• Title/Summary/Keyword: Diagnosis System Development

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Development of A Fault Diagnosis System for Assembled Small Motors Using ANN (인공신경회로망을 이용한 소형 모터의 조립 불량 판별 시스템 개발)

  • Lee, Sang-Min;Jo, Jung-Seon
    • Journal of the Korean Society for Precision Engineering
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    • v.18 no.11
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    • pp.124-131
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    • 2001
  • Fault diagnosis of an assembled small motor relies usually on human experts hearing ability. The quality of diagnosis depends, however, heavily on physical conditions of the human experts. A fault diagnosis system for assembled small motors is developed using artificial neural network (ANN) in this paper. It is consisted of sound sampling device and fault diagnosis software package. Six parameters are defined to characterize the sampled sound waves. The Levenberg-Marquardt Backpropagation (LMBP) Algorithm is used to diagnose the fault of assembled small motors. Experimental results for more than two hundred small motors verify the performance of the developed system.

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Development of EMD-based Fault Diagnosis System for Induction Motor (EMD 기반의 유도 전동기 고장 진단 시스템 개발)

  • Kang, Jungsun
    • Transactions of the Korean Society for Noise and Vibration Engineering
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    • v.24 no.9
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    • pp.675-681
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    • 2014
  • This paper proposes a fault diagnosis system for an induction motor. This system uses empirical mode decomposition(EMD) to extract fault signatures and multi-layer perceptron(MLP) neural network to facilitate an accurate fault diagnosis. EMD can not only decompose a signal adaptively but also provide intrinsic mode functions(IMFs) containing natural oscillatory modes of the signal. However, every IMF does not represent fault signature, an IMF selection algorithm based on harmonics and their energy of each IMF is proposed. The selected IMFs are utilized for fault classification using MLP and this system shows approximately 98 % diagnosis accuracy for the fault vibration signal of the induction motor.

Air-Operated Valve Diagnostic System Development (공기구동밸브의 진단시스템 개발)

  • 양상민;송동섭;허태영;김봉호;신성기;김찬용;조택동
    • Proceedings of the Korean Society of Precision Engineering Conference
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    • 2003.06a
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    • pp.430-433
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    • 2003
  • Air-operated valve is one of principal valves that are using to control fluid flow. A period diagnosis for safety of power plants is necessary. But there are many difficulties such as economic loss caused by intone of high cost devices and a matter hard to deal with users. In this study we developed the diagnosis system that usersofpower plants are easy to handle. The diagnosis system is composed of database module, reliability analysis module, design safety nodule and diagnosis test and evaluation module.

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Development of Neuro-Fuzzy-Based Fault Diagnostic System for Closed-Loop Control system (페푸프 제어 시스템을 위한 퍼지-신경망 기방 고장 진단 시스템의 개발)

  • Kim, Seong-Ho;Lee, Seong-Ryong;Gang, Jeong-Gyu
    • Journal of Institute of Control, Robotics and Systems
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    • v.7 no.6
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    • pp.494-501
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    • 2001
  • In this paper an ANFIS(Adativo Neuro-Fuzzy Inference System)- based fault detection and diagnosis for a closed loop control system is proposed. The proposed diagnostic system contains two ANFIS. One is run as a parallel model within the model in closed loop control(MCL) and the other is run as a series-parallel model within the process in closed loop(PCL) for the generation of relevant symptoms for fault diagnosis. These symptoms are further processed by another classification logic with simple rules and neural network for process and controller fault diagnosis. Experimental results for a DC shunt motor control system illustrate the effectiveness of the proposed diagnostic scheme.

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Development and Application of Distributed Multilayer On-line Monitoring System for High Voltage Vacuum Circuit Breaker

  • Mei, Fei;Mei, Jun;Zheng, Jianyong;Wang, Yiping
    • Journal of Electrical Engineering and Technology
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    • v.8 no.4
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    • pp.813-823
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    • 2013
  • On-line monitoring system is important for high voltage vacuum circuit breakers (HVCBs) in operation condition assessment and fault diagnosis. A distributed multilayer system with client/server architecture is developed on rated voltage 10kV HVCB with spring operating mechanism. It can collect data when HVCB switches, calculate the necessary parameters, show the operation conditions and provide abundant information for fault diagnosis. Ensemble empirical mode decomposition (EEMD) is used to detect the singular point which is regarded as the contact moment. This method has been applied to on-line monitoring system successfully and its satisfactory effect has been proved through experiments. SVM and FCM are both effective methods for fault diagnosis. A combinative algorithm is designed to judge the faults of HVCB's operating mechanism. The system's precision and stability are confirmed by field tests.

