• 제목/요약/키워드: Two-Sided Assembly Line Balancing

검색결과 9건 처리시간 0.017초

양면 조립라인 밸런싱을 위한 유전알고리듬 (A Genetic Algorithm for Two-sided Assembly Line Balancing)

  • 김여근;김용주;김준혁;곽재승
    • 산업공학
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    • 제12권1호
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    • pp.132-142
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    • 1999
  • Two-sided (left- and right-sided) assembly lines in practice can provide several advantages over one-sided lines in terms of the required line length, throughput time, cost of tools and fixtures, and so on. This paper considers two-sided assembly line balancing with the objective of minimizing line length. The balancing problem is more complicated than that of one-sided lines due to sequence-dependency of tasks assigned to a pair of directly facing workstations. This paper shows how genetic algorithm can be used to solve two-sided assembly line balancing. For this, an encoding and a decoding method suitable to the problem are presented. Proper genetic operators and an evalutation function are also employed. Extensive computational experiments are carried out to show the efficacy of the proposed algorithm. The results show that the algorithm is viable and promising in solution quality and computation time.

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유전알고리듬을 이용한 양면.혼합모델 조립라인 밸런싱 (A Study on the Two-sided and Mixed Model Assembly Line Balancing Using Genetic Algorithm)

  • 이내형;조남호
    • 대한안전경영과학회지
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    • 제4권2호
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    • pp.83-101
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    • 2002
  • In this thesis presents line balancing problems of two-sided and mixed model assembly line widely used in practical fields using genetic algorithm for reducing throughput time, cost of tools and fixtures and improving flexibility of assembly lines. Two-sided and mixed model assembly line is a special type of production line where variety of product similar in product characteristics are assembled in both sides. This thesis proposes the genetic algorithm adequate to each step in tow-sided and mixed model assembly line with suitable presentation, individual, evaluation function, selection and genetic parameter. To confirm proposed genetic algorithm, we apply to increase the number of tasks in case study. And for evaluation the performance of proposed genetic algorithm, we compare to existing algorithm of one-sided and mixed model assembly line. The results show that the algorithm is outstanding in the problems with a larger number of stations or larger number of tasks.

효율적인 유전알고리듬을 이용하여 양면.혼합모델 작업라인 균형에 대한 연구 (A Study of Balancing at Two-sided and Mixed Model Work Line Using Genetic Algorithm)

  • 이내형;조남호
    • 대한안전경영과학회:학술대회논문집
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    • 대한안전경영과학회 2002년도 춘계학술대회
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    • pp.91-97
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    • 2002
  • In this thesis presents line balancing problems of two-sided and mixed model assembly line widely used in practical fields using genetic algorithm for reducing throughput time, cost of tools and fixtures and improving flexibility of assembly lines. Two-sided and mixed model assembly line is a special type of production line where variety of product similar in product characteristics are assembled in both sides. This thesis proposes the genetic algorithm adequate to each step in tow-sided and mixed model assembly line with suitable presentation, individual, evaluation function, selection and genetic parameter. To confirm proposed genetic algorithm, we apply to increase the number of tasks in case study. And for evaluation the performance of proposed genetic algorithm, we compare to existing algorithm of one-sided and mixed model assembly line. The results show that the algorithm is outstanding in the problems with a larger number of stations or larger number of tasks.

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양면 조립라인 밸런싱을 위한 할당규칙 (An Assignment Rule for Balancing Two-sided Assembly Lines)

  • 이태옥;김여근
    • 산업공학
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    • 제10권2호
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    • pp.29-40
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    • 1997
  • This paper considers two-sided (left and right side) assembly lines which are often used, especially in assembling large-sized products such as trucks and buses. A large number of exact algorithms and heuristics have been proposed to balance one-sided lines. However, little attention has been paid to balancing two-sided assembly lines. This paper presents an efficient assignment rule for balancing two-sided assembly lines. The rule involves maximizing relatedness and slackness between works. We first investigate the characteristics of two-sided line balancing and devise new measures for the balancing. We in this rule assign workstations a set of tasks rather than an unit task at a time. a priority rule of assigning the sets is proposed. Extensive computational experiments are carried out to make the performance comparison between the proposed rule and existing ones. The computational results show that our rule is promising in solution quality.

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혼합모델 양면조립라인의 밸런싱과 투입순서를 위한 내공생 진화알고리즘 (An Endosymbiotic Evolutionary Algorithm for Balancing and Sequencing in Mixed-Model Two-Sided Assembly Lines)

  • 조준영;김여근
    • 한국경영과학회지
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    • 제37권3호
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    • pp.39-55
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    • 2012
  • This paper presents an endosymbiotic evolutionary algorithm (EEA) to solve both problems of line balancing and model sequencing in a mixed-model two-sided assembly line (MMtAL) simultaneously. It is important to have a proper balancing and model sequencing for an efficient operation of MMtAL. EEA imitates the natural evolution process of endosymbionts, which is an extension of existing symbiotic evolutionary algorithms. It provides a proper balance between parallel search with the separated individuals representing partial solutions and integrated search with endosymbionts representing entire solutions. The strategy of localized coevolution and the concept of steady-state genetic algorithms are used to improve the search efficiency. The experimental results reveal that EEA is better than two compared symbiotic evolutionary algorithms as well as a traditional genetic algorithm in solution quality.

