Multifactorial evolutionary optimization for maximizing data aggregation tree lifetime in wireless sensor networks

被引:5
作者
Nguyen Thi Tam [1 ,2 ]
Tran Quang Tuan [1 ]
Huynh Thi Thanh Binh [1 ]
Swami, Ananthram [3 ]
机构
[1] Hanoi Univ Sci & Technol, Hanoi, Vietnam
[2] Vietnam Natl Univ, Univ Sci, Hanoi, Vietnam
[3] US Army, Res Lab, Adelphi, MD USA
来源
ARTIFICIAL INTELLIGENCE AND MACHINE LEARNING FOR MULTI-DOMAIN OPERATIONS APPLICATIONS II | 2020年 / 11413卷
关键词
Wireless Sensor Network; Multifactorial Evolution; Data Aggregation Tree; Edge-Set; EFFICIENT; ALGORITHM;
D O I
10.1117/12.2557978
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
In wireless sensor networks, sensors handle the aggregation of data from neighboring nodes to the base station, in addition to their primary sensing task. Networks can minimize energy usage by batching together multiple outbound packets at certain nodes over a data aggregation tree. Constructing optimal data aggregation trees is an NP-hard problem, thus requiring approximation methods for larger instances. In this paper, we propose a new Multifactorial Evolutionary Algorithm to solve multiple Data Aggregation Tree Problem with Minimum Energy Cost instances simultaneously. Our method utilizes a novel operator scheme for Edge-Set Tree Representation enabling the unification of search spaces between instances, which helps us to obtain better results than contemporary approaches.
引用
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页数:14
相关论文
共 29 条
  • [1] Energy conservation in wireless sensor networks: A survey
    Anastasi, Giuseppe
    Conti, Marco
    Di Francesco, Mario
    Passarella, Andrea
    [J]. AD HOC NETWORKS, 2009, 7 (03) : 537 - 568
  • [2] [Anonymous], 2018, 2018 IEEE C EV COMP
  • [3] [Anonymous], 2007, Secur. Distrib., Grid, mobile, Pervasive Comput.
  • [4] [Anonymous], 2017, GENETIC ALGORITHM ES
  • [5] Batan S., 2019, J GUJARAT RES SOC, V21, P447
  • [6] Genetic algorithm with elitist model and its convergence
    Bhandari, D
    Murthy, CA
    Pal, SK
    [J]. INTERNATIONAL JOURNAL OF PATTERN RECOGNITION AND ARTIFICIAL INTELLIGENCE, 1996, 10 (06) : 731 - 747
  • [7] Binh H. T. Thanh, 2018, P IEEE CONG EV COMP, P1
  • [8] Dasupta K, 2003, IEEE WCNC, P1948
  • [9] Data aggregation techniques in WSN:Survey
    Dhand, Geetika
    Tyagi, S. S.
    [J]. 2ND INTERNATIONAL CONFERENCE ON INTELLIGENT COMPUTING, COMMUNICATION & CONVERGENCE, ICCC 2016, 2016, 92 : 378 - 384
  • [10] A LINEAR-TIME ALGORITHM FOR A SPECIAL CASE OF DISJOINT SET UNION
    GABOW, HN
    TARJAN, RE
    [J]. JOURNAL OF COMPUTER AND SYSTEM SCIENCES, 1985, 30 (02) : 209 - 221