Two-dimensional packing problems using genetic algorithms

被引:0
|
作者
Sakait Jain
Hae Chang Gea
机构
[1] The State University of New Jersey,Department of Mechanical and Aerospace Engineering, Rutgers
来源
Engineering with Computers | 1998年 / 14卷
关键词
Genetic algorithm; Layout problem; Packing problem;
D O I
暂无
中图分类号
学科分类号
摘要
This paper presents a technique for applying genetic algorithms for the two-dimensional packing problem. The approach is applicable to not only convex shaped objects, but can also accommodate any type of concave and complex shaped objects including objects with holes. In this approach, a new concept of a two-dimensional genetic chromosome is introduced. The total layout space is divided into a finite number of cells for mapping it into this 2D genetic algorithm chromosome. The mutation and crossover operators have been modified and are applied in conjunction with connectivity analysis for the objects to reduce the creation of faulty generations. A new feature has been added to the Genetic Algorithm (GA) in the form of a new operator called compaction. Several examples of GA-based layout are presented.
引用
收藏
页码:206 / 213
页数:7
相关论文
共 50 条
  • [21] Scheduling inspired models for two-dimensional packing problems
    Castro, Pedro M.
    Oliveira, Jose F.
    EUROPEAN JOURNAL OF OPERATIONAL RESEARCH, 2011, 215 (01) : 45 - 56
  • [23] Approximation algorithms for the oriented two-dimensional bin packing problem
    Lodi, A
    Martello, S
    Vigo, D
    EUROPEAN JOURNAL OF OPERATIONAL RESEARCH, 1999, 112 (01) : 158 - 166
  • [24] TWO-DIMENSIONAL PACKING - EXPECTED PERFORMANCE OF SIMPLE LEVEL ALGORITHMS
    HOFRI, M
    INFORMATION AND CONTROL, 1980, 45 (01): : 1 - 17
  • [25] A Grid-Based Heuristic for Two-Dimensional Packing Problems
    Bui, Lam T.
    Abbass, Hussein A.
    Baker, Stephen
    Barlow, Michael
    Bender, Axel
    Saker, Ruhul
    2011 IEEE CONGRESS ON EVOLUTIONARY COMPUTATION (CEC), 2011, : 2329 - 2336
  • [26] Sequence based heuristics for two-dimensional bin packing problems
    Alvelos, Filipe
    Chan, T. M.
    Vilaca, Paulo
    Gomes, Tiago
    Silva, Elsa
    Valerio de Carvalho, J. M.
    ENGINEERING OPTIMIZATION, 2009, 41 (08) : 773 - 791
  • [27] Framework for ER-Completeness of Two-Dimensional Packing Problems
    Abrahamsen, Mikkel
    Miltzow, Tillmann
    Seiferth, Nadja
    2020 IEEE 61ST ANNUAL SYMPOSIUM ON FOUNDATIONS OF COMPUTER SCIENCE (FOCS 2020), 2020, : 1014 - 1021
  • [28] Improved Absolute Approximation Ratios for Two-Dimensional Packing Problems
    Harren, Rolf
    van Stee, Rol
    APPROXIMATION, RANDOMIZATION, AND COMBINATORIAL OPTIMIZATION: ALGORITHMS AND TECHNIQUES, 2009, 5687 : 177 - 189
  • [29] The resolution of packing problems using simulated annealing and genetic algorithms
    Gomez, A
    de la Fuente, D
    Puente, J
    Parreño, J
    STROJNISKI VESTNIK-JOURNAL OF MECHANICAL ENGINEERING, 2005, 51 (05): : 234 - 239
  • [30] A genetic algorithm for two-dimensional bin packing with due dates
    Bennell, Julia A.
    Lee, Lai Soon
    Potts, Chris N.
    INTERNATIONAL JOURNAL OF PRODUCTION ECONOMICS, 2013, 145 (02) : 547 - 560