• Title/Summary/Keyword: Failure Model

Search Result 4,605, Processing Time 0.038 seconds

1D CNN 알고리즘 기반의 가속도 데이터를 이용한 머시닝 센터의 고장 분류 기법 연구 (A Study on Fault Classification of Machining Center using Acceleration Data Based on 1D CNN Algorithm)

  • 김지욱;장진석;양민석;강지헌;김건우;조용재;이재욱
    • 한국기계가공학회지
    • /
    • 제18권9호
    • /
    • pp.29-35
    • /
    • 2019
  • The structure of the machinery industry due to the 4th industrial revolution is changing from precision and durability to intelligent and smart machinery through sensing and interconnection(IoT). There is a growing need for research on prognostics and health management(PHM) that can prevent abnormalities in processing machines and accurately predict and diagnose conditions. PHM is a technology that monitors the condition of a mechanical system, diagnoses signs of failure, and predicts the remaining life of the object. In this study, the vibration generated during machining is measured and a classification algorithm for normal and fault signals is developed. Arbitrary fault signal is collected by changing the conditions of un stable supply cutting oil and fixing jig. The signal processing is performed to apply the measured signal to the learning model. The sampling rate is changed for high speed operation and performed machine learning using raw signal without FFT. The fault classification algorithm for 1D convolution neural network composed of 2 convolution layers is developed.

댐 붕괴에 따른 EAP 수립을 위한 2차원 모형의 적용성 검증 (The Verification of Two Dimensional Model Applicability for Establishing EAP from Dam Failure)

  • 박준형;이재영;금호준;한건연
    • 한국수자원학회:학술대회논문집
    • /
    • 한국수자원학회 2016년도 학술발표회
    • /
    • pp.66-66
    • /
    • 2016
  • 태풍 및 집중호우로 인해 댐과 저수지 등의 붕괴위험이 증가되고 있으며, 실제로 붕괴가 일어나 크고 작은 피해사례가 증가하고 있다. 담수의 목적을 가진 댐과 저수지가 붕괴될 경우 다른 자연재해에 비해 인명 및 재산에 대한 피해가 막대하다. 따라서 국가 및 각 지자체에서 관리하고 있는 댐과 저수지는 안전성 평가 및 비상대처계획 등을 수립하여 만약의 상황에 대해 대비를 하고 있다. 특히 비상대처계획의 경우 댐 붕괴시 상황을 예상하여 홍수파의 전파와 대피로 등을 설정하는 것으로 댐 붕괴상황시 매우 중요한 역할을 한다. 하지만 지금까지의 비상대처계획 수립시 하류부 홍수파 해석은 1차원 모형을 활용하여 범람지역의 산정 및 홍수파에 대한 정보를 획득하였다. 1차원 모형의 경우 빠른 계산시간과 해석을 위한 절차가 간단한 장점이 있으나 건물 및 제내지의 정확한 지형을 반영하지 못하며, 제내지에서의 홍수파 전파양상 등을 나타내지 못하는 단점이 있다. 이에 본 연구에서는 정확한 지형의 반영과 제내지에서의 상세한 홍수파 해석이 가능한 2차원 모형을 이용하여 비상대처계획 수립시 적용성을 검토해보았다. 실제 붕괴사례인 경주 산대저수지 붕괴를 통해 2차원 모형의 정확성을 검증하였으며, 이를 국내 A저수지에 적용하여 비상대처계획도를 작성하였다. 대상저수지의 경우 댐 직하류부에 주거지역 및 홍수파가 넓게 퍼질 수 있는 지형을 가지고 있어 2차원 모형의 장점을 잘 활용할 수 있다고 판단하여 대상 저수지로 선정하였다. 1차원 모형인 DAMBRK 모형과 2차원 모형인 FLO-2D 모형을 사용하여 1 2차원 모형의 댐 붕괴홍수파 해석 결과를 비교하고, 그 결과를 이용한 비상대처계획도를 작성을 하여 비교하였다. 그 결과 기존에 활용되던 비상대처계획도의 단점을 보완하여 정확한 침수범위 및 홍수파 전파양상을 나타낼 수 있는 새로운 비상대처계획도 작성할 수 있었다. 따라서 본 연구를 통해 정확한 지형의 반영이 필요하거나 댐 및 저수지 하류부에 도심지가 위치한 경우 제내지에서의 상세한 홍수파 정보를 제공할 수 있는 비상대처계획도 작성에 기여할 수 있을 것으로 판단된다.

