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电子产品零部件的三维不规则堆叠优化问题研究

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随着我国电子产品的市场规模逐步增大,体积小轻量化可便携的电子产品的市场需求也逐渐增多.针对电子产品零部件的三维不规则堆叠问题特性以及干涉处理难题,提出嵌入度概念,求解三维不规则堆叠优化问题,为不规则物体的堆叠问题提供新的解决思路.其次,设计基于最小势能思想的差分进化算法,从坐标系的角点开始放置不规则物体,按照重力势能最小思想,使用进退法调整不规则物体的放置位置.与传统的线性规划方法相比,所提出的元启发算法可以解决复杂度较高、规模较大的不规则零件堆叠问题.最后,根据上述建立的数学模型和启发式方法对已有的实验案例进行求解,并分析不同方法对应的求解质量及求解效率.实验结果证明:基于嵌入度的数学规划模型以及启发式方法的求解结果比人工布排的电子产品的体积小,为电子产品的布局设计提供了新的改进方向.
Research on Optimization of Three-dimensional Irregular Stacking of Electronic Components
As the market scale of electronic products in China gradually increases,the market demand for small,lightweight,and portable electronic products is also gradually rising.This paper addresses the three-di-mensional irregular stacking problem of electronic product components,and approaches the issue from three aspects:the presentation of three-dimensional irregular parts,selectable postures,and interference handling methods.By combining the non-interference constraint and practical constraint during the stacking process,it calculates the minimum surface area or volume of the irregular parts and provides a non-interfering and compact stacking scheme for a set of such irregular parts in three-dimensional space.The research methods used in this paper are as follows:First,this paper introduces the concept of embed-ding degree to address the interference problem of three-dimensional irregular objects.The embedding de-gree refers to the maximum distance at which two irregular objects can embed each other in a specific pos-ture,providing a special handling method for the orthogonal placement of three-dimensional irregular ob-jects in space.By introducing the concept of embedding degree,it offers a new solution for the optimization of three-dimensional irregular stacking.Secondly,this paper designs a differential evolution algorithm based on the principle of minimum potential energy,which starts placing irregular objects from the lower-left cor-ner of the coordinate system and iteratively adjusts the placement of irregular objects based on the principle of minimizing gravitational potential energy,thereby obtaining better solutions in large-scale cases.Com-pared to traditional linear programming methods,the proposed meta-heuristic algorithm can handle more complex and larger-scale irregular part stacking problems.Finally,this paper solves existing experimental cas-es based on the established mathematical model and heuristic method and compared the solution quality and efficiency of different methods,finding that linear programming is suitable for solving optimal solutions for small-scale cases but is limited when dealing with large-scale cases;in contrast,the heuristic method can handle large-scale problems but have lower solution efficiency.The experimental results indicate that the solutions obtained from the mathematical programming model based on embedding degree and heuristic method can reduce the final volume of the electronic product stack compared to manual placement.This can provide ideas and directions for improving the layout design of electronic products,as well as offer new solutions for the stacking problem of irregular objects.

3D irregular stacking probleminterference handlingheuristic methoddifferential evolution algorithm

丁一芳、徐素秀、陆一平

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北京理工大学 管理学院,北京 100081

北京交通大学 机械与电子控制工程学院,北京 100044

三维不规则堆叠问题 干涉处理 启发式方法 差分进化算法

2024

物流技术
中国物流生产力促进中心 中国物资流通学会物流技术经济委员会 全国物资流通科技情报站 湖北物资流通技术研究所

物流技术

影响因子:0.506
ISSN:1005-152X
年,卷(期):2024.43(12)