분지한계법을 이용한 양면조립라인 밸런싱 (Two-sided assembly line balancing using a branch-and-bound method)

  • 김여근;이태옥;신태호
    • 대한산업공학회지
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    • 제24권3호
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    • pp.417-429
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    • 1998
  • This paper considers two-sided (left and right side) assembly lines which are often used, especially in assembling large-sized products such as trucks and buses. A large number of exact algorithms and heuristics have been proposed to balance one-sided lines. However, little attention has been paid to balancing two-sided assembly lines. We present an efficient algorithm based on a branch and bound for balancing two-sided assembly lines. The algorithm involves a procedure for generating an enumeration tree. To efficiently search for the near optimal solutions to the problem, assignment rules are used in the method. New and existing bound strategies and dominance rules are else employed. The proposed algorithm can find a near optimal solution by enumerating feasible solutions partially. Extensive computational experiments are carried out to make the performance comparison between the proposed algorithm and existing ones. The computational results show that our algorithm is promising and robust in solution quality.

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진화알고리즘을 이용한 선취적 다목표 양면조립라인 밸런싱 (Two-Sided Assembly Line Balancing with Preemptive Multiple Goals Using an Evolutionary Algorithm)

  • 송원섭;김여근
    • 한국경영과학회지
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    • 제34권2호
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    • pp.101-111
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    • 2009
  • This paper considers two-sided assembly line balancing with preemptive multiple goals. In the problem, three goals are taken into account in the following priority order : minimizing the number of mated-stations, achieving the goal level of workload smoothness, and maximizing the work relatedness. An evolutionary algorithm is used to solve the multiple goal problems. A new structure is presented in the algorithm, which is helpful to searching the solution satisfying the goals in the order of the priority. The proper evolutionary components such as encoding and decoding method, evaluation scheme, and genetic operators, which are specific to the problem being solved, are designed in order to improve the algorithm's performance. The computational results show that the proposed algorithm is premising in the solution quality.

양측 조립라인 균형문제의 병렬군집 알고리즘 (Parallel Clustering Algorithm for Balancing Problem of a Two-sided Assembly Line)

  • 이상운
    • 한국인터넷방송통신학회논문지
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    • 제22권1호
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    • pp.95-101
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    • 2022
  • NP-난제로 알려진 양측 조립라인 균형문제는 주로 메타휴리스틱 방법들을 적용하여 해를 구하고 있다. 본 논문은 총 작업완료시간 W와 순환시간 c가 주어진 양측 조립라인의 선행순서도에서 좌측, 우측과 좌·우측 무관으로 공정들을 분류하고, 좌측과 우측 각각에 대해 M* = ${\lceil}$W/c${\rceil}$개의 작업대에 Ti = c* ± α < c, c* = ${\lceil}$W/m*${\rceil}$이 되도록 공정들을 할당하는 병렬군집 알고리즘을 제안하였다. 제안된 알고리즘을 4개의 실험데이터, 17개의 c에 적용한 결과, 기존의 메타휴리스틱 방법들에 비해 최소 작업대 수 m*를 구하였으며, Tmax < c로 순환시간을 단축하였다. 또한, 제안된 알고리즘은 휴리스틱 방법임에도 불구하고, 조립라인 효율성의 극대화와 작업자간 작업시간 편차를 최소화시킬 수 있었다.

목표계획법을 위한 진화알고리즘: 양면조립라인 밸런싱 문제에 적용 (An Evolutionary Algorithm for Goal Programming: Application to two-sided Assembly Line Balancing Problems)

  • 송원섭;김여근
    • 한국경영과학회:학술대회논문집
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    • 한국경영과학회 2008년도 추계학술대회 및 정기총회
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    • pp.191-196
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    • 2008
  • This paper presents an evolutionary algorithm for goal programming with preemptive priority. To do this, an evolutionary strategy is suggested which search for the solution satisfying the goals in the order of the priority. Two-sided assembly line balancing problems with multiple goals are used to validate the applicability of the algorithm. In the problems, three goals are considered in the following priority order: minimizing the number of mated-stations, achieving the goal level of workload smoothness, and maximizing the work relatedness. The proper evolutionary components such as encoding and decoding method, evaluation scheme, and genetic operators, which are specific to the problem being solved, are designed in order to improve the algorithm's performance. The computational result is reported.

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