• Title/Summary/Keyword: Flow Shop Model

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Automatic Collection of Production Performance Data Based on Multi-Object Tracking Algorithms (다중 객체 추적 알고리즘을 이용한 가공품 흐름 정보 기반 생산 실적 데이터 자동 수집)

  • Lim, Hyuna;Oh, Seojeong;Son, Hyeongjun;Oh, Yosep
    • The Journal of Society for e-Business Studies
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    • v.27 no.2
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    • pp.205-218
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    • 2022
  • Recently, digital transformation in manufacturing has been accelerating. It results in that the data collection technologies from the shop-floor is becoming important. These approaches focus primarily on obtaining specific manufacturing data using various sensors and communication technologies. In order to expand the channel of field data collection, this study proposes a method to automatically collect manufacturing data based on vision-based artificial intelligence. This is to analyze real-time image information with the object detection and tracking technologies and to obtain manufacturing data. The research team collects object motion information for each frame by applying YOLO (You Only Look Once) and DeepSORT as object detection and tracking algorithms. Thereafter, the motion information is converted into two pieces of manufacturing data (production performance and time) through post-processing. A dynamically moving factory model is created to obtain training data for deep learning. In addition, operating scenarios are proposed to reproduce the shop-floor situation in the real world. The operating scenario assumes a flow-shop consisting of six facilities. As a result of collecting manufacturing data according to the operating scenarios, the accuracy was 96.3%.

Job Route Selection Model for Line Balancing of Flexible PCB Auto-Insertion Line (유연 PCB 자동삽입라인의 부하 평준화를 위한 작업흐름선택모델)

  • Ham, Ho-Sang;Kim, Young-Hui;Chang, Yun-Koo
    • Journal of Korean Institute of Industrial Engineers
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    • v.20 no.4
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    • pp.5-21
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    • 1994
  • We have described the optimal process route selection model for the PCB(printed circuit board) auto-insertion line. This PCB assembly line is known as a FFL(flexible flow line) which produces a range of products keeping the flow shop properties. Under FFL environments, we have emphasized the balancing of work-loads in order to maximize total productivity of PCB auto-insertion line. So we have developed a heuristic algorithm based on a work-order selection rule and min-max concept for the job route selection model.

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On-line Scheduling Analysis for Job-Shop Type FMS

  • Lee, Jeong Hwan
    • Journal of Korean Society of Industrial and Systems Engineering
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    • v.24 no.64
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    • pp.63-76
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    • 2001
  • This paper presents a job-shop type flexible manufacturing system(FMS) scheduling problem and examines the effects of scheduling rules on the performance of FMS. Several machine and AGV scheduling rules are tested against the mean flow-time criterion. In this paper, I compare the rules under various experimental conditions by using an FMS simulation model. One of the objectives of this study is to discuss how the simulation-based scheduling problem can be operated. The other is to measure sensitivity of the rules to changes at inter arrival time, queue capacity, breakdown rates for machines and AGV, and AGV speed. Therefore, the results of simulation experiments were considered on FMS design and operating stages. A comprehensive bibliograph? is also presented in the paper.

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Object-Oriented Petri Net Model for Representation of Flexible Process Plan (유연공정계획 표현을 위한 객체지향형 페트리네트 모델)

  • Lee, Kyung-Huy
    • Journal of Korean Institute of Industrial Engineers
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    • v.23 no.4
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    • pp.669-686
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    • 1997
  • In this research, an object-oriented Petri net model for representing a flexible process plan is proposed, which is hierarchically multi-faceted for supporting planning, scheduling, and shop floor control functions. The multi-faceted process plan model consists of the following: a) an object model which represents on object-oriented data model, b) a static model which represents a process flow model with process alternatives, and c) a dynamic model which represents a process activity model with resources alternatives, of a flexible process plan. Petri nets allow the static and the dynamic process plan models to be represented in a unified formalism with an ease of model transformation. The multi-faceted process plan model suggested in this paper, is illustrated with a prismatic port in comprehensive detail.

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Scheduling of Factory Automation Systems Using Timed Petri Nets (시간 사양 페트리 네트를 이용한 공장자동화 시스템의 스케쥴링)

  • ;Zeungnam Bien
    • The Transactions of the Korean Institute of Electrical Engineers
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    • v.39 no.9
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    • pp.1006-1016
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    • 1990
  • A scheduler for a class of Factory Automation (FA) systems is suggested. The technique of Timed Petri Nets is used to model FA systems and, a new concept called Unit Timed Petri Nets is proposed to schedule the system. The scheduler consists of two parts, scheduling rules and input jobs. Since flexibility should be an indispensable ingredient of the scheduler for FA systems, the method using Timed Petri Nets is adopted to represent scheduling rules in a simple and systematic manner and the scheduler is implemented with the PROLOG language. The proposed scheduler is applied to the realistic problem of flow shop.

