• Title/Summary/Keyword: 사용수명예측

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A Study of assessment criteria and reliability improvement for power supply of electrodeless fluorescent lamp (고효율 무전극형광등용 전원장치의 평가기준 및 신뢰성향상 연구)

  • 함증걸;신종욱
    • Journal of the Korean Institute of Illuminating and Electrical Installation Engineers
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    • v.17 no.2
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    • pp.34-40
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    • 2003
  • This paper gives an assessment criteria and reliability improvement for high frequency power supply of high efficacy electrodeless fluorescent lamp. The electrodeless fluorescent lamp system consist of electrodeless fluorescent lamp, high frequency power supply and lighting fixtures. The high frequency power supply has a shortest life at the system. Therefore It is need th assess the Failure Rate or mean Time To Failure(MTTF) for the high frequency power supply of electrodeless fluorescent lamp system and improve the reliability at design. We suggest the assessment criteria and improve methods of the reliability on the design basis for the electodeless fluorescent system.

Prediction of Fatigue Life for Hole-notched Weave CFRP Plate (평직 CFRP 홀 노치재의 피로 수명 예측)

  • Kim, Sang-Young;Kim, Yong-Seok;Kwon, Hee-Whan;Choi, Jung-Hun;Koo, Jae-Mean;Seok, Chang-Sung
    • Composites Research
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    • v.23 no.3
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    • pp.1-6
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    • 2010
  • Recently, CFRP composite is more and more used in the various fields because of a higher specific modulus, chemical property and so on. Most products using CFRP composite are manufactured by construction of components. Various components are joined with those by bolts and pins. Holes for bolts and pins decrease strength and fatigue life of components, because those act as notch in structures. In this paper, we experimentally evaluated the fatigue life of hole-notched and unnotched weave CFRP plate. Then, we compared the two results and proposed an equation for prediction of fatigue life.

Thermal Characteristics Analysis of Power Device for Motor Driving Power Converter (전동기 구동용 전력 변환기에 대한 전력소자의 열적 특성 해석)

  • Cho, Moontaek;Lee, Chungsik;Lee, SangBock
    • Journal of the Korean Society of Radiology
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    • v.6 no.6
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    • pp.495-498
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    • 2012
  • In this paper, the basic behavior of the environment and the driving time as a prediction of the lifetime of the power semiconductor devices were recorded. Radiator of a power device driving time and temperature operating environment, including cumulative record by the controller of the power converter, and doing it so you can see the power semiconductor devices for the life of the structure that the size of the change in the temperature of the semiconductor chip and the number of iterations to maintenance warranty period because of a lifetime by forecasting or replacement can be made at the appropriate time that is considered.

EKF Based SOH State Estimation Algorithm for UAV Li-Po Battery Pack (무인항공기 리튬폴리머 배터리팩용 EKF 기반 SOH 상태추정 알고리즘)

  • Jung, Sunghun
    • Journal of the Korea Convergence Society
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    • v.8 no.6
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    • pp.237-243
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    • 2017
  • Ignorance of battery pack life could bring unexpected UAV crashes and so the SOH estimation became a next important factor to the SOC estimation. In contrast to the EV applications, the small UAV could not carry heavy and complex BMS and so it is required to apply a simple, light, cheap, but powerful BMS to prevent any accident. In this paper, we show two SOH estimation methods, using internal resistance and using $SOC_I$ and $SOC_V$ with CF. Results show that the SOH becomes about 92% after 30 number of discharging cycles.

A Study on Life Time Prediction of ACM Rubber Composite Using Accelerated Test and Thermogravimetric Analysis (노화촉진시험법 및 TGA를 이용한 ACM 고무복합재료의 수명 예측 연구)

  • Ahn, WonSool;Lee, Joon-Man;Lee, Hyung Seok
    • Elastomers and Composites
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    • v.49 no.2
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    • pp.144-148
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    • 2014
  • Compression set (CS) and weight loss by thermal degradation of the ACM rubber composite sample prepared for an automotive part were measured simultaneously at several given temperatures of $150^{\circ}C$, $160^{\circ}C$, $170^{\circ}C$, and $180^{\circ}C$. Using the relationship between them, thermal life of the sample could be predicted at a given operating temperature by applying Toops method which is based on the analysis of non-isothermal TGA thermograms. Conversion by weight loss showed a linear relationship with CS changes, exhibiting 4.2% at CS 40%. Activation energy of thermal degradation was calculated as 120.2 kJ/mol at 4.2% of weight loss from Flynn-Wall-Ozawa analysis. When the expected life was set as time to reach CS 40% at $120^{\circ}C$, the life time of the sample was calculated as 9,700 hrs when Toops method was applied.

