• 제목/요약/키워드: Monitoring Point

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Estimation of Change Point in Process State on CUSUM ($\bar{x}$, s) Control Chart

  • Takemoto, Yasuhiko;Arizono, Ikuo
    • Industrial Engineering and Management Systems
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    • 제8권3호
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    • pp.139-147
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    • 2009
  • Control charts are used to distinguish between chance and assignable causes in the variability of quality characteristics. When a control chart signals that an assignable cause is present, process engineers must initiate a search for the assignable cause of the process disturbance. Identifying the time of a process change could lead to simplifying the search for the assignable cause and less process down time, as well as help to reduce the probability of incorrectly identifying the assignable cause. The change point estimation by likelihood theory and the built-in change point estimation in a control chart have been discussed until now. In this article, we discuss two kinds of process change point estimation when the CUSUM ($\bar{x}$, s) control chart for monitoring process mean and variance simultaneously is operated. Throughout some numerical experiments about the performance of the change point estimation, the change point estimation techniques in the CUSUM ($\bar{x}$, s) control chart are considered.

RFID 기반의 국토측량 기준점 관리 시스템 구현 (A Implementation of Surveyed Control Point Management System for National Land based on RFID)

  • 조종식;김영곤;이용웅;주종길;서호석;심춘보;신창선
    • 디지털산업정보학회논문지
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    • 제6권1호
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    • pp.13-22
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    • 2010
  • In this paper, we propose a management system for positioning and indicating the surveyed control point using RFID and UMPC. This system is composed of digital control point, management system and application. The digital control point transmits information of the surveyed control point and the management system receives the data from the digital control points and manages the scattered digital control points. The system offers three services for managing the surveyed control point. The first service is control point monitoring service for identifying the change of location, locating the missing control point and the second service is control point search service notifying selected control point to user, and the third service is control point land management service for editing the control point information in the land. Therefore, this system makes it easy for administrators to access the control point information of the scattered surveyed control point through the country and enhances the managing efficiency.

크레인 안전 운전을 위한 모니터링 시스템 개발 (Development of Monitoring System for Safety Operation of Crane)

  • 배영철
    • 한국전자통신학회논문지
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    • 제9권11호
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    • pp.1305-1310
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    • 2014
  • 본 논문에서는 현존하는 크레인 모니터링 시스템의 문제점을 보완한 새로운 크레인 통합 모니터링 시스템 구현한다. 구현하는 모니터링 시스템은 무선 네트워크를 기본으로 주 차단기의 전체 부하전류를 측정하기 위한 시스템, 주 감속기의 오일 및 베어링 감시를 위한 온도와 진동 측정 시스템, 주권 모터 베어링의 온도 측정 시스템, 또한 전기실 전체의 화재 감시를 위한 센서 등을 갖추고 여기에서 측정한 데이터를 중앙의 감시실로 전송하여 진단을 수행하는 통합 모니터링 시스템을 구현하고 성능시험을 수행한다.

방전신호 검출에 의한 히팅 케이블의 상태감시기술 (Condition Monitoring Technique for Heating Cables by Detecting Discharge Signal)

  • 김동언;김남훈;임승현;길경석
    • 한국전기전자재료학회논문지
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    • 제34권2호
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    • pp.136-141
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    • 2021
  • Heating cables, widely used in office buildings, factories, streets and railways, deteriorate in electrical insulation during operation. The insulation deterioration of heating cables leads to electric discharges that can cause electrical fires. With this background, this paper dealt with a condition monitoring technique for heating cables by the analysis of discharge signals to prevent electrical fires. Insulation deterioration was simulated using an arc generator specified in UL1699 under AC operation, and the characteristic and propagation of discharge signals were analyzed on a 100 meter-long heating cable. Discharge signals produced by insulation deterioration were detected as a voltage pulse because they are as small as a few mV and they are attenuated through propagation path. The frequency spectrum of discharge signals mainly existed in the range from 70 kHz to 110 kHz, and the maximum attenuation of the signal was 84.8% at 100 meters away from the discharge point. Based on the experimental results, a monitoring device, which is composed of a high pass filter with the cut-off frequency of 70 kHz, a comparator, a wave shaper and a microprocessor, was designed and fabricated. Also, an algorithm was designed to discriminate the discharge signal in the presence of noise, compared with the pulse repetition period and the number of pulse counts per 100ms. In the experiment, the result showed that the prototype monitoring device could detect and discriminate the discharge signals produced at every discharge point on a heating cable.

