• Title/Summary/Keyword: Dispatching Rules

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A Multi-attribute Dispatching Rule Using A Neural Network for An Automated Guided Vehicle (신경망을 이용한 무인운반차의 다요소배송규칙)

  • 정병호
    • Journal of the Korea Society for Simulation
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    • v.9 no.3
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    • pp.77-89
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    • 2000
  • This paper suggests a multi-attribute dispatching rule for an automated guided vehicle(AGV). The attributes to be considered are the number of queues in outgoing buffers of workstations, distance between an idle AGV and a workstation with a job waiting for the service of vehicle, and the number of queues in input buffers of the destination workstation of a job. The suggested rule is based on the simple additive weighting method using a normalized score for each attribute. A neural network approach is applied to obtain an appropriate weight vector of attributes based on the current status of the manufacturing system. Backpropagation algorithm is used to train the neural network model. The proposed dispatching rules and some single attribute rules are compared and analyzed by simulation technique. A number of simulation runs are executed under different experimental conditions to compare the several performance measures of the suggested rules and some existing single attribute dispatching rules each other.

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A Comparison of Dispatching Rules for Auxiliary Resource Constrained Job Shop Scheduling (추가자원제약을 갖는 Job Shop 작업계획의 성능 비교)

  • Bae Sang-Yun
    • Journal of Korean Society of Industrial and Systems Engineering
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    • v.28 no.1
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    • pp.140-146
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    • 2005
  • This study presents the new dispatching rules of job shop scheduling with auxiliary resource constraint to improve the schedule performance measures related to completion time and due dates. The proposed dispatching rules consider the information of total work remaining and machine utilization to decrease mean flowtime and mean tardiness. The results of computer experiments show that those schedule performances are significantly improved by using the new dispatching rules. The results provide guidance for the researchers and practitioners of auxiliary resource constrained job shop scheduling to decrease mean flowtime and mean tardiness.

A Study of Vehicle Operation Policy in Warehouse (창고에서의 이송장비 운영정책에 관한 연구)

  • Lee, Hue-On;Chae, Jun-Jae;Lee, Moon-Su
    • Journal of Korean Society of Industrial and Systems Engineering
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    • v.34 no.1
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    • pp.1-8
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    • 2011
  • Controlling industrial vehicle operated by human in warehouse was not simple since the information transfer for controlling the vehicle was not easy. However, as the technology for the WMS (Warehouse Management System) has been advanced and the PDA (Personal Digital Assistant) has come into wide use in a workplace, the control of man-operated vehicle became less difficult as do to AGVS (Automated Guided Vehicle System). This study examines the ways to improve the efficiency of warehouse operation through introducing rule of task assignment for the vehicles, particularly forklift. This study, basically, refer to AGV operation policy because a great number of studies for AGV dispatching rule have been done and the mechanism for the controlling vehicles is very similar. The workers in field prefer to simple dispatching rules such as Shortest Retrieval Time First (SRTF), Shortest Travel Time First (STTF), and Longest Waiting Time First (LWTF). However, these rules have potential disadvantage. Thus, several rules made up by combining rules mentioned above are introduced and these new rules use threshold value or evaluation formula. The effectiveness of these new rules are tested by simulation and the results are compared. This study proposes favorable dispatching rules for forklift in warehouse for the efficiency of the vehicle operation and stability of service level.

A Study on Combinatorial Dispatching Decision of Hybrid Flow Shop : Application to Printed Circuit Board Process (혼합 흐름공정의 할당규칙조합에 관한 연구: 인쇄회로기판 공정을 중심으로)

  • Yoon, Sungwook;Ko, Daehoon;Kim, Jihyun;Jeong, Sukjae
    • Journal of Korean Institute of Industrial Engineers
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    • v.39 no.1
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    • pp.10-19
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    • 2013
  • Dispatching rule plays an important role in a hybrid flow shop. Finding the appropriate dispatching rule becomes more challenging when there are multiple criteria, uncertain demands, and dynamic manufacturing environment. Using a single dispatching rule for the whole shop or a set of rules based on a single criterion is not sufficient. Therefore, a multi-criteria decision making technique using 'the order preference by similarity to ideal solution' (TOPSIS) and 'analytic hierarchy process' (AHP) is presented. The proposed technique is aimed to find the most suitable set of dispatching rules under different manufacturing scenarios. A simulation based case study on a PCB manufacturing process is presented to illustrate the procedure and effectiveness of the proposed methodology.

A Reinforcement Learning Model for Dispatching System through Agent-based Simulation (에이전트 기반 시뮬레이션을 통한 디스패칭 시스템의 강화학습 모델)

  • Minjung Kim;Moonsoo Shin
    • Journal of Korean Society of Industrial and Systems Engineering
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    • v.47 no.2
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    • pp.116-123
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    • 2024
  • In the manufacturing industry, dispatching systems play a crucial role in enhancing production efficiency and optimizing production volume. However, in dynamic production environments, conventional static dispatching methods struggle to adapt to various environmental conditions and constraints, leading to problems such as reduced production volume, delays, and resource wastage. Therefore, there is a need for dynamic dispatching methods that can quickly adapt to changes in the environment. In this study, we aim to develop an agent-based model that considers dynamic situations through interaction between agents. Additionally, we intend to utilize the Q-learning algorithm, which possesses the characteristics of temporal difference (TD) learning, to automatically update and adapt to dynamic situations. This means that Q-learning can effectively consider dynamic environments by sensitively responding to changes in the state space and selecting optimal dispatching rules accordingly. The state space includes information such as inventory and work-in-process levels, order fulfilment status, and machine status, which are used to select the optimal dispatching rules. Furthermore, we aim to minimize total tardiness and the number of setup changes using reinforcement learning. Finally, we will develop a dynamic dispatching system using Q-learning and compare its performance with conventional static dispatching methods.

