An energy fault and consumption optimization strategy in wireless sensor networks with edge computing

被引:2
|
作者
Li, Guozhi [1 ]
Tong, Yan [1 ]
Zhang, Ge [1 ]
Zeng, Yue [2 ]
机构
[1] Henan Univ Chinese Med, Sch Informat Technol, Zhengzhou 450008, Peoples R China
[2] Nanjing Univ, Dept Comp Sci & Engn, Nanjing 210046, Peoples R China
基金
中国国家自然科学基金;
关键词
Artificial intelligence; Causality reasoning graph; Energy hole and consumption balance; (EHCB) problem; NS-2; UNCERTAIN CAUSALITY GRAPH; KNOWLEDGE REPRESENTATION; MATRIX;
D O I
10.1016/j.jksuci.2022.12.005
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
With the operation of wireless sensor networks (WSNs), energy-constrained sensor nodes and inadequate energy constraint methods are becoming obsolete, as they reduce the efficiency of data transmission. The appearance of edge computing (EC) and causality graph provide a new opportunity for energy fault analysis and assessment in WSNs. As a result, by selecting a reliable data transmission path and averaging the energy consumption, we present an energy fault and consumption optimization (EFCO) algorithm for solving the energy hole and consumption balance (EHCB) problem in wireless sensor networks with edge computing (ECWSNs). Specifically, we first build a novel four-layer network architecture by using edge computing technology and causality graph theory. Then, the energy fault cost (EFC) in ECWSNs is formulated as an optimization problem that is constrained by the energy allocation of relay nodes. Furthermore, we propose a causal reasoning algorithm to deduce the single-value fault status probability of relay nodes. Finally, we utilize version 2 of a network simulator (NS-2) to evaluate the fault derivation and energy allocation efficiency of the EFCO algorithm in ECWSNs.(C) 2022 The Author(s). Published by Elsevier B.V. on behalf of King Saud University. This is an open access article under the CC BY license (http://creativecommons.org/licenses/by/4.0/).
引用
收藏
页码:357 / 367
页数:11
相关论文
共 50 条
  • [31] Energy Consumption Optimization for Data Collection with Precision Constraints in Wireless Sensor Networks
    Qun, Zhao
    Gang, Shen
    Shan, Jin
    2009 IEEE VEHICULAR TECHNOLOGY CONFERENCE, VOLS 1-5, 2009, : 6 - 10
  • [32] Energy Consumption Minimization in Wireless Visual Sensor Networks Using Convex Optimization
    Ghazalian, Reza
    Aghagolzadeh, Ali
    Andargoli, Seyed Mehdi Hosseini
    2014 7TH INTERNATIONAL SYMPOSIUM ON TELECOMMUNICATIONS (IST), 2014, : 312 - 315
  • [33] Chaos Particle Swarm Algorithm for Energy Consumption Optimization in Wireless Sensor Networks
    Chen, Zeng-Qiang
    Ip, Wai-Hung
    Wei, Yue-Fei
    Wu, Chun-Ho
    SENSOR LETTERS, 2012, 10 (08) : 1830 - 1835
  • [34] A Chaotic Reptile Search Algorithm for Energy Consumption Optimization in Wireless Sensor Networks
    Elashry, Soha S.
    Abohamama, A. S.
    Abdul-Kader, Hatem Mohamed
    Rashad, M. Z.
    Ali, Ahmed F.
    IEEE ACCESS, 2024, 12 : 38999 - 39015
  • [35] An Energy Consumption Model for Wireless Sensor Networks
    Abo-Zahhad, Mohammed
    Farrag, Mohammed
    Ali, Abdelhay
    Amin, Osama
    2015 5TH INTERNATIONAL CONFERENCE ON ENERGY AWARE COMPUTING SYSTEMS & APPLICATIONS (ICEAC), 2015,
  • [36] On the Effective Energy Consumption in Wireless Sensor Networks
    Zhang, Zijie
    Mao, Guoqiang
    Anderson, Brian D. O.
    2010 IEEE WIRELESS COMMUNICATIONS AND NETWORKING CONFERENCE (WCNC 2010), 2010,
  • [37] Evaluating energy consumption in wireless sensor networks
    Kozlowski, Adam
    Sosnowski, Janusz
    PHOTONICS APPLICATIONS IN ASTRONOMY, COMMUNICATIONS, INDUSTRY, AND HIGH-ENERGY PHYSICS EXPERIMENTS 2018, 2018, 10808
  • [38] Analysis of energy consumption of wireless sensor networks
    Cui H.-X.
    Wei G.
    Yu Y.-C.
    Huanan Ligong Daxue Xuebao/Journal of South China University of Technology (Natural Science), 2010, 38 (05): : 15 - 21
  • [39] Sampling energy consumption in Wireless Sensor Networks
    Souto, Eduardo
    Gomes, Reinaldo
    Sadok, Djamel
    Kelner, Judith
    IEEE INTERNATIONAL CONFERENCE ON SENSOR NETWORKS, UBIQUITOUS, AND TRUSTWORTHY COMPUTING, VOL 1, PROCEEDINGS, 2006, : 284 - +
  • [40] On Balancing Energy Consumption in Wireless Sensor Networks
    Bouabdallah, Fatma
    Bouabdallah, Nizar
    Boutaba, Raouf
    IEEE TRANSACTIONS ON VEHICULAR TECHNOLOGY, 2009, 58 (06) : 2909 - 2924