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Mixed integer programming modeling for the satellite three-dimensional component assignment and layout optimization problem
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作者 Yufeng XIA Xianqi CHEN +3 位作者 Zhijia LIU Weien ZHOU Wen YAO Zhongneng ZHANG 《Chinese Journal of Aeronautics》 2025年第6期427-447,共21页
Satellite Component Layout Optimization(SCLO) is crucial in satellite system design.This paper proposes a novel Satellite Three-Dimensional Component Assignment and Layout Optimization(3D-SCALO) problem tailored to en... Satellite Component Layout Optimization(SCLO) is crucial in satellite system design.This paper proposes a novel Satellite Three-Dimensional Component Assignment and Layout Optimization(3D-SCALO) problem tailored to engineering requirements, aiming to optimize satellite heat dissipation while considering constraints on static stability, 3D geometric relationships between components, and special component positions. The 3D-SCALO problem is a challenging bilevel combinatorial optimization task, involving the optimization of discrete component assignment variables in the outer layer and continuous component position variables in the inner layer,with both influencing each other. To address this issue, first, a Mixed Integer Programming(MIP) model is proposed, which reformulates the original bilevel problem into a single-level optimization problem, enabling the exploration of a more comprehensive optimization space while avoiding iterative nested optimization. Then, to model the 3D geometric relationships between components within the MIP framework, a linearized 3D Phi-function method is proposed, which handles non-overlapping and safety distance constraints between cuboid components in an explicit and effective way. Subsequently, the Finite-Rectangle Method(FRM) is proposed to manage 3D geometric constraints for complex-shaped components by approximating them with a finite set of cuboids, extending the applicability of the geometric modeling approach. Finally, the feasibility and effectiveness of the proposed MIP model are demonstrated through two numerical examples"and a real-world engineering case, which confirms its suitability for complex-shaped components and real engineering applications. 展开更多
关键词 Mixed integer programming modeling three-dimensional component assignment layout optimization Phi-function Finite-rectangle method
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Urban Vertical Greening Optimization Supported by Deep Learning and Remote Sensing Technology and Its Application in Smart Ecological Cities
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作者 Jian Sun Peng Li 《Journal of Environmental & Earth Sciences》 2025年第7期144-170,共27页
This research systematically investigates urban three-dimensional greening layout optimization and smart ecocity construction using deep learning and remote sensing technology.An improved U-Net++ architecture combined... This research systematically investigates urban three-dimensional greening layout optimization and smart ecocity construction using deep learning and remote sensing technology.An improved U-Net++ architecture combined with multi-source remote sensing data achieved high-precision recognition of urban three-dimensional greening with 92.8% overall accuracy.Analysis of spatiotemporal evolution patterns in Shanghai,Hangzhou,and Nanjing revealed that threedimensional greening shows a development trend from demonstration to popularization,with 16.5% annual growth rate.The study quantitatively assessed ecological benefits of various three-dimensional greening types.Results indicate that modular vertical greening and intensive roof gardens yield highest ecological benefits,while climbing-type vertical greening and extensive roof gardens offer optimal benefit-cost ratios.Integration of multiple forms generates 15-22% synergistic enhancement.Compared with traditional planning,the multi-objective optimization-based layout achieved 27.5% increase in carbon sequestration,32.6% improvement in temperature regulation,35.8% enhancement in stormwater management,and 42.3% rise in biodiversity index.Three pilot projects validated that actual ecological benefits reached 90.3-102.3% of predicted values.Multi-scenario simulations indicate optimized layouts can reduce urban heat island intensity by 15.2-18.7%,increase carbon neutrality contribution to 8.6-10.2%,and decrease stormwater runoff peaks by 25.3-32.6%.The findings provide technical methods for urban three-dimensional greening optimization and smart eco-city construction,promoting sustainable urban development. 展开更多
关键词 Deep Learning Remote Sensing Image Processing three-dimensional Greening layout optimization Smart Eco-City
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An Adaptive Strategy-incorporated Integer Genetic Algorithm for Wind Farm Layout Optimization
