Social Network Search for Solving Engineering Optimization Problems

被引:138
作者
Bayzidi, Hadi [1 ]
Talatahari, Siamak [1 ,2 ]
Saraee, Meysam [1 ]
Lamarche, Charles-Philippe [3 ]
机构
[1] Univ Tabriz, Dept Civil Engn, Tabriz, Iran
[2] Near East Univ, Engn Fac, Mersin 10, Lefkosa, North Cyprus, Turkey
[3] Univ Sherbrooke, Dept Civil & Bldg Engn, Sherbrooke, PQ, Canada
关键词
PARTICLE SWARM OPTIMIZATION; ATOMIC ORBITAL SEARCH; DIFFERENTIAL EVOLUTION; ALGORITHM; STRATEGY;
D O I
10.1155/2021/8548639
中图分类号
Q [生物科学];
学科分类号
07 ; 0710 ; 09 ;
摘要
In this paper, a new metaheuristic optimization algorithm, called social network search (SNS), is employed for solving mixed continuous/discrete engineering optimization problems. The SNS algorithm mimics the social network user's efforts to gain more popularity by modeling the decision moods in expressing their opinions. Four decision moods, including imitation, conversation, disputation, and innovation, are real-world behaviors of users in social networks. These moods are used as optimization operators that model how users are affected and motivated to share their new views. The SNS algorithm was verified with 14 benchmark engineering optimization problems and one real application in the field of remote sensing. The performance of the proposed method is compared with various algorithms to show its effectiveness over other well-known optimizers in terms of computational cost and accuracy. In most cases, the optimal solutions achieved by the SNS are better than the best solution obtained by the existing methods.
引用
收藏
页数:32
相关论文
共 100 条
  • [1] Abed-Alguni BH., 2019, INT J ARTIF INTELL, V17, P57
  • [2] Artificial bee colony algorithm for large-scale problems and engineering design optimization
    Akay, Bahriye
    Karaboga, Dervis
    [J]. JOURNAL OF INTELLIGENT MANUFACTURING, 2012, 23 (04) : 1001 - 1014
  • [3] Image Segmentation Parameter Selection and Ant Colony Optimization for Date Palm Tree Detection and Mapping from Very-High-Spatial-Resolution Aerial Imagery
    Al-Ruzouq, Rami
    Shanableh, Abdallah
    Gibril, Mohamed Barakat A.
    AL-Mansoori, Saeed
    [J]. REMOTE SENSING, 2018, 10 (09)
  • [4] NONLINEAR MIXED-DISCRETE STRUCTURAL OPTIMIZATION
    AMIR, HM
    HASEGAWA, T
    [J]. JOURNAL OF STRUCTURAL ENGINEERING-ASCE, 1989, 115 (03): : 626 - 646
  • [5] Artificial electric field algorithm for engineering optimization problems
    Anita
    Yadav, Anupam
    Kumar, Nitin
    [J]. EXPERT SYSTEMS WITH APPLICATIONS, 2020, 149
  • [6] [Anonymous], 2019, METAHEURISTICS OUTLI
  • [7] [Anonymous], 2003, Handbook of Metaheuristics
  • [8] Arora J.S., 2012, Introduction to Optimum Design
  • [9] Optimization of Engineering Design Problems Using Atomic Orbital Search Algorithm
    Azizi, Mahdi
    Talatahari, Siamak
    Giaralis, Agathoklis
    [J]. IEEE ACCESS, 2021, 9 : 102497 - 102519
  • [10] Atomic orbital search: A novel metaheuristic algorithm
    Azizi, Mahdi
    [J]. APPLIED MATHEMATICAL MODELLING, 2021, 93 : 657 - 683