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Sequencing Mixed-model Production Systems by Modified Multi-objective Genetic Algorithms 被引量:5
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作者 WANG Binggang 《Chinese Journal of Mechanical Engineering》 SCIE EI CAS CSCD 2010年第5期537-546,共10页
As two independent problems,scheduling for parts fabrication line and sequencing for mixed-model assembly line have been addressed respectively by many researchers.However,these two problems should be considered simul... As two independent problems,scheduling for parts fabrication line and sequencing for mixed-model assembly line have been addressed respectively by many researchers.However,these two problems should be considered simultaneously to improve the efficiency of the whole fabrication/assembly systems.By far,little research effort is devoted to sequencing problems for mixed-model fabrication/assembly systems.This paper is concerned about the sequencing problems in pull production systems which are composed of one mixed-model assembly line with limited intermediate buffers and two flexible parts fabrication flow lines with identical parallel machines and limited intermediate buffers.Two objectives are considered simultaneously:minimizing the total variation in parts consumption in the assembly line and minimizing the total makespan cost in the fabrication/assembly system.The integrated optimization framework,mathematical models and the method to construct the complete schedules for the fabrication lines according to the production sequences for the first stage in fabrication lines are presented.Since the above problems are non-deterministic polynomial-hard(NP-hard),a modified multi-objective genetic algorithm is proposed for solving the models,in which a method to generate the production sequences for the fabrication lines from the production sequences for the assembly line and a method to generate the initial population are put forward,new selection,crossover and mutation operators are designed,and Pareto ranking method and sharing function method are employed to evaluate the individuals' fitness.The feasibility and efficiency of the multi-objective genetic algorithm is shown by computational comparison with a multi-objective simulated annealing algorithm.The sequencing problems for mixed-model production systems can be solved effectively by the proposed modified multi-objective genetic algorithm. 展开更多
关键词 mixed-model production system SEQUENCING parallel machine BUFFERS multi-objective genetic algorithm multi-objective simulated annealing algorithm
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Genetic Algorithm for Concurrent Balancing of Mixed-Model Assembly Lines with Original Task Times of Models 被引量:1
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作者 Panneerselvam Sivasankaran Peer Mohamed Shahabudeen 《Intelligent Information Management》 2013年第3期84-92,共9页
The growing global competition compels manufacturing organizations to engage themselves in all productivity improvement activities. In this direction, the consideration of mixed-model assembly line balancing problem a... The growing global competition compels manufacturing organizations to engage themselves in all productivity improvement activities. In this direction, the consideration of mixed-model assembly line balancing problem and implementing in industries plays a major role in improving organizational productivity. In this paper, the mixed model assembly line balancing problem with deterministic task times is considered. The authors made an attempt to develop a genetic algorithm for realistic design of the mixed-model assembly line balancing problem. The design is made using the originnal task times of the models, which is a realistic approach. Then, it is compared with the generally perceived design of the mixed-model assembly line balancing problem. 展开更多
关键词 Assembly Line Balancing Cycle Time GENETIC Algorithm CROSSOVER Operation mixed-model
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Mixed-Model U-Shaped Assembly Line Balancing Problems with Coincidence Memetic Algorithm
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作者 Parames Chutima Panuwat Olanviwatchai 《Journal of Software Engineering and Applications》 2010年第4期347-363,共17页
Mixed-model U-shaped assembly line balancing problems (MMUALBP) is known to be NP-hard resulting in it being nearly impossible to obtain an optimal solution for practical problems with deterministic algorithms. This p... Mixed-model U-shaped assembly line balancing problems (MMUALBP) is known to be NP-hard resulting in it being nearly impossible to obtain an optimal solution for practical problems with deterministic algorithms. This paper pre-sents a new evolutionary method called combinatorial optimisation with coincidence algorithm (COIN) being applied to Type I problems of MMUALBP in a just-in-time production system. Three objectives are simultaneously considered;minimum number workstations, minimum work relatedness, and minimum workload smoothness. The variances of COIN are also proposed, i.e. CNSGA II, and COIN-MA. COIN and its variances are tested against a well-known algo-rithm namely non-dominated sorting genetic algorithm II (NSGA II) and MNSGA II (a memetic version of NSGA II). Experimental results showed that COIN outperformed NSGA II. In addition, although COIN-MA uses a marginal CPU time than CNSGA II, its other performances are dominated. 展开更多