Material Handling System Improvement Analysis Applying Simulation Technique (시뮬레이션 기법(技法)을 이용한 물류(物流) 시스템 개선(改善)에 관한 연구(硏究))

  • Shin, Hyeon-Pio;Park, Sung-Yeon;Lee, Hwa-Ki
    • IE interfaces
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    • v.5 no.1
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    • pp.35-46
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    • 1992
  • This paper deals with analysis of material handling system efficiency of a heat-exchanger manufacturing line. This line is a typical flow shop type assembly line which consists of 10 steps of assembly stations. Each station have one or two workers who assemble and move components for the job, and no special transporters for component's movement. Therfore, all the workers are involoved in unnecessary moving activities which decrease overall production efficiencies of the line. To improve productivities, production outputs and worker's job performances for this assembly line, the several alternatives are considered such as installing new conveyor lines and automatic guided vehicle(AGV) system. Analyzing economic feasibilities and responses of the system alternatives, an experimental simulation model is built suing SIMAN Ver. 3. 5 simulation language with CINEMA package for animation of the process flow. Through this animation process a vivid picturial analysis could performed on the process flow.

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A Case Study of Simulation for the Design of Crankshaft Line in an Automotive Engine Shop (자동차 엔진공장의 크랭크샤프트 라인설계를 위한 시뮬레이션 사례연구)

  • Moon, Dug-Hee;Xu, Te;Shin, Woo-Young
    • Journal of the Korea Society for Simulation
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    • v.17 no.2
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    • pp.1-12
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    • 2008
  • The major components of an engine are the cylinder block, cylinder head, crankshaft, connecting rod, and camshaft, which are more popularly known as the 5 C's. Thus, the engine shop usually consists of six sub-lines, including five machining lines and one assembly line. The flow line is the typical concept of the layout when the engineer designs the engine shop. This paper introduces a simulation study regarding the new crankshaft machining line in a Korean automotive factory. The major factors for designing the machining line are considered, and their effects on the system performance are evaluated with a three-dimensional(3D) simulation model that is developed with $QUEST^{(R)}$. The initial layout is analyzed using the simulation model, and we suggest some ideas for improvement.

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Design of Cellular Layout based on Genetic Algorithm (유전 알고리즘에 기초한 셀 배치의 설계)

  • Lee, Byung-Uk;Cho, Kyu-Kap
    • Journal of the Korean Society for Precision Engineering
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    • v.16 no.6
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    • pp.197-208
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    • 1999
  • This paper presents an operation sequence-based approach for determining machine cell layout in a cellular manufacturing environment. The proposed model considers the sequence of operations in evaluating the intercell and intracell movements. In this paper, design of cellular layout has an objective of minimization of total material flow among facilities, where the total material flow is defined as a weighted sum of both intercell and intracell part movements. The proposed algorithm is developed by using genetic algorithm and can be used to design an optimal cellular layout which can cope with changes of shop floor situation by considering constraints such as the number of machine cells and the number of machines in a machine cell.

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Study Analysis of Big Box Retailer Parking Lot User's Satisfaction (대형 할인매장 주차장 이용만족도의 영향요인 분석)

  • Lim, Joon-Bum;Lee, Soo-Beom;Sung, Jung-Gon;Park, Jun-Tae
    • Journal of the Korean Society of Safety
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    • v.27 no.4
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    • pp.128-133
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    • 2012
  • This research has analyzed factors affecting customers' satisfaction when they use parking lots of big retailers so that, in case of constructing, operating or managing such retailers, proper measures can be come up with. The analysis has been implemented on the basis of survey, and influence factors including entry/exit lamp, parking cars' traffic flow, parking type, pedestrians' movement after parking and safety. Parking lot users' satisfaction has been analyzed by using the Structural Equation Modelling and, as a result of it, in case of a detached or single building, pedestrians' movement flow after parking contributed the most to the users' satisfaction, while, in case of multipurpose complex, parking cars' traffic flow has the most influential factor. It is interpreted that users of a single building put a bigger emphasis on entry to the shop and their way back to the parked area after their shopping while customers of multipurpose complex might have various purposes of visiting the place and there are relatively more cars so that they put more emphasis on traffic counterflow, other cars and pedestrians.

A Conceptual Model Study For J.I.T(Just In Time) Construction Managemaent On High-rise Building-Concerned On Resource Life Cycle Of Concrete Construction- (고층건축공사 적시생산을 위한 관리모델 사례 -콘크리트 자재의 Life Cycle을 중심으로-)

  • Song Young-Suk;Lim Hyung-Chul;Choi Yun-Ki
    • Korean Journal of Construction Engineering and Management
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    • v.2 no.4 s.8
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    • pp.127-134
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    • 2001
  • Effectiveness of Just in time managing system can be obtained by removing unexpected lead-time and maintaining consistency on the physical transportation of construction resource. Construction resource management is essential on checking on load data from production of shop to field, and it is based on building resource life cycle information. In this study, production, transportation, and assembly disciplines of concrete construction should real time communications exchanging information related to shop-field with each other, Establishing information support system is an important initial step for promoting active cooperations among these resource life cycle on data flow. To achieve this, on suitable using management point, we suggest a concrete construction control model.

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