• Title/Summary/Keyword: Simulation Input Modeling

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A Study of a Video-based Simulation Input Modeling Procedure in a Construction Equipment Assembly Line (건설기계 조립라인의 동영상 기반 시뮬레이션 입력 모델링 절차 연구)

  • Hoyoung Kim;Taehoon Lee;Bonggwon Kang;Juho Lee;Soondo Hong
    • The Journal of Bigdata
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    • v.7 no.1
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    • pp.99-111
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    • 2022
  • A simulation technique can be used to analyze performance measures and support decision makings in manufacturing systems considering operational uncertainty and complexity. The simulation requires an input modeling procedure to reflect the target system's characteristics. However, data collection to build a simulation is quite limited when a target system includes manual productions with a lot of operational time such as construction equipment assembly lines. This study proposes a procedure for simulation input modeling using video data when it is difficult to collect enough input data to fit a probability distribution. We conducted a video-data analysis and specify input distributions for the simulation. Based on the proposed procedure, simulation experiments were conducted to evaluate key performance measures of the target system. We also expect that the proposed procedure may help simulation-based decision makings when obtaining input data for a simulation modeling is quite challenging.

Simulation Input Modeling : Sample Size Determination for Parameter Estimation of Probability Distributions (시뮬레이션 입력 모형화 : 확률분포 모수 추정을 위한 표본크기 결정)

  • Park Sung-Min
    • Journal of the Korean Operations Research and Management Science Society
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    • v.31 no.1
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    • pp.15-24
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    • 2006
  • In simulation input modeling, it is important to identify a probability distribution to represent the input process of interest. In this paper, an appropriate sample size is determined for parameter estimation associated with some typical probability distributions frequently encountered in simulation input modeling. For this purpose, a statistical measure is proposed to evaluate the effect of sample size on the precision as well as the accuracy related to the parameter estimation, square rooted mean square error to parameter ratio. Based on this evaluation measure, this sample size effect can be not only analyzed dimensionlessly against parameter's unit but also scaled regardless of parameter's magnitude. In the Monte Carlo simulation experiments, three continuous and one discrete probability distributions are investigated such as ; 1) exponential ; 2) gamma ; 3) normal ; and 4) poisson. The parameter's magnitudes tested are designed in order to represent distinct skewness respectively. Results show that ; 1) the evaluation measure drastically improves until the sample size approaches around 200 ; 2) up to the sample size about 400, the improvement continues but becomes ineffective ; and 3) plots of the evaluation measure have a similar plateau pattern beyond the sample size of 400. A case study with real datasets presents for verifying the experimental results.

A transformed input-domain approach to fuzzy modeling-KL transform approch (입력 공간의 변환을 이용한 새로운 방식의 퍼지 모델링-KL 변환 방식)

  • 김은태;박민기;이수영;박민용
    • Journal of the Korean Institute of Telematics and Electronics S
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    • v.35S no.4
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    • pp.58-66
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    • 1998
  • In many situations, it is very important to identify a certain unkown system, it from its input-output data. For this purpose, several system modeling algorithms have been suggested heretofore, and studies regarding the fuzzy modeling based on its nonlinearity get underway as well. Generatlly, fuzzy models have the capability of dividing input space into several subspaces, compared to linear ones. But hitherto subggested fuzzy modeling algorithms do not take into consideration the correlations between components of sample input data and address them independently of each other, which results in ineffective partition of input space. Therefore, to solve this problem, this letter proposes a new fuzzy modeling algorithm which partitions the input space more efficiently that conventional methods by taking into consideration correlations between components of sample data. As a way to use correlation and divide the input space, the method of principal component is ued. Finally, the results of computer simulation are given to demonstrate the validity of this algorithm.

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Performance Improvement Using Modeling and Simulation of a Homo-polar Generator (단극발전기의 모델링 및 시뮬레이션을 이용한 성능개선)

  • Kim, In-Soo;Seong, Se-Jin
    • The Transactions of the Korean Institute of Power Electronics
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    • v.12 no.3
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    • pp.213-220
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    • 2007
  • As the equipments with the fast load characteristics become popular, a onboard generator should satisfy the fast response characteristics. This paper describes the modeling, simulation and experiment of the homo-polar generator developed for the fast load. The simulation model of a homo-polar generator with input limiter is developed, and the optimal gain to improve the response characteristics can be determined by simulation and analysis. The improved bandwidth and stability of the developed generator with optimal gain are verified by simulation and experiment.

Modeling and Simulation of Social Network using Correlation between Node and Node Weight (노드 간 연관성과 노드 가중치를 이용한 소셜 네트워크 모델링 및 시뮬레이션)

  • Cho, Min-Ho
    • The Journal of the Korea institute of electronic communication sciences
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    • v.11 no.10
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    • pp.949-954
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    • 2016
  • The usage of Social Network in business environment is now processing various methods. The purpose of this paper is doing a simulation about how each node of social network reacts to a special input, and how a specific node have an effect to other nodes. Also, when we change weight of node in the same input, we can trace about change of node status in real time. So, we can use this model for identification of important person in social network, and we can use it for checking the reaction of person in specific input. we use VENSIM program for modeling and simulation process.

