• Title/Summary/Keyword: Optimal maintenance method

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Large-scale Generator Maintenance Scheduling via Sensitivity Analysis Method (민감도 분석에 기초한 대규모 전력계통의 예방정비계획 방법론 개발)

  • Jung, Man-Ho;Park, Jong-Bae
    • Proceedings of the KIEE Conference
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    • 1998.07c
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    • pp.1020-1023
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    • 1998
  • This paper presents a new approach to large-scale optimal generator maintenance scheduling. To do this, we developed a kind of discrete sensitivity index of each generator by using difference of objective fuction when it is on and off status. Based on the sensitivity value, we applied the conventional priority approach as an optimization method in the order of each generator's sensitivity measure. By applying the developed method, we can efficiently search the state space and dramatically reduce the computation time in a large scale power system.

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Risk Evaluation and Uncertainty Analysis in Hydraulic Design system (수공구조물 설계 시스템의 위험도 평가와 불확실성 해석)

  • Chang, Suk-Hwan
    • Journal of the Korea institute for structural maintenance and inspection
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    • v.2 no.4
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    • pp.194-200
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    • 1998
  • Risk, probability of failure, which includes various uncertainties and influential factors of performance should be accounted for in engineering system. Recently, several different methods to analysis risk evaluation evolved and one of the practical method is FOSM (First Order Second Moment Method ). FOSM method is derived in terms of terms coefficient of variance to uncertainties which influence various factor. For risk evaluation and uncertainty analysis in hydraulic design system, load-capacity relationship is adopted in this paper. Sample catchment with design of sewer system is applied, which plots safety factor vs. risk. Risk evaluation and uncertainty analysis are very to important develop optimal design model in hydraulic system

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Determination of Optimal Accelerometer Locations for Bridges using Frequency-Domain Hankel Matrix (주파수영역 Hankel matrix를 사용한 교량의 가속도센서 최적위치 결정)

  • Kang, Sungheon;Shin, Soobong
    • Journal of the Korea institute for structural maintenance and inspection
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    • v.20 no.4
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    • pp.27-34
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    • 2016
  • A new algorithm for determining optimal accelerometer locations is proposed by using a frequency-domain Hankel matrix which is much simpler to construct than a time-domain Hankel matrix. The algorithm was examined through simulation studies by comparing the outcomes with those from other available methods. To compare and analyze the results from different methods, a dynamic analysis was carried out under seismic excitation and acceleration data were obtained at the selected optimal sensor locations. Vibrational amplitudes at the selected sensor locations were determined and those of all the other degrees of freedom were determined by using a spline function. MAC index of each method was calculated and compared to look at which method could determine more effective locations of accelerometers. The proposed frequency-domain Hankel matrix could determine reasonable selection of accelerometer locations compared with the others.

Manipulator Path Planning Using Collision Detection Function in Virtual Environment (가상환경에서의 충돌감지기능을 이용한 조작기 경로계획)

  • 이종열;김성현;송태길;정재후;윤지섭
    • Proceedings of the Korean Society of Precision Engineering Conference
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    • 2003.06a
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    • pp.1651-1654
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    • 2003
  • The process equipment for handling high level radioactive materials, such as spent nuclear fuel, is operated within a sealed facility, called a hot cell, due to high radioactivity. Thus, this equipment should be maintained and repaired by remotely operated manipulator. In this study, to carry out the sale and effective maintenance of the process equipment installed in the hot cell by a servo type manipulator, a collision free motion planning method of the manipulator using virtual prototyping technology is suggested. To do this, the parts are modelled in 3-D graphics, assembled, and kinematics are assigned and the virtual workcell is implemented in the graphical environment which is the same as the real environment. The method proposed in this paper is to find the optimal path of the manipulator using the function of the collision detection in the graphic simulator. The proposed path planning method and this graphic simulator of manipulator can be effectively used in designing of the maintenance processes for the hot cell equipment and enhancing the reliability of the spent fuel management.

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Optimum Replacement Times for a Steam Generator (증기발생기 최적 교체시기 결정에 관한 연구)

  • Hur, Jung-Hoon;Yun, Won-Young
    • IE interfaces
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    • v.15 no.1
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    • pp.89-98
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    • 2002
  • This paper considers the optimum replacement times of a steam generator in nuclear power plant with failure data. It is assumed that the failure pattern of units is given as a Weibull distribution and repair and periodic preventive maintenance are performed periodically. The maximum likelihood method is used to estimated the Weibull parameters of failure distribution from failure data. Relpacement, output-decresing and maintenance costs are considered to determine the optimal replacement times by simulation. Numerical examples are included with actual failure data and cost estimators.

A Case Study of Bus-Gearboxes Maintenance using Arithmetic Processes

  • Francis, LeungKit-Nam;Lai, Kin-Keung
    • Industrial Engineering and Management Systems
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    • v.2 no.1
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    • pp.63-70
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    • 2003
  • In this study, we employed an arithmetic process (AP) approach to resolve gearbox maintenance problems. The approach is realistic and direct in modelling the characteristics of a deteriorating system such as a gearbox since a decreasing AP can model a gearbox's successive operating times and an increasing AP can model the corresponding consecutive repair times. First of all, two test statistics were used to check whether the process is arithmetic or not. Next, model parameters of the AP were estimated using the simple linear regression method. Finally, the optimal replacement policy based on minimising the long-run average cost per day was determined for each type of gearbox.

