• 제목/요약/키워드: User Simulation

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A Reinforcement learning-based for Multi-user Task Offloading and Resource Allocation in MEC

  • Xiang, Tiange;Joe, Inwhee
    • 한국정보처리학회:학술대회논문집
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    • 한국정보처리학회 2022년도 춘계학술발표대회
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    • pp.45-47
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    • 2022
  • Mobile edge computing (MEC), which enables mobile terminals to offload computational tasks to a server located at the user's edge, is considered an effective way to reduce the heavy computational burden and achieve efficient computational offloading. In this paper, we study a multi-user MEC system in which multiple user devices (UEs) can offload computation to the MEC server via a wireless channel. To solve the resource allocation and task offloading problem, we take the total cost of latency and energy consumption of all UEs as our optimization objective. To minimize the total cost of the considered MEC system, we propose an DRL-based method to solve the resource allocation problem in wireless MEC. Specifically, we propose a Asynchronous Advantage Actor-Critic (A3C)-based scheme. Asynchronous Advantage Actor-Critic (A3C) is applied to this framework and compared with DQN, and Double Q-Learning simulation results show that this scheme significantly reduces the total cost compared to other resource allocation schemes

조선 공정 계획을 위한 시뮬레이션 모델의 모듈화 및 시나리오 처리 방법론 (Methods for the Modularization of Simulation Model and the Management Scheme of Simulation Scenario for Shipbuilding Process Planning)

  • 차주환;구남국;노명일;조두연;이규열
    • 한국CDE학회논문집
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    • 제17권1호
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    • pp.17-25
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    • 2012
  • Recently, requests for accurate process planning using simulation have been increasing in many engineering fields including the shipbuilding industry, and many application systems for simulation have been developed. It is difficult, however, for a user to reuse the developed systems, because simulation models in the system are defined by its own method. In addition, the simulation model should be modified whenever a simulation sequence, which is called simulation scenario, is changed. Therefore, in this study, an elementary simulation object is proposed to modularize a simulation model. And the management scheme of simulation scenario is proposed to manage the scenario outside of the simulation models. Also, a simulation template is proposed to increase the development efficiency. To verify the efficiency of the proposed methods, application examples for shipbuilding process planning are implemented.

객체지향 기법을 이용한 다관절 크레인의 유압 시스템 시뮬레이션

  • 김문기;심영보;장명수;이교일
    • 한국정밀공학회:학술대회논문집
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    • 한국정밀공학회 1995년도 추계학술대회 논문집
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    • pp.751-755
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    • 1995
  • It become more difficult to anticipate the performance of fluid power systems as the number of components increases because of nonlinearrities inherent in hydraulic components. In this situation, the computer simulation technique can be an effective tool in the analysis and design of fluid power systems. In this paper, simulation results are presented for dynamic characteriatics of a knuckle crane. Simple models for hydraulic components and relatively detailed motion equations for attachments are used. the simulation reaults are very close to those of experiments. The simulation is performed using a simulation package developed with object-oriented method. This package provides the encironment that user can construct desirct desired circuits form the component library, checks the continuity and compatibility conditions automatically and executes simulation

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개념설계 단계의 잠수함 작전효과도 시뮬레이션 모델 연구 (A Study on the submarine operational effectiveness simulation model in the concept design phase)

  • 박준규
    • 한국군사과학기술학회지
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    • 제7권3호
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    • pp.47-58
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    • 2004
  • This paper focuses on the technical information about the development of the submarine operational effectiveness simulation model for the feasibility study stage of the submarine design. The simulation model is classified into simulation control model and system model. Using user input and related performance parameters, it can simulate various scenarios by no change of the program because it includes tactic manager which makes decision about every situation. And the Monte-Carlo simulation mode which provides the stochastic results is available. Through the test simulation, the usefulness of the simulation model was verified. It should be helpful for the analysis of the submarine operational effectiveness by diversified scenarios in the concept design phase..