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作者 Tao Zheng Haotian Li +2 位作者 Houtian He Zhenyu Lei Shangce Gao 《Journal of Bionic Engineering》 SCIE EI CSCD 2024年第3期1522-1540,共19页
Energy issues have always been one of the most significant concerns for scientists worldwide.With the ongoing over exploitation and continued outbreaks of wars,traditional energy sources face the threat of depletion.W... Energy issues have always been one of the most significant concerns for scientists worldwide.With the ongoing over exploitation and continued outbreaks of wars,traditional energy sources face the threat of depletion.Wind energy is a readily available and sustainable energy source.Wind farm layout optimization problem,through scientifically arranging wind turbines,significantly enhances the efficiency of harnessing wind energy.Meta-heuristic algorithms have been widely employed in wind farm layout optimization.This paper introduces an Adaptive strategy-incorporated Integer Genetic Algorithm,referred to as AIGA,for optimizing wind farm layout problems.The adaptive strategy dynamically adjusts the placement of wind turbines,leading to a substantial improvement in energy utilization efficiency within the wind farm.In this study,AIGA is tested in four different wind conditions,alongside four other classical algorithms,to assess their energy conversion efficiency within the wind farm.Experimental results demonstrate a notable advantage of AIGA. 展开更多
关键词 Wind farm layout optimization problem Meta-heuristic algorithms ADAPTIVE Integer genetic algorithm
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An extended discrete particle swarm optimization algorithm for the dynamic facility layout problem 被引量:3
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作者 Hassan REZAZADEH Mehdi GHAZANFARI +1 位作者 Mohammad SAIDI-MEHRABAD Seyed JAFAR SADJADI 《Journal of Zhejiang University-Science A(Applied Physics & Engineering)》 SCIE EI CAS CSCD 2009年第4期520-529,共10页
We extended an improved version of the discrete particle swarm optimization (DPSO) algorithm proposed by Liao et al.(2007) to solve the dynamic facility layout problem (DFLP). A computational study was performed with ... We extended an improved version of the discrete particle swarm optimization (DPSO) algorithm proposed by Liao et al.(2007) to solve the dynamic facility layout problem (DFLP). A computational study was performed with the existing heuristic algorithms, including the dynamic programming (DP), genetic algorithm (GA), simulated annealing (SA), hybrid ant system (HAS), hybrid simulated annealing (SA-EG), hybrid genetic algorithms (NLGA and CONGA). The proposed DPSO algorithm, SA, HAS, GA, DP, SA-EG, NLGA, and CONGA obtained the best solutions for 33, 24, 20, 10, 12, 20, 5, and 2 of the 48 problems from (Balakrishnan and Cheng, 2000), respectively. These results show that the DPSO is very effective in dealing with the DFLP. The extended DPSO also has very good computational efficiency when the problem size increases. 展开更多
关键词 Dynamic facility layout problem (DFLP) Particle swarm optimization (PSO) optimization Heuristic method
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Current Research Situations,Problems and Recommendations of Land Use Structure and Layout Optimization
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作者 Yuting DONG Zisheng YANG 《Asian Agricultural Research》 2020年第7期22-29,共8页
Land is the foundation for human survival and development,and all human social and economic activities are inseparable from the land as a space carrier.With the continuous development of China's social economy,Chi... Land is the foundation for human survival and development,and all human social and economic activities are inseparable from the land as a space carrier.With the continuous development of China's social economy,China is facing new social development needs such as urban-rural integration and rural revitalization.At the same time,China starts to attach great importance to ecology and has proposed the concept that lucid waters and lush mountains are invaluable assets.In this situation,the rational use of land resources,the optimization of land use structure and layout are also facing new challenges and problems,and more comprehensive consideration is required to make relevant optimization.Using the method of literature comparative analysis,from the conceptual connotation,basic theory,method model,and specific practice of land use structure and layout optimization,this paper analyzed and summarized the current research situations and problems,and finally came up with recommendations for the future research. 展开更多
关键词 Land use structure optimization layout optimization Current research situations problems and recommendations Literature comparative analysis