A New Fuzzy Modeling Algorithm Considering Correlation among Components of Input Data (입력 공간의 변환을 이용한 새로운 방식의 퍼지 모델링)

  • 김은태;박민기;박민용
    • Proceedings of the Korean Institute of Intelligent Systems Conference
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    • 1997.11a
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    • pp.111-114
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    • 1997
  • Generally, fuzzy models have the capability of dividing input space into several subspaces. compared to liner ones. But hitherto suggested fuzzy modeling algorithms not take into consideration the correlations between components of sample input data and address them independently of each other, which results in ineffective partition of input space. Therefore, to solve this problem. this letter proposes a new fuzzy modeling algorithm which partitions the input space more efficiently than conventional methods by taking into consideration correlations between components of sample data. As a way to use correlation and divide the input space. the method of principal component is used. Finally, the results of computer simulation are given to demonstrate the validity of this algorithm.

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Modeling and Performance Evaluation of Multistage Interconnection Networks with USB Scheme (USB방식을 적용한 MIN 기반 교환기 구조의 모델링 및 성능평가)

  • 홍유지;추현승;윤희용
    • Journal of the Korea Society for Simulation
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    • v.11 no.1
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    • pp.71-82
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    • 2002
  • One of the most important things in the research for MIN-based switch operation the management scheme of network cycle. In the traditional MIN, when the receving buffer module is empty, the sell has to move forward the front-most buffer position by the characteristic of the conventional FIFO queue. However, most of buffer modules are almost always full for practical amount of input loads. The long network cycle of the traditional scheme is thus a substantial waste of bandwidth. In this paper, we propose the modeling method for the input and multi-buffered MIN with unit step buffering scheme, In spite of simplicity, simulation results show that the proposed model is very accurate comparing to previous modeling approaches in terms of throughput and the trend of delay.

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Tree-inspired Chair Modeling (나무 성장 시뮬레이션을 이용한 의자 모델링 기법)

  • Zhang, Qimeng;Byun, Hae Won
    • Journal of the Korea Computer Graphics Society
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    • v.23 no.5
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    • pp.29-38
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    • 2017
  • We propose a method for tree-inspired chair modeling that can generate a tree-branch pattern in the skeleton of an arbitrary chair shape. Unlike existing methods that merge multiple-input models, the proposed method requires only one mesh as input, namely the contour mesh of the user's desired part, to model the chair with a branch pattern generated by tree-growth simulation. We propose a new method for the efficient extraction of the contour-mesh region in the tree-branch pattern. First, we extract the contour mesh based on the face area of the input mesh. We then use the front and back mesh information to generate a skeleton mesh that reconstructs the connection information. In addition, to obtain the tree-branch pattern matching the shape of the input model, we propose a three-way tree-growth simulation method that considers the tangent vector of the shape surface. The proposed method reveals a new type of furniture modeling by using an existing furniture model and simple parameter values to model tree branches shaped appropriately for the input model skeleton. Our experiments demonstrate the performance and effectiveness of the proposed method.

A Study on Simscape based 6DOF Field Robot Simulation Model (Simscape 기반 6자유도 필드로봇 시뮬레이션 모델에 관한 연구)

  • Choi, Seong Woong;Kwak, Kyung Sin;Le, Quang Hoan;Yang, Soon Yong
    • Journal of Drive and Control
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    • v.19 no.2
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    • pp.1-10
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    • 2022
  • Field robots operate in various areas, including construction, agriculture, forestry and manufacturing. Typical tasks of field robots used in various areas include excavation, flattening, and demolition. Such tasks are often accomplished in narrow alleys or indoors. In the case of field robots, there is a limit to working in a small space. Thus, to compensate for these shortcomings, many field robots equipped with Tiltrotators have recently been observed. The advantages of Tiltrotator are improved task efficiency and reduced operating time by reducing unnecessary behavior. We need simulation models that can improve the ability of new people to work and simulate tasks in advance. Thus, in this paper, we developed a simscape-based simulation model and modeling of 6DOF systems for field robots equipped with Tiltrotator. Dynamic modeling of field robot 3D models using Simcape multibody and hydraulic systems of field robots using Simcape Hydraulics were modeled. We applied a PID controller to create a control system that operates along the input angle. Simulation results show that errors occur when comparing input and output angles, but overall, they move along input angles.

The Development of the Simulation Input Library (시뮬레이션 입력값 라이브러리 구축)

  • Kang, Su-Hyun;Yu, Ji-Suck;Baek, Seung-Hyo;Cho, Young-Hum;Kim, Kwang-Woo
    • 한국태양에너지학회:학술대회논문집
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    • 2011.04a
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    • pp.287-292
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    • 2011
  • It has found that the using library base on criteria of a foreign country resulted in problem of reliability. In order to obtain reliable result, it was necessary to develop the simulation input library based on domestic condition. So, this study was conducted for making the library in accordance with domestic condition when doing simulation modeling about the exist and new buildings. The range of library were consist of material, facility systems, schedules and weather data. And Energy Plus program was used when making library. We hope that the developed library will contribute to reliability when simulating exist and new buildings.

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