A Study on the Location of Bus & Truck Automobile Maintenance Company (상용자동차 정비업체의 입지선정에 관한 연구)

  • Kim, Ju-Yong;Jo, Eun-Hyeon;Lee, Dong-Hyung
    • Journal of Korean Society of Industrial and Systems Engineering
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    • v.42 no.4
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    • pp.23-30
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    • 2019
  • Automobiles are largely divided into passenger cars with less than five passengers and commercial vehicles such as construction machines, trucks, mixers, special lorries, and large buses. Automobile maintenance companies are also divided into passenger cars and commercial vehicles. Because commercial vehicles are the livelihood vehicles of individual carriers engaged in cargo transportation, passenger transportation, and construction, fast and accurate maintenance is important. Access to the expressway is also important because the car is large and uses highways. In addition, the time required for troubleshooting is long, so sufficient space must be secured for parking the vehicle, and ease of entry and exit of the vehicle in the maintenance shop should be fully considered. For this reason, commercial vehicle maintenance companies have higher initial investment costs than car maintenance companies, and it is difficult to supply and maintain maintenance personnel. Therefore, it is necessary to carefully examine and analyze various related factors for successful commercial vehicle maintenance company selection. However, most existing commercial vehicle maintenance companies often choose their location based on the empirical judgment of the founder, the customs and the case, without a clear analysis. In this study, we show how to derive the location selection factors to be considered when establishing professional maintenance company for commercial vehicles and to select the optimal location by using AHP (Analytic Hierarchy Process) method.

A Proposal of Remaining Useful Life Prediction Model for Turbofan Engine based on k-Nearest Neighbor (k-NN을 활용한 터보팬 엔진의 잔여 유효 수명 예측 모델 제안)

  • Kim, Jung-Tae;Seo, Yang-Woo;Lee, Seung-Sang;Kim, So-Jung;Kim, Yong-Geun
    • Journal of the Korea Academia-Industrial cooperation Society
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    • v.22 no.4
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    • pp.611-620
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    • 2021
  • The maintenance industry is mainly progressing based on condition-based maintenance after corrective maintenance and preventive maintenance. In condition-based maintenance, maintenance is performed at the optimum time based on the condition of equipment. In order to find the optimal maintenance point, it is important to accurately understand the condition of the equipment, especially the remaining useful life. Thus, using simulation data (C-MAPSS), a prediction model is proposed to predict the remaining useful life of a turbofan engine. For the modeling process, a C-MAPSS dataset was preprocessed, transformed, and predicted. Data pre-processing was performed through piecewise RUL, moving average filters, and standardization. The remaining useful life was predicted using principal component analysis and the k-NN method. In order to derive the optimal performance, the number of principal components and the number of neighbor data for the k-NN method were determined through 5-fold cross validation. The validity of the prediction results was analyzed through a scoring function while considering the usefulness of prior prediction and the incompatibility of post prediction. In addition, the usefulness of the RUL prediction model was proven through comparison with the prediction performance of other neural network-based algorithms.

A Conceptual Procedure of RAMS Centered Maintenance for Railway Systems (철도시스템의 RAMS 중심의 유지보수 정책 결정을 위한 개념적 절차)

  • Kim, Jong-Woon;Park, Jun-Seo;Lee, Ho-Yong;Kim, Jae-Hoon
    • Journal of the Korean Society for Railway
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    • v.11 no.1
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    • pp.19-25
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    • 2008
  • There are two main parts to improve the quality and the efficiency of railway service. One is to acquire the system with high RAMS performance and the other is to keep it up. Therefore we need to specify RAMS requirements in the system specifications and verify them. In addition, it is necessary to monitor RAMS and to make operation and maintenance policies based on RAMS. This article presents RAMS centered maintenance procedure of which target is to continuously achieve the inherent RAMS performance of the acquired system. The method to evaluate the effect on RAMS and the conceptual optimal model for determining maintenance interval are also proposed.

Topology Optimization of an Electromagnetic Coupler Considering Force Direction (힘의 방향성을 고려한 전자기 커플러의 위상 최적화)

  • Yang, Seung-Jin;Yoo, Jeong-Hoon
    • Transactions of the Society of Information Storage Systems
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    • v.2 no.4
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    • pp.230-235
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    • 2006
  • The machine locking system is an important device for the safety of persons using the machine. In this study, a locking system using electromagnetic fields is proposed to decrease the defects and the cost for repairing and maintenance of the existing locking system using structural mechanism. We analyze the electromagnetic locking system and calculate the generated force considering direction by the finite element method. Also, we set up two design domains for the topology optimization; first domain is optimized to reduce the volume and the other is optimized to maximize the generated force keeping the volume, especially. The optimal design is obtained by integration of the two optimized results. An improved design is obtained by the optimal topology and it is confirmed by comparison with the initial locking system.

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