• 제목/요약/키워드: Input pattern analysis

검색결과 328건 처리시간 0.024초

파워스펙트럼 및 신경망회로를 이용한 기어박스의 결함진단 및 결함형태 분류에 관한 연구 (Fault Detection and Damage Pattern Analysis of a Gearbox Using the Power Spectra Density and Artificial Neural Network)

  • 이상권
    • 대한기계학회논문집A
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    • 제27권4호
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    • pp.537-543
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    • 2003
  • Transient vibration generated by developing localized fault in gear can be used as indicators in gear fault detection. This vibration signal suffers from the background noise such as gear meshing frequency and its harmonics and broadband noise. Thus in order to extract the information about the only gear fault from the raw vibration signal measured on the gearbox this signal is processed to reduce the background noise with many kinds of signal-processing tools. However, these signal-processing tools are often very complex and time waste. Thus. in this paper. we propose a novel approach detecting the damage of gearbox and analyzing its pattern using the raw vibration signal. In order to do this, the residual signal. which consists of the sideband components of the gear meshing frequent) and its harmonics frequencies, is extracted from the raw signal by the power spectral density (PSD) to obtain the information about the fault and is used as the input data of the artificial neural network (ANN) for analysis of the pattern of gear fault. This novel approach has been very successfully applied to the damage analysis of a laboratory gearbox.

Analysis of the Corporate Life Cycle using the Gompertz Model Focused on Korean Pharmaceutical Longevity Companies

  • Kyu-Jin, CHOI;Kang-Sun, LEE;Sung-Wook, KANG;Dae-Myeong, CHO
    • 융합경영연구
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    • 제11권1호
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    • pp.31-44
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    • 2023
  • Purpose: This study aims to figure out the characteristics of corporate life cycle and resource input in terms of the sustainability diagnosis of pharmaceutical companies in Korea. Research design, data, and methodology: Using the Gompertz model under the assumption that companies have finite resources, this study tries quantitative interpretation of life cycle and resource input pattern for longevity companies with 25 years of experience among 158 pharmaceutical companies listed on Korean stock market based on maturity of revenue. Results: The study found revenue maturity through Gompertz model was statistically correlated with enterprise value. According to the life cycle analysis, more than 95% of 59 pharmaceutical companies were in the growth and maturity phase and have an average life cycle of 88 years and an average remaining life of 52 years. Regarding maturity profile of resource input, maturity of employees was generally high more than 60% and this meant there was jobless growth in Korean pharmaceutical industry. Conclusion: This study demonstrated there is a high statistical correlation between the maturity of a company's resource input and its revenue and enterprise value. It is believed that these results could be utilized as a basis for high fidelity function that predict revenue and enterprise value based on resource input information.

AAKR을 이용한 원자력 발전소 고장 패턴 추출에 관한 연구 (Study on the Extraction of Nuclear Power Plant Failure Patterns using AAKR)

  • 박기범;안홍민;강성기;채장범
    • 한국압력기기공학회 논문집
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    • 제13권1호
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    • pp.40-47
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    • 2017
  • In this paper, we investigate the feasibility of a strategy of failure detection and identification. The point of proposed strategy includes a pattern extraction approach for failure identification using Auto-Associative Kernel Regression (AAKR). We consider a simulation data concerning 605 signals of a Generic Pressurized Water Reactor(GPWR). In the application, the reconstructions are provided by a set of AAKR models, whose input signals have been selected by Correlation Analysis(CA) for the identification of the groups. The failure pattern is extracted by analyzing the residuals of observations and reconstructions. We present the possibility of extraction of patterns for six failure.

SOM을 이용한 퍼지 TAM 네트워크 모델 (Fuzzy TAM Network Model Using SOM)

  • 홍정표;황승국
    • 한국지능시스템학회논문지
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    • 제16권5호
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    • pp.642-646
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    • 2006
  • 퍼지 TAM 네트워크는 입력층, 카테고리층, 출력층으로 구성되어 있는 패턴분석의 감독학습방법이다. 그러나 퍼지 TAM 네트워크 모델에서 패턴분석 하고자 하는 대상의 출력층의 목표값을 모르는 경우에는 무감독 학습방법이 된다. 이러한 경우에는 무감독 학습방법인 SOM을 이용하여 출력층의 목표값을 구하여 대체할 수 있다. 본 논문에서는 SOM의 결과를 퍼지 TAM 네트워크에 적용하고 사례연구를 통하여 그 유용성을 보인다.

지역적 이진패턴을 이용한 2차원 바코드 검출 알고리즘 (A 2-D Barcode Detection Algorithm based on Local Binary Patterns)

  • 최영규
    • 반도체디스플레이기술학회지
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    • 제8권2호
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    • pp.23-29
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    • 2009
  • To increase the data capacity of one-dimensional symbology, 2D barcodes have been proposed a decade ago. In this paper, a new 2D barcode detection algorithm based on Local Binary Pattern is presented. To locate 2D barcode symbols, a texture analysis scheme based on the Local Binary Pattern is adopted, and a gray-scale projection with sub-pixel operation is utilized to separate the symbol precisely from the input image. Finally, the segmented symbol is normalized using the inverse perspective transformation for the decoding process. The proposed method ensures high performances under various lighting/printing conditions and strong perspective deformations. Experiments show that our method is very robust and efficient in detecting the symbol area for the various types of 2D barcodes.