자동차 릴레이스 위치 생산공정의 작업자수 선정을 위한 시뮬레이션 연구 (A Simulation Study on the Number of Operators of Automobile Relay Switch Production)

  • 김원경
    • 한국시뮬레이션학회논문지
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    • 제11권3호
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    • pp.67-77
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    • 2002
  • In this paper, a production process system simulation of the automobile relay switch manufacturing factory is studied. The status of the present production system is inspected first, and the modified model is simulated next. To inspect the effect of the process parameter change, a simulation program is developed using PROMODEL simulation software plus the EXCEL VBA and Active X Automation function. Using the developed simulation program, user can find the best production condition and alternatives on the production capacity, number of workers, and inspection status considering the defective ratio of the product. The feasibility of the new alternatives is compared with the present system using statistical method.

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발전소 감시계통의 Virtual Simulation시 권고사항 (Lessons Learned from an Implementation of Plant Monitoring System for Simulation)

  • 서인용;황도현;이용관;한관호
    • 한국시뮬레이션학회:학술대회논문집
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    • 한국시뮬레이션학회 2005년도 추계학술대회 및 정기총회
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    • pp.102-107
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    • 2005
  • PMS(Plant Monitoring System) for simulation is the program for training that users such as instructor, operator, and supervisor can operate the plant virtually. Presented in this paper, are some lessons learned from implementation of PMS for simulation. First, this PMS fer simulation is based on LINUX instead of UNIX. These two OS(Operating System) have different platform and compiler version on it, so debugging needs to be done about variable defining part. Second, In LINUX system, the size of shared memory and message queue is already designated as a default value that user has to set up and use the RTAP DB. Third, to decrease the dummy data size, it has to be changed into binary formation. Lastly, PMS software for simulation provides several environments according to the command, so considered should be status monitoring, alarm, system organization, point and group monitoring, history storage and searching function.

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객체지향 철도 모델에 의한 다중 열차운행 시뮬레이션 (An Object-Oriented Railway Model for Multi-Train Operation Simulation)

  • 최규형
    • 한국자동차공학회논문집
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    • 제11권5호
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    • pp.193-200
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    • 2003
  • A computer simulation program to evaluate the performance of railway systems and train operation plans and the effects of new technologies is provided. The program has the functions of tracing the movements of trains on railway network following the indication of railway signalling system and obeying all kinds of operation rules. An object-oriented technique is applied to model railway system effectively, and it is expected that the program code can be reused easily for other railway simulation programs. Dedicated graphic user interface displaying the simulation outputs by animation during simulation process makes the program convenient to use. Simulation results on the train operations on Kyung-bu line show the proposed program is promising.

컴퓨터에 의해 수행되어지는 시뮬레이션 모델링을 위한 지식베이스 접근방법 (Knowledge-Based Approach for Computer-Aided Simulation Modeling)

  • 이영해;김남영
    • 산업공학
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    • 제2권2호
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    • pp.51-62
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    • 1989
  • A computer-aided simulation modeling system has been developed to allow the automatic construction of complete discrete simulation models for queueing systems. Three types of knowledge are used in the specification and construction of a simulation modeling: Knowledge of queueing system, simulation modeling, and a target simulation language. This knowledge has been incorporated into the underlying rule base in the form of extraction and construction rule, and implemented via the expert system building tool, OPS5. This paper suggested a knowledge based approach for automatic programming to enable a user who lacks modeling knowledge and simulation language expertize to quickly build executable models.

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Numerical Simulation on Startup Transient Performance of a Centrifugal Pump

  • Chen, Gang;Shao, Jie;Wu, Yulin;Liu, Shuhong;Cao, Guangjun
    • 한국추진공학회:학술대회논문집
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    • 한국추진공학회 2008년 영문 학술대회
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    • pp.751-755
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    • 2008
  • During the rapid startup transient of a centrifugal pump, in order to investigate its transient characteristics, the torque equations are deduced. Based on these equations, numerical simulation is carried out with the Large Eddy Simulation(LES) method and UDFs(User Defined Functions) are applied during the simulation. Comparison between simulation and experiment results of pump heads and rotational speed shows that they are in good agreement, indicating that the dynamic characteristics of this pump can be predicted accurate comparatively through simulation with LES method during its startup process.

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