도암호 유역의 융설에 의한 수질 변화 모니터링 (Water Quality Monitoring by Snowmelt in Songcheon, Doam Lake Watershed)

  • 권혁준;홍다혜;변상돈;임경재;김종건;남창동;홍은미
    • 한국농공학회논문집
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    • 제63권3호
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    • pp.87-95
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    • 2021
  • The Doam Lake Watershed is one of Gangwon-do's non-point source management areas. This area has a lot of snowfall in winter, and it is expected that there will be a lot of soil erosion in early spring due to snow melting. In this study, snow melting was monitored in the Doam Lake watershed from February to 3, 2020. It was conducted to analyze the water quality changes by calculating the concentration of non-point source pollution caused by snowmelt, and to compare the concentration of water quality during snowmelt event with rainfall and non-rainfall event. As a result of water quality analysis, Event Mean Concentration (EMC) at the first monitoring was SS 33.9 mg/L, TP 0.13 mg/L, TN 4.33 mg/L, BOD 1.35 mg/L, TOC 1.84 mg/L. At the second monitoring, EMC were SS 81.3 mg/L, TP 0.15 mg/L, TN 3.12 mg/L, BOD 1.32 mg/L, TOC 3.46 mg/L. In parameter except SS, it showed good water quality. It is necessary to establish management measures through continuous monitoring.

Study on drilling of CFRP/Ti6Al4V stack with modified twist drills using acoustic emission technique

  • Prabukarthi, A.;Senthilkumar, M.;Krishnaraj, V.
    • Steel and Composite Structures
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    • 제21권3호
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    • pp.573-588
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    • 2016
  • Carbon Fiber Reinforced Plastic (CFRP) and Titanium Alloy (Ti6Al4V) stack, extensively used in aerospace structural components are assembled by fasteners and the holes are made using drilling process. Drilling of stack in one shot is a complicated process due to dissimilarity in the material properties. It is vital to have optimal machining condition and tool geometry for better hole quality and tool life. In this study the tool wear and hole quality were analysed by experimental analysis using three modified twist drills and online tool condition monitoring using Acoustics Emission (AE) sensor. Helix angle and point angle influence tool performance and cutting force. It was found that a tool geometry (TG1) with high helix angle of $35^{\circ}$ with low point angle $130^{\circ}$ results in reduction in thrust force of 150-500 N range but the TG2 also perform almost similar to TG1, but when compared with the AErms voltage generated during drilling it was found that progressive rise in voltage in TG1 is less with respect to TG2 which can be attributed to tool life. In process wear monitoring was done using crest factor as monitoring index. AErms voltage were measured and correlated with the performance of the drills.

평균변형률을 이용한 3경간 이상 연속 철골보의 안전성 평가 기법 (Mathematical model for assessment of the safety of over three-span steel beams based on average strains from long gage optic sensor)

  • 정성문;이홍민;박효선
    • 한국전산구조공학회:학술대회논문집
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    • 한국전산구조공학회 2006년도 정기 학술대회 논문집
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    • pp.159-166
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    • 2006
  • Although the strain distribution along the length of a beam in buildings or infrastructures is non-uniform, most fiber optic sensors are point sensors that can measure the strain only at a local point of a beam. Long gage fiber optic sensors that measure integrated strain over a relatively long length can consider strain variation. This type of sensor was found to be efficient and useful for monitoring large-scale structures. On the other hand, the maximum strain or stress in a beam can not be measured with long gage optic sensors. However, for the assessment of the safety of multi-span steel beams subjected to various vertical loads, the maximum strain or stress measured during monitoring is required for comparison with the allowable stress of the beam calculated by a design code. Therefore, in this paper, mathematical models are presented for determination of the maximum values of strains in more three-span steel beams based on the average strains measured by long gage optic sensors.