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Layout problem of multi-component systems arising for improving maintainability 被引量:5
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作者 罗旭 杨拥民 +2 位作者 葛哲学 温熙森 官凤娇 《Journal of Central South University》 SCIE EI CAS 2014年第5期1833-1841,共9页
To improve the mainlainability design efficiency and quality, a layout optimization method for maintainability of multi-component systems was proposed. The impact of the component layout design on system maintainabili... To improve the mainlainability design efficiency and quality, a layout optimization method for maintainability of multi-component systems was proposed. The impact of the component layout design on system maintainability was analyzed, and the layout problem for maintainability was presented. It was formulated as an optimization problem, where maintainability, layout space and distance requirement were formulated as objective functions. A multi-objective particle swarm optimization algorithm, in which the constrained-domination relationship and the update strategy of the global best were simply modified, was then used to obtain Pareto optimal solutions for the maintainability layout design problem. Finally, application in oxygen generation system of a spacecraft was studied in detail to illustrate the effectiveness and usefulness of the proposed method. The results show that the concurrent maintainability design can be carried out during the layout design process by solving the layout optimization problem for maintainability. 展开更多
关键词 MAINTAINABILITY layout problem optimization multi-component system multi-objective particle swarm optimization
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A Mixed-Integer Programming Formulation for a Simplified Model of the Double Row Layout Problem
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作者 GUAN Jian LIN Geng +1 位作者 FENG Huibin RUAN Zhiqiang 《Wuhan University Journal of Natural Sciences》 CAS CSCD 2023年第5期433-440,共8页
The double row layout problem(DRLP)is to assign facilities on two rows in parallel so that the total cost of material handling among facilities is minimized.Since it is vital to save cost and enhance productivity,the ... The double row layout problem(DRLP)is to assign facilities on two rows in parallel so that the total cost of material handling among facilities is minimized.Since it is vital to save cost and enhance productivity,the DRLP plays an important role in many application fields.Nevertheless,it is very hard to handle the DRLP because of its complex model.In this paper,we consider a new simplified model for the DRLP(SM-DRLP)and provide a mixed integer programming(MIP)formulation for it.The continuous decision variables of the DRLP are divided into two parts:start points of double rows and adjustable clearances between adjacent facilities.The former one is considered in the new simplified model for the DRLP with the purpose of maintaining solution quality,while the latter one is not taken into account with the purpose of reducing computational time.To evaluate its performance,our SM-DRLP is compared with the model of a general DRLP and the model of another simplified DRLP.The experimental results show the efficiency of our proposed model. 展开更多
关键词 facility layout mixed integer programming double row layout problem production optimization manufacturing design
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THE CHARACTERISTIC FINITE ELEMENT ALTERNATING-DIRECTION METHOD AND ANALYSIS FOR THREE-DIMENSIONAL NUMERICAL RESERVOIR SIMULATION
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作者 袁益让 《Numerical Mathematics A Journal of Chinese Universities(English Series)》 SCIE 1999年第1期21-34,共14页
Petroleum science has made remarkable progress in organic geochcmistry and in the research into the theories of petroleum origin, its transport and accumulation. In estimating the oil-gas resources of a basin, the kno... Petroleum science has made remarkable progress in organic geochcmistry and in the research into the theories of petroleum origin, its transport and accumulation. In estimating the oil-gas resources of a basin, the knowledge of its evolutionary history and especially the numerical computation of fluid flow and the history of its changes under heat is vital. The mathematical model can be described as a coupled system of nonlinear partial differentical equations with initial-boundary value problems. This thesis, from actual conditions such as the effect of fluid compressibility and the three-dimensional characteristic of large-scale science-engineering computation, we put forward a kind of characteristic finite element alternating-direction schemes and obtain optimal order estimates in L^2 norm for the error in the approximate assumption. 展开更多
关键词 three-dimensional problem COMPRESSIBILITY alternating-direction characteritic FINITE element optimal order error ESTIMATES in L^2.