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에너지 등고선을 이용한 고주파 가진 조건들에 따른 선형 시스템의 피로 손상도 분석 (Analysis of Spectral Fatigue Damage of Linear Elastic Systems with Different High Cyclic Loading Cases using Energy Isocline)

  • 신성영;김찬중
    • 한국소음진동공학회논문집
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    • 제24권11호
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    • pp.840-845
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    • 2014
  • Vibration profiles consist of two kinds of pattern, random and harmonic, at general engineering problems and the detailed vibration test mode of a target system is decided by the spectral condition that is exposed under operation. In moving mobility, random responses come generally from road source; whereas the harmonic responses are triggered from rotating machinery parts, such as combustion engine or drive shaft. Different spectral input may accumulate different damage in frequency domain since the accumulated fatigue damage dependent on the pattern of input spectrum in high cyclic loading condition. To evaluate the sensitivity of spectral damage according to different loading conditions, a linear elastic system is introduced to conduct a uniaxial vibration testing. Measured data, acceleration and strain, is analyzed using energy isocline function and then, the calculated fatigue damage is compared by different loading cases, random and harmonic.

연약암반에 굴착되는 지하철 터널의 안정성 해석 (Stability Analysis of a Subway Tunnel Excavated in Soft Rock)

  • 이연규;서영호;이정인
    • 터널과지하공간
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    • 제3권2호
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    • pp.118-131
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    • 1993
  • In this study, the results of elasto-plastic analysis for a subway tunnel using finite element method are presented. To determine input data for the analysis we carried out rock mass classificaton, insitu test and back analysis using measured displacements. Tunnel convergence, extension of yielding Zone and support load are described. By comparing the results of four different reinforcement patterns, the influence of those patterns on tunnel stability is presented. As a result of the analysis we suggest a ratonal reinforcement pattern.

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분포통계변화에 따른 XLPE 절연체의 부분방전 패턴해석 (Analysis of The Partial Discharge Pattern in XLPE Insulator due to Variation of Statistical Distribution)

  • 김탁용;;조경순;심현택;연규호;이충호;홍진웅
    • 한국전기전자재료학회:학술대회논문집
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    • 한국전기전자재료학회 2006년도 하계학술대회 논문집 Vol.7
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    • pp.83-84
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    • 2006
  • In this paper, we examine discharge characteristics of cross-linked polyethylene (since then; XLPE) according to thickness. Voltage was applied to power frequency by step method, and calibration of discharge was set to 50[pC] (slope=8.333). After the voltage was applied, for 10 [sec] (600 [cycle]), occurring discharge and number were detected. Determine of input pattern is difficult because discharge pattern is irregular. Therefore we investigated pattern using the K-means Analysis and Weibull function. Also we investigated variation of centroid and cluster.

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TFT-LCD에서 새로운 접근을 통한 FRC Noise의 발생 원인 분석 및 저감 방법에 대한 연구 (The Cause Analysis and Reduction Method of the FRC Noise Through a New Approach in TFT-LCD)

  • 황종희;김혜진;최윤식
    • 전기학회논문지
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    • 제59권7호
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    • pp.1340-1345
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    • 2010
  • FRC(Frame Rate Control) has been applied to the monitor and TV product as part of cost-saving in many flat panel display manufacturers. As FRC can represent the same number of gray scale level with bits of a smaller amount than bits of the input image data, it is widely used. However, FRC causes visual artifacts by using repeatedly pre-designed the FRC unit size of block pattern in display devices. Therefore, this paper analyzes the cause of the visual artifacts. And in order to improve them, it proposed the pattern arrangement of FRC unit blocks through frame rolling method as analytic solution for the first time. So, we could embody causes of FRC noise. Using the proposed structure, more robust pattern to FRC noise will be designed.

가정자원관리체계 구성요소간의 관계 (The Relationship Among the Components of family Resource Management System.)

  • 최동숙;이정우
    • 가정과삶의질연구
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    • 제10권2호
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    • pp.163-178
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    • 1992
  • This study is focused on causual relationship analysis among the components of family resource management system based on a theory of Deacon and Firebaugh. The system of family resource management is consisted for the component of input like on objective resource and level of resource perception, the component of throughput like a behavior pattern of the family resource management, and the component of output like a degree of the family life satisfaction. The instrument for resource perception level, behavior pattern of family resource management and degree of life satisfaction were developed for this study, and main investigation was executed through 1st and 2nd pre-test. The 800 questionnaire were distributed by cluster sampling to the homemakers in Seoul. The final data used in this study were 703, and analyzed by Cronback's coefficient, factor analysis. frequency. percentage, regression analysis and path analysis, and teated with SAS PC+. Consequently , the findings of this study were accepted hypothesis I, II, II, IV.

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