关键词 ASSEMBLY LINE Balancing mixed-model U-Line JIT COIN
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Minimizing Products Rates Variation in Just-in-Time Mixed-Model Manufacturing
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作者 Ghorbanali Mohammadi Darius Mohammadi 《American Journal of Operations Research》 2016年第2期147-152,共6页
Mixed-Model assembly lines are often used in manufacturing based on just-in-time techniques. The effective utilization of these lines requires a schedule for assembling the different models be determined. The objectiv... Mixed-Model assembly lines are often used in manufacturing based on just-in-time techniques. The effective utilization of these lines requires a schedule for assembling the different models be determined. The objective is to minimize the total deviation of actual production rates from the desired production rates. Mathematical method with the optimization algorithm is proposed here to solve this problem. To prove the efficiency of the proposed algorithm, a number of test problems are solved. The results show that the proposed algorithm is an efficient and effective algorithm which gives better results with the large problem sizes. This paper presents a practical procedure to minimize total product variation rates, and easy to use by practitioner. 展开更多
关键词 mixed-model Assembly Lines JIT SCHEDULING Optimization MANUFACTURING
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Part Supply Method for Mixed-Model Assembly Lines with Decentralized Supermarkets 被引量:6
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作者 Jietao Dong Linxuan Zhang Tianyuan Xiao 《Tsinghua Science and Technology》 SCIE EI CAS CSCD 2016年第4期426-434,共9页
In-house part supply affects the efficiency of mixed-model assembly lines considerably. Hence, we propose a reliable Just-In-Time part supply strategy with the use of decentralized supermarkets. For a given production... In-house part supply affects the efficiency of mixed-model assembly lines considerably. Hence, we propose a reliable Just-In-Time part supply strategy with the use of decentralized supermarkets. For a given production sequence and line layout, the proposed strategy schedules tow train routing and delivery problems jointly to minimize the number of employed town trains and the traveling time, while ensuring that stations never run out of parts. To solve this problem, a mathematical formulation is proposed for each sub-problem aiming at minimizing supply cost. Then, a dynamic programming algorithm for routing and a greedy algorithm for delivery are developed, both of which are of polynomial runtime. Finally, a computational study is implemented to validate the effectiveness of the strategy, and to investigate the effects of the delivery capacity of tow trains and storage capacity of stations on supply cost. 展开更多
关键词 part supply mixed-model assembly lines SUPERMARKET dynamic programming greedy algorithm
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Hybrid genetic algorithm for a type-Ⅱ robust mixed-model assembly line balancing problem with interval task times 被引量:3
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作者 Jia-Hua Zhang Ai-Ping Li Xue-Mei Liu 《Advances in Manufacturing》 SCIE CAS CSCD 2019年第2期117-132,共16页
The typemixed-model assembly line balancing problem with uncertain task times is a critical problem. This paper addresses this issue of practical significance to production efficiency. Herein, a robust optimization mo... The typemixed-model assembly line balancing problem with uncertain task times is a critical problem. This paper addresses this issue of practical significance to production efficiency. Herein, a robust optimization model for this problem is formulated to hedge against uncertainty. Moreover, the counterpart of the robust optimization model is developed by duality. A hybrid genetic algorithm (HGA) is proposed to solve this problem. In this algorithm, a heuristic method is utilized to seed the initial population. In addition, an adaptive local search procedure and a discrete Levy flight are hybridized with the genetic algorithm (GA) to enhance the performance of the algorithm. The effectiveness of the HGA is tested on a set of benchmark instances. Furthermore, the effect of uncertainty parameters on production efficiency is also investigated. 展开更多
关键词 mixed-model ASSEMBLY LINE ASSEMBLY LINE balancing ROBUST optimization Genetic algorithm (GA) Uncertainty
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AN OPTIMAL KANBAN SYSTEM IN A MULTI-STAGE,MIXED-MODEL ASSEMBLY LINE 被引量:2
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作者 Lei YANG~1 Xiaopeng ZHANG~2 Mingyue JIANG~3 School of Business Administration,South China University of Technology Guangzhou 510640,China 《Journal of Systems Science and Systems Engineering》 SCIE EI CSCD 2010年第1期36-49,共14页
This paper studies the parameter design and the performance optimization of a Kanban system without stockouts in a multi-stage, mixed-model assembly line. The model of a Kanban system based on production processes is ... This paper studies the parameter design and the performance optimization of a Kanban system without stockouts in a multi-stage, mixed-model assembly line. The model of a Kanban system based on production processes is established by examining the relationship among the set-up time, the amount of work in process (WIP), the capacity indicated by a Kanban, and the takt-time ratio. A novel method for optimizing performance on the premise of no stockouts is proposed. Empirical results show that the amount of WIP is reduced remarkably after optimization. 展开更多