Development of Black Box for Home Battery Energy Storage System Connected with Solar Energy Generation (태양광발전 연계 가정용 배터리 에너지저장장치의 블랙박스 개발)

  • Kim, Sang-Dong;Park, Ji-Ho;Kim, Dong-Wan
    • The Transactions of The Korean Institute of Electrical Engineers
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    • v.65 no.7
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    • pp.1295-1302
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    • 2016
  • In this paper, a black box, which is provided the reliability and user safety of home battery energy storage system connected with solar energy generation, is developed. In the developed scheme, a status and diagnosis data of battery management system, power conditioning system, solar energy generation and grid is measured. This status and diagnosis data is stored and displayed in the developed black box. In addition, this status and diagnosis data is stored and displayed in a monitoring system and a smart phone of user. A performance evaluation of the developed black box is carried out using emulator of home battery energy storage system connected with solar energy generation. Consequently, the developed black box is proved its superiority of the reliability and user safety.

Development of KTX Track Error Diagnosis Program using Track Circuit Modeling Methods (궤도회로 모델링을 이용한 KTX 궤도결함 진단 프로그램 개발)

  • Ahn, Dong-Jun;Lee, Byeong-Gon;Nam, Hyun-Do
    • Journal of the Korean Institute of Illuminating and Electrical Installation Engineers
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    • v.26 no.10
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    • pp.44-51
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    • 2012
  • The purpose of this study is development of the diagnosis system to preventative maintenance in the on-board measuring systems for in-cab electric inspection systems of high speed railway. The on-board measuring systems can inspect precisely whether ground signal system operate stably. In this paper, we recognize characteristics of the track circuits and confirm whether the wave of current matches the on-board measuring data through the electric modeling method for high speed railway. it is necessary to develop GUI visual programs that can simulate abnormalities of the on-board measuring data in many ways, and the visual program is designed to diagnosis in the case of track circuit equipment's function decreased in advance.

Design of Intelligent Servocontroller for Proportional Flow Control Solenoid Valve with Large Capacity (지능형 대용량 비례유량제어밸브 서보컨트롤러 설계)

  • Jung, G.H.
    • Transactions of The Korea Fluid Power Systems Society
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    • v.8 no.3
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    • pp.1-7
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    • 2011
  • As the technologies of electronic device have advanced these days, most of mechanical systems are designed with electronic control unit to take advantage of control parameter adaption to operating conditions and firmware flexibilities as well. On-board diagnosis, which detects the system malfunction and identifies potential source of error with its own diagnostic criteria, and fail-safe that can switch the mode of operation in view of recognized error characteristics enables easy maintenance and troubleshooting as well as system protection. This paper dealt with the development of diagnosis and fail-safe function for proportional flow control valve. All type of errors related to valve control system components are investigated and assigned to a specific hexadecimal codes. Cumulative error detection algorithm is applied in order for the sensitivity and reliability to be appropriate. Embedded simulator which runs simultaneously with system program provides the virtual error simulation environment for expeditious development of error detection algorithm. The diagnosis function was verified both with solenoid valve and embedded simulator test and it will enhance the valve control system monitoring function.

Design of a Real-Time Facility Diagnosis & Complex Data Management System Using IT Convergence Technology (IT융합기술을 활용한 실시간 설비진단 및 복합정보 관리시스템 설계)

  • Kang, Moon-Sik
    • Journal of the Korea Society of Computer and Information
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    • v.19 no.5
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    • pp.53-60
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    • 2014
  • With the rapid development of IT technology, recently, the development of IT convergence technology related to the facility diagnosis is prevalent, and the study for the efficient integrated management scheme is required to handle all relevant information, from the design to the maintenance, including the stage of repair. In this paper, an efficient scheme to process the complex data for the facility and its diagnosis is proposed based on IT convergence technique and the real-time complex data management is designed. In order to evaluate the performance of the proposed system, the real-time management system is designed for a particular facility, and the comparative results show the good performance of the proposed system.

Study about Satisfaction of Clinical Practice by Using Diagnosis Expert System in Korean Medicine (한의학 진단전문가시스템을 활용한 임상실습 만족도 연구)

  • Choi, Sung Woon;Park, Jun Kwan;Hwang, Kyo Sung;Noh, Yun Hwan;Cho, Young Seuk;Shin, Dong Ha;Kwon, Young Kyu
    • Journal of Physiology & Pathology in Korean Medicine
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    • v.32 no.6
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    • pp.355-360
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    • 2018
  • The purpose of this study is to find out the direction of development of the expert diagnosis system by questioning student satisfaction after practicing Oriental Diagnosis System (ODS). A questionnaire survey was conducted for 73 students who attended Pusan National University Graduate School of Korean Medicine and conducted clinical practice from the second semester of 17 years to the first semester of 18 years. The questionnaire survey consisted of 6 questions about the satisfaction of current expert system and 5 questions about supplementation and addition. As a result of the questionnaire analysis, the question about the necessity of the expert diagnosis system and the benefit of clinical practice using the expert diagnosis system indicated high positive response rate. On the other hand, there is a difference in the results of the dialysis before and after using the expert diagnosis system. So, It seems that the reliability of the results of the expert diagnosis system is still low. The results of the questionnaire indicate that the need for expert diagnosis system is beneficial, but it is necessary to supplement the current system in order to improve clinical utility in the future.