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An Algorithm for Solving Generalized Single Row Facility Layout Problem
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作者 Mana Meskar Kourosh Eshghi 《American Journal of Operations Research》 2020年第6期299-320,共22页
Layout design problem is to determine a suitable arrangement for the departments so that the total costs associated with the flow among departments become least. Single Row Facility Layout Problem, SRFLP, is one of &l... Layout design problem is to determine a suitable arrangement for the departments so that the total costs associated with the flow among departments become least. Single Row Facility Layout Problem, SRFLP, is one of </span></span><span style="font-family:Verdana;"><span style="font-family:Verdana;"><span style="font-family:Verdana;">the </span></span></span><span><span><span style="font-family:""><span style="font-family:Verdana;">layout problems that have many practical applications. This problem and its specific scenarios are often used to model many of the raised issues in the field of facility location. SRFLP is an arrangement of </span><i><span style="font-family:Verdana;">n</span></i><span style="font-family:Verdana;"> departments with a specified length in a straight line so that the sum of the weighted distances between the pairs of departments is minimized. This problem is NP-hard. In this paper, first, a lower bound for a special case of SRFLP is presented. Then, a general </span><span style="font-family:Verdana;">case of SRFLP is presented in which some new and real assumptions are added to generate more practical model. Then a lower bound, as well as an algorithm, is proposed for solving the model. Experimental results on some instances in literature show the efficiency of our algorithm. 展开更多
关键词 Single Row Facility layout problem Facility Location Plant layout optimization Cuckoo optimization Algorithm
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基于SLP-QAP融合模型的医院住院部布局优化研究
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作者 罗毓灵 潘杰 《中国医院管理》 北大核心 2025年第9期74-76,共3页
目的针对医院住院部布局中的资源错配等问题,提出系统化布局规划(SLP)-二次分配问题(QAP)融合优化方法,通过量化科室功能关联性与患者流动密度,重构楼层布局,提升医院运营效率与管理效能。方法基于绵竹市某三甲医院3年病种数据、1年科... 目的针对医院住院部布局中的资源错配等问题,提出系统化布局规划(SLP)-二次分配问题(QAP)融合优化方法,通过量化科室功能关联性与患者流动密度,重构楼层布局,提升医院运营效率与管理效能。方法基于绵竹市某三甲医院3年病种数据、1年科室流量数据、楼层实测距离,构建“功能-流程”双维度关联矩阵,结合QAP模型和混合编码遗传算法求解。结果优化后总运营成本(流量×距离)降低27.6%,高频协作科室实现相邻布局,高流量科室被分配至核心功能区域邻近楼层。结论从运营优化视角构建了医院住院部布局重构的决策工具,通过SLP-QAP融合模型驱动科室协同与资源配置效率提升,符合《“健康中国2030”规划纲要》的要求。未来可进一步纳入动态成本预测与区域疾病谱适配机制,增强模型的长期管理价值。 展开更多