Artificial Neural Network based SOH prediction of lithium-ion battery (ANN을 이용한 리튬이온 배터리의 SOH 예측기법 연구)

  • Kwon, Sanguk;Han, Dongho;Kim, Jonghoon
    • Proceedings of the KIPE Conference
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    • 2018.11a
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    • pp.133-134
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    • 2018
  • 배터리의 효율적인 사용을 위해 배터리 관리 시스템(BMS)는 중요하다. 그 중 배터리의 잔존 수명을 나타내는 지표인 SOH(State of Health)를 예측하기 위해 본 논문에서는 18650 리튬이온 셀에 전기적 노화 실험(Cycle Life Test)을 적용하였다. 방전 용량 및 저항 변화에 의한 SOH 변화를 인공 신경망(Artificial Neural Network)을 사용하여 예측하도록 설계하고 이에 대한 검증을 수행하였다.

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Machine Learning Model for Predicting the Residual Useful Lifetime of the CNC Milling Insert (공작기계의 절삭용 인서트의 잔여 유효 수명 예측 모형)

  • Won-Gun Choi;Heungseob Kim;Bong Jin Ko
    • Journal of Advanced Navigation Technology
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    • v.27 no.1
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    • pp.111-118
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    • 2023
  • For the implementation of a smart factory, it is necessary to collect data by connecting various sensors and devices in the manufacturing environment and to diagnose or predict failures in production facilities through data analysis. In this paper, to predict the residual useful lifetime of milling insert used for machining products in CNC machine, weight k-NN algorithm, Decision Tree, SVR, XGBoost, Random forest, 1D-CNN, and frequency spectrum based on vibration signal are investigated. As the results of the paper, the frequency spectrum does not provide a reliable criterion for an accurate prediction of the residual useful lifetime of an insert. And the weighted k-nearest neighbor algorithm performed best with an MAE of 0.0013, MSE of 0.004, and RMSE of 0.0192. This is an error of 0.001 seconds of the remaining useful lifetime of the insert predicted by the weighted-nearest neighbor algorithm, and it is considered to be a level that can be applied to actual industrial sites.

Development of a new lifetime prediction method for gas turbine core parts by digital image analysis of precipitates morphology (석출물 형상의 디지털 이미지 분석에 의한 가스터빈 핵심부품의 새로운 수명평가기술 개발)

  • Chang, Moon Soo;An, Seong Uk
    • Analytical Science and Technology
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    • v.21 no.2
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    • pp.148-157
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    • 2008
  • To describe the lifetime prediction of gas turbine core parts serviced in some ten thousands rpms at over $1,000^{\circ}C$, the Larson-Miller Creep Curves, which are formed by creep rupture tests as the destructive experiment with parameters of stress and temperature, are used often, but not exact and reliable with errors of over some tens. On the other hand, this study shows a non-destructive method with increased accuracy and reliability. The SEM and TEM specimens were extracted by replica after polishing the local airfoil and root surfaces of the first stage scraped blade (bucket), serviced for 18,000 hours at $1,280^{\circ}C$ in Gas Turbines of Boryong. The observed TEM and SEM precipitates were digitalized for calculation of the average size. Here we could find the precipitate size grown from $0.45{\mu}m$ to $0.6{\mu}m$ during service and the grown precipitates to be still sound. From these results we could conclude that the scraped balde can be used for ten thous and hours additionally and for twenty thousand hours by additional heat treatments on the scraped blade.

Reliability Prediction of Digital Protection Relay (디지털 보호계전기의 신뢰도 분석)

  • Song, In-Jun;An, Yong-Ho;Yang, Gwi-Jang;Jun, Kwang-Sig
    • Proceedings of the KIEE Conference
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    • 2008.07a
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    • pp.377-378
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    • 2008
  • 한전에서는 계통보호 설비의 신뢰도 확보를 위해 디지털 보호설비 사용을 확대하고 있으며, 이에 따른 합리적인 보호설비 교체기준을 설정하려고 한다. 본 논문에서는 디지털 보호계전기의 교체기준 설정을 위해 디지털 보호 계전기(Digital Distance Relay)와 구성모듈에 대한 고장률(Failure rate)과 평균수명(Mean Time between Failures, MTBF), 그리고 시간에 따른 신뢰도를 분석하였다. 수명예측방법은 MIL-HDBK-217F, Notice 2의 부품스트레스분석방법(Part Stress Analysis Method) 사용하였다.

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A Study on the Life Time Broadening of Die parts Manufactured in W-EDM (W-EDM에 의한 금형제작에서의 수명연장에 관한 연구)

  • Kim Sei-hwan
    • Journal of the Korea Academia-Industrial cooperation Society
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    • v.5 no.6
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    • pp.511-514
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    • 2004
  • Punch and die plate which are press die parts can be made using machine tool or using both machine tool and W-EDM. When machine tool is used, the die life is 2,000,000 to 230,000 strokes. But with W-EDM, the die life is 700,00 to 800,000 strokes. This can be caused by the process deformation layer after W-EDM. SEM pictures of processed section before and after W-EDM are taken to see if the process deformation layer appeared. Also the elimination method is studied.

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