The New Dispatching Rules for Practical Approaches of Job Shop Scheduling (Job Shop 작업계획의 실제적 접근을 위한 할당규칙)

  • 배상윤
    • Journal of Korean Society of Industrial and Systems Engineering
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    • v.25 no.3
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    • pp.41-49
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    • 2002
  • In the study, for the practical approaches of job shop scheduling, we propose the new dispatching rules of job shop scheduling in order to complement the practical applications in the existing researches. The assumed situation for the practical approaches considers the following; relaxation of assumption for capacity constraint by machine flexibility, the addition of the common use of jig and fixture, unbalanced machine workloads and duedate tightness, and produces fast rescheduling that reflects unexpected situations. The performance of the new dispatching rules is compared and analyzed with the existing methods through the computer experiments in the assumed conditions. The results can be useful to improving a field application of the job shop scheduling.

Dispatching rules for assembly job shops with process times relying on machine capacity (장비가용능력에 의존적인 공정시간을 가지는 조립주문생산에서의 우선순위 규칙)

  • Kim, Bong-Hyeok;Na, Dong-Gil;Gil, Guk-Ho;Kim, Dong-Won
    • Proceedings of the Korean Operations and Management Science Society Conference
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    • 2005.05a
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    • pp.517-522
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    • 2005
  • This paper addresses scheduling heuristics for an assembly job-shop that includes at least an assembly process throughout its processes. The assembly job shop has certain characteristics not only considering the precedence relationship between the processes but also considering the processing progress between the parts. In addition, it probably presents a different processing time for the same product according to the order of processes and the point of workable time, due to the difference in the availability of equipments. The paper proposes several priority-based dispatching rules that consider these characteristics of the assembly job-shop, aiming to minimize the total tardiness of products in the shop floor. Computational tests showed that job due date based priority rules significantly outperform existing priority rules in terms of total tardiness.

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A Study on Dispatching Rules in a Flexible Manufacturing System (유연생산시스템에 있어서의 투입우선규칙에 관한 연구)

  • 이근형;황승국;이강우
    • Journal of Korean Society of Industrial and Systems Engineering
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    • v.22 no.52
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    • pp.191-201
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    • 1999
  • There have been a huge volume of researches concerning dispatching rules in job shop environments. Strangely, studies all but one pay no attention to multiple identical jobs due to the existence of production orders each of which calls for a fixed quantity, called an order size, of a specific part. Jobs arrive in the form of production orders in most, if not all, job shop type flexible manufacturing systems. This paper presents simple processing-time-based dispatching rules, and shows experimentally based on simulation that the rules with order-size considerations perform consistently well for tardiness and utilization measures. Several alternative strategies for rule specifications are examined.

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A study on Multi-Attribute AGV Dispatching Rules (다요소를 고려한 AGV 배송규칙에 관한 연구)

  • 이찬기
    • Proceedings of the Korea Society for Simulation Conference
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    • 1999.04a
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    • pp.184-188
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    • 1999
  • The performance of an AGV varies with the applied AGV dispatching rule in the operation of AGVS. This study proposes a multi-attribute AGV dispatching rule. The suggested dispatching rule considers the output queue of a workstation, distance between an idle AGV and a workstation to be served, the input queue of the destination and the remaining job process of a part. This study suggests two types of and the remaining job process of a part. This study suggests two types of multi-attribute dispatching rules. One is an one-stage rule which selects the part to be served considering four attributes simultaneously. The other is a two-stage rule by which a workstation is selected and a part is chosen from the selected workstation. The simulation runs were executed under different experimental conditions to obtain preliminary statistics on the several performance measures.

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Evaluation of Operational Rules for Container Terminals Using Simulation Techniques (시뮬레이션 기법을 이용한 컨테이너터미널 운영규칙의 평가)

  • 장성용;이원영
    • Journal of Korea Port Economic Association
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    • v.18 no.1
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    • pp.27-41
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    • 2002
  • This paper deals with the development of a simulation model for the container terminal, which consists of 3 berths, 8 container cranes, and 16 yard blocks with each yard crane and 90 yard trucks in order to evaluate the various operational rules. The proposed operational rules are 3 ship-dispatching rules, 3 berth allocation rules, 2 crane allocation rules, 2 yard allocation rules, and 2 yard truck allocation rules. These rules are simulated using 4 performance measures, such as ship time in the terminal, ship time in the port, the number of ships processed, and the number of containers handled. The simulation result is as follows: 1) there is no difference among 3 ship-dispatching rules, 2) berth allocation rules depend on performance measures, 3) dynamic crane allocation is better than fixed policy, 4) pooling yard allocation is better than short distance yard allocation rules, and 5) fixed yard truck allocation by berth is a little better than pooling policy.

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