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The Study of 2D Irregular Packing Problem
Author: ZengPing
Tutor: WangDongYunï¼›FanWeiFu
School: Zhongyuan Institute of Technology
Course: Control Theory and Control Engineering
Keywords: Irregular nesting Heuristic algorithm Genetic Algorithms Particle swarm optimization Virtual force
CLC: O224
Type: Master's thesis
Year: 2011
Downloads: 80
Quote: 0
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Abstract
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The main content of this study is two-dimensional irregular nesting problems . The discharge is a widely used in industrial production , an important problem is a combinatorial optimization NP-complete problem . It is widely used in garment cutting , steel cutting , shoe-making industry , furniture manufacturing industry . The research objectives of this problem lies in how to make full use of the raw material consumption , to improve economic efficiency . Dimensional irregular nesting problems is a hot spot of research in recent years , it has a very important practical value . Approximation algorithms and heuristic algorithm of a lack of paper pointed out , the proposed use of the intelligent optimization algorithms to solve the nesting problem is a more effective method to determine the various irregular pieces to be row rotation angle and mirror , and is responsible for implementing the irregular geometric calculation algorithm to be ranked member operations such as rotate, move . Intelligent optimization algorithm is responsible for the overall optimization of the discharge process , we selected genetic algorithm and particle swarm optimization algorithm is applied to the two-dimensional irregular nesting problems introduction of optimal layout will be a hybrid optimization algorithm based on genetic algorithm and particle swarm optimization feeding areas. Late in the iteration for genetic particle swarm optimization is easy to fall into local optimum of this phenomenon , this paper proposes a virtual force combining the improved genetic particle swarm optimization , formed genetic particle swarm optimization based on virtual force . Genetic particle swarm algorithm to generate the initial arrangement of parts to be a row of virtual force algorithm introduced on the basis of the initial arrangement iterative optimization . And applied to the discharge process , compared with the genetic particle swarm algorithm to improve the utilization of the fabric . Finally, through the analysis of the experimental data , the following conclusions : (1) hybrid intelligent optimization algorithm is better than separate optimization algorithm nesting effect ; (2) separate genetic effect than genetic particle swarm algorithm based on virtual force nesting particle swarm algorithm discharge better .
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CLC: > Mathematical sciences and chemical > Mathematics > Operations Research > Optimization of the mathematical theory
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