• Title/Summary/Keyword: Gantt Chart

Search Result 25, Processing Time 0.021 seconds

A Decision Monitoring System for Machine Learning Based Dispatcher of Manufacturing Lines (제조라인의 학습기반 디스패처를 위한 디스패치 의사결정 평가 시각화시스템)

  • Huh, Jaeseok;Park, Jonghun
    • The Journal of Society for e-Business Studies
    • /
    • v.25 no.1
    • /
    • pp.1-12
    • /
    • 2020
  • Recently, research using machine learning have shown remarkable results in various domains, leading to the fact that leaning-based dispatchers have intrigued interest in both academia and industry. To improve the performance of the dispatcher, each dispatch decision needs to be evaluated in detail. However, existing studies on visualization techniques for manufacturing lines have mainly focused on illustrating the performance indicators or abnormal patterns. In this paper, we propose a monitoring system that displays a variety of information about the manufacturing line along with alternatives at the time of each dispatching decision being made. Furthermore, the proposed system effectively represents the cause of the idle time of resources and the change of the performance index over time.

Job Assignment Simulation of Ship Hull Production Design in Consideration of Mid-Term Schedule (중일정계획을 고려한 선체 생산설계 작업할당 시뮬레이션)

  • Son, Myeong-Jo;Kim, Tae-Wan
    • Journal of the Society of Naval Architects of Korea
    • /
    • v.50 no.5
    • /
    • pp.334-342
    • /
    • 2013
  • In this paper, we analyze the procedure of the design manager for the enhancement of the hull production design process by use of the simulation method. Normally, design manager assigns design jobs according to various methods and estimates the corresponding results. When the construction drawing which is the output of the detail design where a design is dealt by zones, the design manager identifies blocks and analyzes their work difficulties, and assigns jobs to design engineers who are different in capabilities. These processes including the design engineer who can be modeled with man-hours evaluation model are represented in detail as a simulation model. As the high-level modeling for the discrete-event system, we use Event Graph model. And we implemented the simulation using Simkit which is open simulation engine for the discrete-event system. We made the simulation scenario to be written by a user in the scenario generator which is separated from the simulation model, and made the simulation result to be visualized in the form of Gantt chart in a Web. In the scenario of the irregular issuance for various construction drawings which contain different numbers of blocks, we performed the Monte-Carlo simulation according to various assignment methods to find the assignment result that satisfies the mid-term schedule.

Real-Time Scheduling Scheme based on Reinforcement Learning Considering Minimizing Setup Cost (작업 준비비용 최소화를 고려한 강화학습 기반의 실시간 일정계획 수립기법)

  • Yoo, Woosik;Kim, Sungjae;Kim, Kwanho
    • The Journal of Society for e-Business Studies
    • /
    • v.25 no.2
    • /
    • pp.15-27
    • /
    • 2020
  • This study starts with the idea that the process of creating a Gantt Chart for schedule planning is similar to Tetris game with only a straight line. In Tetris games, the X axis is M machines and the Y axis is time. It is assumed that all types of orders can be worked without separation in all machines, but if the types of orders are different, setup cost will be incurred without delay. In this study, the game described above was named Gantris and the game environment was implemented. The AI-scheduling table through in-depth reinforcement learning compares the real-time scheduling table with the human-made game schedule. In the comparative study, the learning environment was studied in single order list learning environment and random order list learning environment. The two systems to be compared in this study are four machines (Machine)-two types of system (4M2T) and ten machines-six types of system (10M6T). As a performance indicator of the generated schedule, a weighted sum of setup cost, makespan and idle time in processing 100 orders were scheduled. As a result of the comparative study, in 4M2T system, regardless of the learning environment, the learned system generated schedule plan with better performance index than the experimenter. In the case of 10M6T system, the AI system generated a schedule of better performance indicators than the experimenter in a single learning environment, but showed a bad performance index than the experimenter in random learning environment. However, in comparing the number of job changes, the learning system showed better results than those of the 4M2T and 10M6T, showing excellent scheduling performance.

Outcome and Implication of Establishment and Practice of Action Plan for the Elderly Care Facility in Establishing Risk Management System (노인요양시설의 위험관리시스템 구축활동에서 액션 플랜의 수립과 실행에 따른 성과와 시사점)

  • Youn, Ki-Hyok;Park, Kyung-Il;Kwon, Jin-A
    • The Journal of the Korea Contents Association
    • /
    • v.16 no.11
    • /
    • pp.308-320
    • /
    • 2016
  • This research is an empirical case study that suggests the practical practice and output of action plan, the actual performing activity of risk management system established to prevent and respond to risk of the elderly care facility. For this, this research analyzed the action plan practice process and outcome upon 2 years' practice (2014~2015) by A Elderly care facility which has conducted performance activity by establishing risk management system to prevent and respond to danger for the first time in Korea. As the research result, first, risk management system action plan was established in the choice and performance stage of risk prevention and response handling method, the 3rd among 4 staged process of risk management system establishment. Second, as the outcome along with risk management system action plan performance, as the result of comprehending the investigation on risk change for 2 years(2014~2015), risk decreased by 28% in 2015 compared to 2014, displaying effect in risk management activity along with performing action plan. Based on this result, it was determined that action plan for the effective action plan establishment and practice in the elderly care facility should be established with systematic promotion schedule to be well connected with its strategy, achievement goal, and achievement project, etc. based on vision and strategy, instead of being established individually, based on clear matter of responsibility, utilizing such technique as Gantt chart, etc., composing concretely by schematizing in order to view all contents to be practiced clearly.

4D BIM based Workspace Planning Process in Building Construction Project (4D BIM 기반의 건설프로젝트 작업공간 계획 프로세스)

  • Choi, Byungjoo;Lee, Hyun-Soo;Park, Moonseo;Kim, Hyunsoo;Hwang, Sungjoo
    • Korean Journal of Construction Engineering and Management
    • /
    • v.14 no.5
    • /
    • pp.175-187
    • /
    • 2013
  • Each participant in building construction project requires their own workspace to execute their activities. In this environment, inappropriate workspace planning in construction site causes workspace conflicts which result in a loss of productivity, safety hazard and poor-quality issues. Therefore, workspace should be regarded as one of the most important resources and constraints have to be managed at construction site. However, current construction planning techniques such as Gantt chart, network diagram and critical path method have proven to be insufficient to workspace planning. This paper contains formalized process for workspace planning in 4D BIM environment to prevent workspace related problems in construction project. The proposed process in this paper represents workspace occupation status for each activity and suitable solutions for identified workspace conflicts by integrating workspace attributes and activity execution plan. Based on the result of this study, project manager will be able to prevent probable workspace conflicts and negative effect on project performance by devising appropriate workspace plan during preconstruction phase.