关键词 医院 布局优化 系统化布局规划 二次分配问题
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基于多式联运发展的铁路物流基地功能布局优化研究 被引量:1
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作者 潘文献 《铁路物流》 2025年第4期1-6,共6页
多式联运是铁路货运发展的主要方向,铁路物流基地作为多式联运的重要节点,在多式联运体系中具有基础性、战略性、先导性作用。为满足多式联运发展需要,适应铁路货运市场变化,在分析济南局集团公司10个建成铁路物流基地应用现状基础上,... 多式联运是铁路货运发展的主要方向,铁路物流基地作为多式联运的重要节点,在多式联运体系中具有基础性、战略性、先导性作用。为满足多式联运发展需要,适应铁路货运市场变化,在分析济南局集团公司10个建成铁路物流基地应用现状基础上,采用对比分析法和归纳推理法,提出了作业流线和功能区设计等方面不适应多式联运发展的问题,依据铁路物流基地设计规范和多式联运发展要求,提出了铁路物流基地作业流线和功能区设计、货物线和仓储设施通用化设计以及包件、集装箱、特货、冷藏作业区功能设置优化建议和适用范围,为提高铁路物流基地多式联运水平,发挥铁路物流基地网络节点作用,实现铁路货运高质量发展提供理论参考。 展开更多
关键词 多式联运 铁路物流基地 问题分析 功能布局 优化建议
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Layout Optimization for the Dishes Installed on a Rotating Table——The Packing Problem With Equilibrium Behavioural Constraints 被引量:14
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作者 滕弘飞 孙守林 +1 位作者 葛文海 钟万勰 《Science China Mathematics》 SCIE 1994年第10期1272-1280,共9页
The layout optimization for the dishes installed on a rotating table is investigated. This is a packing problem with equilibrium behavioural constraints. To deal with its layout topo-models and initial layout, a mathe... The layout optimization for the dishes installed on a rotating table is investigated. This is a packing problem with equilibrium behavioural constraints. To deal with its layout topo-models and initial layout, a mathematical model and heuristic approaches, including the method of model-changing iteration (MCI) and the method of main objects topo-models (MOT), are proposed, with a series of intuitive algorithms embedded in, such as the technique for the search under the initial guess and the strategies for remission of "combinatorial explosion" . The validity and reliability of the proposed algorithms are verified by numerical examples and engineering applications, which could be used in satellite module, multiple spindle box, rotating structure and so on. 展开更多
关键词 BEHAVIOURAL CONSTRAINTS packing layout optimization HEURISTIC approach NP-HARD problem spacecraft.
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The Model for Two-dimensional Layout Optimization Problem with Performance Constraints and Its Optimality Function 被引量:2
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作者 XuZhang En-minFeng 《Acta Mathematicae Applicatae Sinica》 SCIE CSCD 2004年第3期401-410,共10页