关键词 MULTI-STAGE mixed-model assembly line Kanban management amount of WIP one-piece flow
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A dynamic delivery strategy for material handling in mixed-model assembly lines using decentralized supermarkets
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作者 Jietao Dong Linxuan Zhang +1 位作者 Tianyuan Xiao Hui Li 《International Journal of Modeling, Simulation, and Scientific Computing》 EI 2015年第4期73-91,共19页
Material handling has become one of the major challenges in modern production management.Consequently,this paper intends to investigate the part delivery of mixedmodel assembly lines with decentralized supermarkets an... Material handling has become one of the major challenges in modern production management.Consequently,this paper intends to investigate the part delivery of mixedmodel assembly lines with decentralized supermarkets and tow trains.Besides,uncertain exception disturbances,including tow train failures and adjustments of the production sequence,are also considered.To solve this problem,a heuristic-based dynamic delivery strategy is proposed,which dynamically schedules the route,departure time,quantities and types of loaded parts for each tour.To evaluate the performance of this strategy,it is used to solve an instance in comparison with the periodic delivery strategy,experimental results are reported and their performances are compared under different metrics.Moreover,a multi-scenario analysis is employed to determinate the long-term decisions,including the number of tow trains and the route layout.Finally,the critical storage is suggested to be set for each station to avoid part starvation resulting from disturbances,and its effect on the delivery performance is investigated. 展开更多
关键词 mixed-model assembly lines dynamic part delivery SUPERMARKET tow train critical storage.
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Predicting the upper stem diameters and volume of a tropical dominant tree species 被引量:1
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作者 Sunita Ulak Keshav Ghimire +5 位作者 Rabindra Gautam Shes Kanta Bhandari Krishna Prasad Poudel Yajna Prasad Timilsina Dhirendra Pradhan Thakur Subedi 《Journal of Forestry Research》 SCIE CAS CSCD 2022年第6期1725-1737,共13页
Predicting upper stem diameters and individual tree volumes is important for product quantification and can provide important information for the sustainable management of forests of important commercial tree species(... Predicting upper stem diameters and individual tree volumes is important for product quantification and can provide important information for the sustainable management of forests of important commercial tree species(Shorea robusta)in Nepal.The aim of this study was to develop a taper equation for S.robusta.Fifty-four trees were selected and felled in the southern low land of Nepal.A mixed effect modelling approach was used to evaluate 17 different taper functions.‘Leave-one-out cross-validation'was used to validate the fitted taper functions.The variable exponent taper function best fitted our data and described more than 99%of the variation in upper stem diameters.Results also showed significant effects of stand density on tree taper.Individual tree volume prediction using the local volume model developed in this study was more accurate compared to the volume predicted through the taper function and existing volume model.The taper function developed in this study provides the benefit of predicting upper stem diameter and can be used for predicting volume to any merchantable height of individual trees.It will have implications in estimates of volume,biomass,and carbon and thus may be a potential supporting tool in carbon trade and revenue generation. 展开更多
关键词 mixed-model approach Shorea robusta TAPER VOLUME Nepal
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Genetic Dissection of Grain Size Traits Through Genome-Wide Association Study Based on Genic Markers in Rice
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作者 Amrit Kumar NAYAK Anilkumar C +5 位作者 Sasmita BEHERA Rameswar Prasad SAH Gera Roopa LAVANYA Awadhesh KUMAR Lambodar BEHERA Muhammed Azharudheen TP 《Rice science》 SCIE CSCD 2022年第5期462-472,I0032-I0034,共14页
