考虑包络面积的不等面积设施布局及改进二叉树求解方法OA
Unequal-Area Facility Layout Considering Envelope Area and Its Solution Method Based on Improved Binary Tree
针对当前不等面积设施布局问题中对布局紧凑性研究的不足,构建同时考虑最小化物料搬运成本与布局包络面积的混合整数规划模型,采用CPLEX对小规模算例进行精确求解验证模型正确性.对于中大规模问题,针对传统切片树或弹性区带架构布局方法具有的局限性问题,提出改进二叉树布局表示方法与轮廓线解码策略,并在解码后使用软、硬压紧策略以提升布局紧凑性.基于该问题的NP-hard特性,进一步设计融合变邻域搜索的改进光向生长算法,在多目标进化过程中结合非支配排序与拥挤距离维护Pareto解集.进行多组不同规模算例的对比实验,结果表明最大能降低搬运成本43.8%,验证了改进二叉树布局方法与算法在求解质量方面的优势.最后,将所提算法应用于锅炉制造车间案例,搬运成本进一步减少了3.49%,验证了算法的优越性.
In view of the insufficient research on layout compactness in the current unequal-area facility layout problem,a mixed-integer programming model is developed to simultaneously minimize material handling cost and layout envelope area.CPLEX is employed to obtain exact solutions for small-scale instances,thereby verifying the correctness of the pro-posed model.For medium-and large-scale problems,considering the limitations of traditional slicing-tree or flexible partition-based layout approaches,an improved binary tree layout representation and a skyline-based decoding strategy are pro-posed,and soft and hard compaction strategies are applied after decoding to enhance layout compactness.Given the NP-hard nature of the problem,an improved light-ray growth algorithm integrated with variable neighborhood search is further designed,in which nondominated sorting and crowding distance are incorporated during the multi-objective evolutionary process to maintain the Pareto solution set.Comparative experiments on multiple benchmark instances of different scales verify the superiority of both the improved binary tree layout representation and the proposed algorithm in terms of solu-tion quality.Finally,the proposed algorithm is applied to a boiler manufacturing workshop case,where the material han-dling cost is reduced by 3.49%,further demonstrating the superiority of the algorithm.
陈绍将;张则强;何宗兴;计丹;宋豪林;刘思璐
西南交通大学 机械工程学院 轨道交通运维技术与装备四川省重点实验室,成都 610031||西南交通大学 设计艺术学院,成都 611756西南交通大学 机械工程学院 轨道交通运维技术与装备四川省重点实验室,成都 610031||西南交通大学 桥梁智能与绿色建造全国重点实验室,成都 611756西南交通大学 机械工程学院 轨道交通运维技术与装备四川省重点实验室,成都 610031西南交通大学 机械工程学院 轨道交通运维技术与装备四川省重点实验室,成都 610031西南交通大学 机械工程学院 轨道交通运维技术与装备四川省重点实验室,成都 610031西南交通大学 创新创业学院,成都 611756||西南交通大学 经济管理学院,成都 610031
机械制造
不等面积设施布局包络面积改进二叉树改进光向生长算法多目标优化
unequal-area facility layoutenvelope areaimproved binary treeimproved phototropism growth algorithmmulti-objective optimization
《计算机工程与应用》 2026 (19)
118-134,17
国家自然科学基金(52375268,52342505,72401239)教育部人文社会科学研究规划基金(23YJA630139)河北省自然科学基金(E2024105031)四川省科技计划项目(2025ZNSFSC0425,2024NSFSC1048).
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