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Automated structural modal analysis method using long short-term memory network

  • Jaehyung Park;Jongwon Jung;Seunghee Park;Hyungchul Yoon
    • Smart Structures and Systems
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    • 제31권1호
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    • pp.45-56
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    • 2023
  • Vibration-based structural health monitoring is used to ensure the safety of structures by installing sensors in structures. The peak picking method, one of the applications of vibration-based structural health monitoring, is a method that analyze the dynamic characteristics of a structure using the peaks of the frequency response function. However, the results may vary depending on the person predicting the peak point; further, the method does not predict the exact peak point in the presence of noise. To overcome the limitations of the existing peak picking methods, this study proposes a new method to automate the modal analysis process by utilizing long short-term memory, a type of recurrent neural network. The method proposed in this study uses the time series data of the frequency response function directly as the input of the LSTM network. In addition, the proposed method improved the accuracy by using the phase as well as amplitude information of the frequency response function. Simulation experiments and lab-scale model experiments are performed to verify the performance of the LSTM network developed in this study. The result reported a modal assurance criterion of 0.8107, and it is expected that the dynamic characteristics of a civil structure can be predicted with high accuracy using data without experts.

모듈레이션 기법을 이용한 잡음에 강인한 선로 전환기의 이상 상황 탐지 (Noise-Robust Anomaly Detection of Railway Point Machine using Modulation Technique)

  • 이종욱;김아용;박대희;정용화
    • 스마트미디어저널
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    • 제6권4호
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    • pp.9-16
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    • 2017
  • 열차의 방향을 기존 방향에서 다른 방향으로 이동시키기 위한 변환 장치인 선로 전환기의 고장은 열차의 탈선 등을 유발시킬 수 있다. 따라서 열차운행의 안전 측면에서 해당 장비에 대한 모니터링은 필수 요소이다. 본 논문에서는 선로 전환기의 구동시 발생하는 소리 정보를 기반으로 잡음에도 강인한 선로 전환기의 이상 상황 탐지시스템을 제안한다. 먼저 제안한 시스템은 소리 센서에서 실시간으로 취득하는 소리 신호에 STFT(Short-Time Fourier Transform)를 적용하여 스펙트로그램을 취득한다. 실제 환경에서 발생하는 잡음의 영향에도 강인한 성능을 보장하기 위하여, 해당 스펙트로그램에 대한 전처리 과정을 수행 후 모듈화 한다. 각각의 모듈에서 평균값과 표준편차를 계산 및 조합하여 특징 벡터로 생성한 후 이진 분류에 뛰어난 성능이 확인된 SVM(Support Vector Machine)에 적용하여 이상 상황을 탐지한다. 실제 선로 전환기의 전환 시 발생하는 소리 데이터를 이용하여 모의실험을 수행한 결과, 제안한 시스템은 잡음이 발생하는 상황에서도 효과적으로 이상 상황을 탐지함을 확인하였다.

토지피복별 비점부하량 기여율 해석을 위한 분포형 모델 개발 및 적용 (Development and Application of the Grid-Distributed Model for Contribution Rate Analysis on Non-point Source Pollution According to Landuse)

  • 안정민;정강영;김신;이혜진;신석호;양득석;신동석;나승민
    • 한국물환경학회지
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    • 제33권1호
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    • pp.78-89
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    • 2017
  • Water quality monitoring network data is being affected continuously due to non-point source pollution arising from agricultural land located on the Gwangsancheon outlet in the Nakdong River basin. In this study, we have performed analysis of water quality monitoring system, water quality pattern using SOM and water quality in the Gwangsancheon for sub-basin located at Gisan-myeon in the Nakdong River basin. We have developed and applied the model to estimate the runoff and non-point source loading. As a result of SOM pattern, the effect of non-point source pollution was the largest in the paddy fields and fields. As a result of the developed model, we found contribution rate and reduction rate for non-point source loading according to change of landuse because the reduction effect of nonpoint pollutants was 20.9% of SS, 9.9% of TN, 21.2% of TP and 8.9% of TOC depending on the landuse change.