Grain size plays a significant role in rice,starting from affecting yield to consumer preference,which is the driving force for deep investigation and improvement of grain size characters.Quantitative inheritance make... Grain size plays a significant role in rice,starting from affecting yield to consumer preference,which is the driving force for deep investigation and improvement of grain size characters.Quantitative inheritance makes these traits complex to breed on account of several alleles contributing to the complete trait expression.We employed genome-wide association study in an association panel of 88 rice genotypes using 142 new candidate gene based SSR(cgSSR)markers,derived from yield-related candidate genes,with the efficient mixed-model association coupled mixed linear model for dissecting complete genetic control of grain size traits.A total of 10 significant associations were identified for four grain size-related characters(grain weight,grain length,grain width,and length-width ratio).Among the identified associations,seven marker trait associations explain more than 10%of the phenotypic variation,indicating major putative QTLs for respective traits.The allelic variations at genes OsBC1L4,SHO1 and OsD2 showed association between 1000-grain weight and grain width,1000-grain weight and grain length,and grain width and length-width ratio,respectively.The cgSSR markers,associated with corresponding traits,can be utilized for direct allelic selection,while other significantly associated cgSSRs may be utilized for allelic accumulation in the breeding programs or grain size improvement.The new cgSSR markers associated with grain size related characters have a significant impact on practical plant breeding to increase the number of causative alleles for these traits through marker aided rice breeding programs. 展开更多
关键词 best linear unbiased predictor estimate candidate gene based SSR efficient mixed-model association approach genome-wide association study VanRaden kinship
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A Preliminary Study of Just-in-Time Methods for a Seamless Public Transportation Information Framework
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作者 Spring C. Hsu 《Intelligent Information Management》 2012年第1期1-5,共5页
A seamless multimodal transit system has been a goal for transportation planners and users. Owing to the developments of advanced public transportation and telecom technologies such as automatic vehicle location (AVL)... A seamless multimodal transit system has been a goal for transportation planners and users. Owing to the developments of advanced public transportation and telecom technologies such as automatic vehicle location (AVL) and real-time passenger information system, key just-in-time (JIT) concepts can now be realized in process design and coordinated scheduling to shape a seamless multimodal transit system. JIT refers to a production system that times both movements of goods during production and delivery from suppliers together. It meets the same logic for seamless multimodal services. Therefore, this study innovatively analyzes possible public transportation technologies for JIT uses;moreover, to layout the possible application frame-work of a transportation technology based JIT multimodal transit system for main station area in Taipei city. With this innovative framework, multimodal transit services can deliver to the right place at right time. 展开更多
关键词 JUST-IN-TIME (JIT) KANBAN Management mixed-model Production PUBLIC TRANSPORTATION SEAMLESS Services
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Heuristics for Mixed Model Assembly Line Balancing Problem with Sequencing
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作者 Panneerselvam Sivasankaran Peer Mohamed Shahabudeen 《Intelligent Information Management》 2016年第3期41-65,共25页
The growing global competition compels organizations to use many productivity improvement techniques. In this direction, assembly line balancing helps an organization to design its assembly line such that its balancin... The growing global competition compels organizations to use many productivity improvement techniques. In this direction, assembly line balancing helps an organization to design its assembly line such that its balancing efficiency is maximized. If the organization assembles more than one model in the same line, then the objective is to maximize the average balancing efficiency of the models of the mixed model assembly line balancing problem. Maximization of average balancing efficiency of the models along with minimization of makespan of sequencing models forms a multi-objective function. This is a realistic objective function which combines the balancing efficiency and makespan. This assembly line balancing problem with multi-objective comes under combinatorial category. Hence, development of meta-heuristic is inevitable. In this paper, an attempt has been made to develop three genetic algorithms for the mixed model assembly line balancing problem such that the average balancing efficiency of the model is maximized and the makespan of sequencing the models is minimized. Finally, these three algorithms and another algorithm in literature modified to solve the mixed-model assembly line balancing problem are compared in terms of the stated multi-objective function using a randomly generated set of problems through a complete factorial experiment. 展开更多
关键词 Assembly Line Balancing Genetic Algorithm Crossover Operation mixed-model Model Sequencing MAKESPAN
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超越基本粒子标准模型的某些问题
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作者 许弟余 焦善庆 +1 位作者 龚自正 王长江 《吉首大学学报(自然科学版)》 CAS 2009年第1期51-55,共5页
长期受实验支持的标准模型,它的某些基本原理最近已受到实验事实的责难.如:EMC组发现的EMC效应;CLEO组发现的味变中性流夸克转换过程;CDF组发现夸克有结构的迹象及HERA的HI和ZEUS机发现的-l-q共振预示可能存在更深层次的物理;超神冈实... 长期受实验支持的标准模型,它的某些基本原理最近已受到实验事实的责难.如:EMC组发现的EMC效应;CLEO组发现的味变中性流夸克转换过程;CDF组发现夸克有结构的迹象及HERA的HI和ZEUS机发现的-l-q共振预示可能存在更深层次的物理;超神冈实验指出中微子有质量、混合和振荡;多家实验发现光子的夸克/胶子结构,轻子有"反常磁矩"等.这些实验事实都背离了标准模型的基本原理,对其重新审视是必要的. 展开更多
关键词 标准模型 夸克、轻子结构 中微子质量、混合和振荡 “反常荷”和“反常磁矩”
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