish Kumar
    Delgado, Carmen
    De Roeck, Lander
    Famaey, Jeroen
    [J]. IEEE INTERNET OF THINGS JOURNAL, 2022, 9 (22) : 23097 - 23114