This paper studies the two-dimensional layout optimization problem. An optimization model with performance constraints is presented. The layout problem is partitioned into finite subproblems in terms of graph theory, ... This paper studies the two-dimensional layout optimization problem. An optimization model with performance constraints is presented. The layout problem is partitioned into finite subproblems in terms of graph theory, in such a way of that each subproblem overcomes its on-off nature optimal variable. A minimax problem is constructed that is locally equivalent to each subproblem. By using this minimax problem, we present the optimality function for every subproblem and prove that the first order necessary optimality condition is satisfied at a point if and only if this point is a zero of optimality function. 展开更多
关键词 Two-dimensional layout problem semi-infinite optimization optimality function
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面向智能车间的动态过道布置问题建模与优化 被引量:1
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作者 张则强 赵敏捷 +1 位作者 刘思璐 计丹 《华中科技大学学报(自然科学版)》 EI CAS CSCD 北大核心 2024年第6期17-23,101,共8页
针对传统过道布置鲜少考虑快速响应生产需求变化及加工产品组合的灵活性的不足,构建了一种双目标动态过道布置问题数学模型.通过调整不同阶段的设施位置,以达到总物料搬运成本及设施重组成本之和与布局面积最小化的目的.由于双目标动态... 针对传统过道布置鲜少考虑快速响应生产需求变化及加工产品组合的灵活性的不足,构建了一种双目标动态过道布置问题数学模型.通过调整不同阶段的设施位置,以达到总物料搬运成本及设施重组成本之和与布局面积最小化的目的.由于双目标动态过道布置问题具有多项式复杂程度的非确定性问题(NP-hard)的特征,因此又提出了一种基于帕累托(Pareto)占优的多目标改进猫群算法.首先将基本猫群算法离散化;然后引入帕累托占优思想和拥挤距离机制处理双目标结果,并嵌入变邻域搜索结构加快算法寻优;最后采用所提算法测试大量不同规模算例,并与其他算法结果进行对比,验证了该算法的有效性和优越性. 展开更多
关键词 过道布置问题 动态布局 猫群优化算法 多目标优化 混合整数规划模型
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眼前山铁矿采区稳定性微震监测可行性研究 被引量:1
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作者 陈晓云 彭府华 +2 位作者 任海龙 刘显锋 张洪昌 《湖南有色金属》 CAS 2024年第1期1-4,37,共5页
文章介绍了眼前山铁矿工程背景及回采过程中面临的地压问题,结合多通道微震监测技术特点,制定了覆盖采区的48通道微震监测系统技术方案。采用D值最优设计理论,对传感器进行了优化布置,确定的采区微震监测技术方案可实现回采过程中采区... 文章介绍了眼前山铁矿工程背景及回采过程中面临的地压问题,结合多通道微震监测技术特点,制定了覆盖采区的48通道微震监测系统技术方案。采用D值最优设计理论,对传感器进行了优化布置,确定的采区微震监测技术方案可实现回采过程中采区稳定性实时、在线和全方位立体监测,为采区安全回采提供技术支撑。 展开更多
关键词 露天转地下 地压问题 微震监测 传感器优化布置
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旋转锥体空间中圆柱体群的布局优化 被引量:8
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作者 滕弘飞 刘义军 +2 位作者 葛文海 孙大新 钟万勰 《计算机学报》 EI CSCD 北大核心 1993年第7期519-525,共7页
旋转圆锥体空间中不等圆柱体群的布局为人造卫星再入舱布局的简化模型,属带动力性能约束的Packing优化问题,具有NP难度。本文提出了模式迭换法,用以构造布局拓扑模式,形成初始布局方案;推荐了在此初始布局方案下进行布局寻优的算法;给... 旋转圆锥体空间中不等圆柱体群的布局为人造卫星再入舱布局的简化模型,属带动力性能约束的Packing优化问题,具有NP难度。本文提出了模式迭换法,用以构造布局拓扑模式,形成初始布局方案;推荐了在此初始布局方案下进行布局寻优的算法;给出了缓解“组合爆炸”的技巧和算例验证。此类问题具有广阔的工程应用前景。 展开更多
关键词 旋转圆锥体空间 动力装填 布局优化 布局拓扑 启发式算法 NP-完全问题 人造卫星 再入舱
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求解单行布局问题的一种变邻域搜索算法 被引量:6
