Non-Dominated Sorted Genetic Algorithm-II Algorithm- based Multi-objective Layout Optimization of Solid Wood Panels

被引:4
|
作者
Wang, Baogang [1 ,2 ]
Yang, Chunmei [1 ]
Ding, Yucheng [1 ]
机构
[1] Northeast Forestry Univ, Sch Electromechan Engn, Harbin 150040, Peoples R China
[2] Heilongjiang Vocat Coll Agr Engn, Mech Engn Coll, Harbin 150088, Peoples R China
关键词
Layout optimization; Multi-objective optimization; NSGA-II; Genetic algorithm;
D O I
10.15376/biores.17.1.94-108
中图分类号
TB3 [工程材料学]; TS [轻工业、手工业、生活服务业];
学科分类号
0805 ; 080502 ; 0822 ;
摘要
Common solid wood panel defects affect the appearance of timber products and reduce their value for use. It is necessary to remove defects from solid wood panels to achieve a panel layout. A whole wooden beam column is cut into solid wood panels of different sizes, according to the requirements. Aiming to overcome problems of weak convergence ability, single-objective optimization, and the poor optimization effect of solid wood panel layout optimization based on a traditional genetic algorithm, an improved multi-objective solid wood panel layout optimization based on NSGA-II (Non-dominated sorted genetic algorithm-II) algorithm was proposed. Reverse learning was used to generate a reverse population to increase the search capability of the algorithm and to solve the problem of insufficient population diversity in the genetic algorithms. A combination of directional variation and uniform variation was used to improve the optimization effect and solve the problem of small individual differences in the evolution of the algorithm. The improved multi-objective optimization algorithm showed better optimization and stability than the NSGA-II algorithm. The number of convergence iterations was reduced and simultaneous optimization of multiple objectives can be realized.
引用
收藏
页码:94 / 108
页数:15
相关论文
共 50 条
  • [1] Spatial multi-objective land use optimization: extensions to the non-dominated sorting genetic algorithm-II
    Cao, Kai
    Batty, Michael
    Huang, Bo
    Liu, Yan
    Yu, Le
    Chen, Jiongfeng
    INTERNATIONAL JOURNAL OF GEOGRAPHICAL INFORMATION SCIENCE, 2011, 25 (12) : 1949 - 1969
  • [3] Multi-objective optimization of water supply network rehabilitation with non-dominated sorting Genetic Algorithm-II
    Xi Jin
    Jie Zhang
    Jin-liang Gao
    Wen-yan Wu
    Journal of Zhejiang University-SCIENCE A, 2008, 9 : 391 - 400
  • [4] Multi-objective optimization of water supply network rehabilitation with non-dominated sorting Genetic Algorithm-II
    Jin, Xi
    Zhang, Jie
    Gao, Jin-liang
    Wu, Wen-yan
    JOURNAL OF ZHEJIANG UNIVERSITY-SCIENCE A, 2008, 9 (03): : 391 - 400
  • [5] Multi-objective Generation Scheduling Using Modified Non-dominated Sorting Genetic Algorithm- II
    Dhanalakshmi, S.
    Kannan, S.
    Baskar, S.
    Mahadevan, K.
    SWARM, EVOLUTIONARY, AND MEMETIC COMPUTING, SEMCCO 2014, 2015, 8947 : 456 - 470
  • [6] Multi-Objective Optimal Generation Location Using Non-Dominated Sorting Genetic Algorithm-II
    Hassan, M. Y.
    Suharto, M. N.
    Abdullah, M. P.
    Majid, M. S.
    Hussin, F.
    INTERNATIONAL REVIEW OF ELECTRICAL ENGINEERING-IREE, 2011, 6 (05): : 2467 - 2476
  • [7] Experimental investigation and multi-objective optimization of savonius wind turbine based on modified non-dominated sorting genetic algorithm-II
    Hosseini, Seyed Ehsan
    Karimi, Omid
    Asemanbakhsh, Mohammad Ali
    WIND ENGINEERING, 2024, 48 (03) : 446 - 467
  • [8] MULTI-OBJECTIVE NON-DOMINATED SHORTING GENETIC ALGORITHM-II FOR EXCITATION AND TCSC-BASED CONTROLLER DESIGN
    Panda, Sidhartha
    JOURNAL OF ELECTRICAL ENGINEERING-ELEKTROTECHNICKY CASOPIS, 2009, 60 (02): : 86 - 93
  • [9] An Optimization Approach for Convolutional Neural Network Using Non-Dominated Sorted Genetic Algorithm-II
    Zafar, Afia
    Aamir, Muhammad
    Nawi, Nazri Mohd
    Arshad, Ali
    Riaz, Saman
    Alruban, Abdulrahman
    Dutta, Ashit Kumar
    Almutairi, Badr
    Almotairi, Sultan
    CMC-COMPUTERS MATERIALS & CONTINUA, 2023, 74 (03): : 5641 - 5661
  • [10] Non-dominated sorting genetic algorithm-II for robust multi-objective optimal reactive power dispatch
    Zhihuan, L.
    Yinhong, L.
    Xianzhong, D.
    IET GENERATION TRANSMISSION & DISTRIBUTION, 2010, 4 (09) : 1000 - 1008