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作者 张则强 谭思捷 +1 位作者 黄玉真 程文明 《中国机械工程》 EI CAS CSCD 北大核心 2013年第20期2791-2796,共6页
设施布局问题对于企业内部的物流合理化起着重要作用,单行布局问题作为设施布局问题的一个典型特例,属NP-hard问题,常规方法难以精确求解。针对单行布局问题的复杂性,提出了一种改进的变邻域搜索算法进行求解。首先构建单行布局问题的... 设施布局问题对于企业内部的物流合理化起着重要作用,单行布局问题作为设施布局问题的一个典型特例,属NP-hard问题,常规方法难以精确求解。针对单行布局问题的复杂性,提出了一种改进的变邻域搜索算法进行求解。首先构建单行布局问题的数学模型,然后分析模型并构造一种有效的初始解;针对问题特征,设计了4种邻域结构,该邻域结构采用了从简单到复杂的推进搜索机制;改进了局部搜索算法并对邻域结构进行搜索;最后进行了实例验证,并与多种经典算法进行了对比,结果表明,所提变邻域搜索算法可在短时间内得到单行布局问题高质量的近优解。 展开更多
关键词 单行布局问题 变邻域搜索算法 设施布局问题 优化
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一种结合多目标免疫算法和线性规划的双行设备布局方法 被引量:24
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作者 左兴权 王春露 赵新超 《自动化学报》 EI CSCD 北大核心 2015年第3期528-540,共13页
设备布局对于提高生产效率和降低运营成本具有重要意义.本文针对半导体加工制造中常见的双行设备布局问题,提出了一种结合多目标免疫算法和线性规划的双行设备布局方法来同时优化物料流成本和布局面积两个目标.首先,建立了问题的混合整... 设备布局对于提高生产效率和降低运营成本具有重要意义.本文针对半导体加工制造中常见的双行设备布局问题,提出了一种结合多目标免疫算法和线性规划的双行设备布局方法来同时优化物料流成本和布局面积两个目标.首先,建立了问题的混合整数规划模型;其次,针对问题既含有组合方面(机器排序)又含有连续方面(机器精确位置)的特点,分别设计了一种多目标免疫算法来获取非支配的机器排序集合,提出了一种基于线性规划的方法来构造任一非支配机器排序对应的连续的非支配解集;最后,由所有连续的非支配解来构造最后Pareto解.实验结果表明,该方法对于小规模问题能获得最优Pareto解,对于大规模问题能够获得具有良好分布性的Pareto解且其质量远好于NSGA-II和精确算法获得的解. 展开更多
关键词 设备布局问题 免疫算法 多目标优化 线性规划
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旋转舱内圆柱体及长方体群布局优化 被引量:9
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作者 滕弘飞 孙守林 +2 位作者 葛文海 杨永辉 娄汉文 《大连理工大学学报》 EI CAS CSCD 北大核心 1993年第3期303-310,共8页
以简化的人造卫星回收舱优化布局为对象,研究旋转舱内长方体与圆 柱体群待布物的布局优化.待布物在舱内承重板上下两基面上布置,属于 带性能约束的三维装填布局优化问题、NP-困难问题.给出于该布局优化数 学模型、求解过程、启... 以简化的人造卫星回收舱优化布局为对象,研究旋转舱内长方体与圆 柱体群待布物的布局优化.待布物在舱内承重板上下两基面上布置,属于 带性能约束的三维装填布局优化问题、NP-困难问题.给出于该布局优化数 学模型、求解过程、启发式算法.该启发式算法的思路是,尽量构造非同胚 的布局拓朴形式,再在此拓扑模式下进行布局寻优,并借助于敏度分析,暂 时消除约束等技巧,反复迭代,直至达到结束准则.优化过程中采用了先二 维后三维的分步优化方法,并编写了相应的软件.文后给出了算例. 展开更多
关键词 人造卫星 旋转壳体 布局 最佳化
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基于粗精调技术的求解带平衡约束圆形Packing问题的拟物算法 被引量:8
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作者 何琨 莫旦增 +1 位作者 许如初 黄文奇 《计算机学报》 EI CSCD 北大核心 2013年第6期1224-1234,共11页
带平衡约束的圆形Packing问题是以卫星舱布局为背景的具有NP难度的布局优化问题.文中建立了此问题相应的数学模型,同时提出了两个新的物理模型,并受工艺加工过程中"粗精加工"现象的启发,提出了基于粗精调技术的拟物算法QPCFA... 带平衡约束的圆形Packing问题是以卫星舱布局为背景的具有NP难度的布局优化问题.文中建立了此问题相应的数学模型,同时提出了两个新的物理模型,并受工艺加工过程中"粗精加工"现象的启发,提出了基于粗精调技术的拟物算法QPCFA.该算法既兼顾了搜索空间的多样性以利于全局搜索,又能对有前途的局部区域进行精细搜索以找到相应的局部最优解.同时,在计算过程中引入禁忌技术和跳坑策略,以提高算法的求解质量.对国际上11个代表性的算例进行了计算,QPCFA更新了其中7个算例的最好记录,其余4个与目前的最好记录基本持平,且与目前的最好结果相比在计算精度上均有较大的提高. 展开更多
关键词 PACKING问题 布局优化 拟物 平衡约束 粗精调技术
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