  • PDF

전술 기동망의 이동성 지원을 위한 PMIP기반 분산 이동성 관리 적용방안 (PMIP-based Distributed Mobility Management for Tactical Network)

  • 선경재;김영한;노홍준;박형원;한명훈;권대훈
    • 한국군사과학기술학회지
    • /
    • 제22권5호
    • /
    • pp.654-666
    • /
    • 2019
  • The tactical network has several different characteristics compared with commercial internet network such as hierarchical topology, dynamic topology changing and wireless link based connectivity. For considering IP mobility management in the tactical network, current mobility management using Mobile IP(MIP) is not suitable with some reasons such as non-optimal routing paths and single point of failure. Proxy Mobile IP(PMIP) which supporting network-based mobility in hierarchical manner can provide optimal routing path in the tactical network environment, but centralized anchor is still remained a threat to the stability of the tactical network which changes its topology dynamically. In this paper, we propose PMIP-based distributed mobility management for the tactical network environment. From our design, routing paths are always configured in optimized way, as well as path is recovered quickly when the mobility anchor of user is failed. From numerical analysis, comparing to other mobility scheme, result shows that the proposed scheme can reduce packet transmission cost and latency in tactical network model.

온라인 쇼핑몰에서 서비스회복 방식이 고객용서를 매개로 고객 행동의도에 미치는 영향 - SOR 모델을 기반으로 (A Study on the Effect of Service Recovery through Mediating Customer Forgiveness on Customer Behavior Intention of Online Shopping Mall - Based On the SOR Model)

  • 왕정;김연성
    • 품질경영학회지
    • /
    • 제47권3호
    • /
    • pp.615-630
    • /
    • 2019
  • Purpose: Based on the theory of "Stimulus-Organism-Response" (S-O-R), this thesis takes customer forgiveness as a medium variable to explore the impact of merchant service remedy on customer behavior intention in the context of online shopping service failure. This thesis divides the merchant service remedy into two dimensions: spiritual recovery and material recovery, and reveals the influence difference of different merchant service remedy methods on customer behavior intention and the mediating role of customer forgiveness. Methods : 325 questionnaires were distributed and 307 valid questionnaires were collected for data analysis. The relationship between potential variables is proposed by using Structural Equations Modeling. Results : The two dimensions of service recovery have significant positive impact on customer forgiveness, and physical recovery has greater impact on customer forgiveness. In the influence of physical recovery on customer behavior intention, customer forgiveness is a partial mediating effect. However, in the influence of spiritual recovery on customer behavior intention, customer forgiveness is a complete mediating effect. Conclusion : In case of service faults, merchants should take the initiative to provide appropriate physical recovery and provide spiritual recovery sincerely and patiently. Only in this way can they regain good impression in the hearts of consumers and promote them to improve the quality of service recovery, so as to increase their willingness to repurchase Intention and positive word of mouth.

무선 통신기반 열차제어시스템의 지하구간 전파간섭에 대한 연구 (A Study of Interference on Underground Tunnel in Radio Frequency-Communication Based Train Control System)

  • 노용언;이종우
    • 한국철도학회:학술대회논문집
    • /
    • 한국철도학회 2008년도 추계학술대회 논문집
    • /
    • pp.1370-1378
    • /
    • 2008
  • In the system necessary for safety such as the train control system, to make train control information be sent correctly is very important. In the case of the system such as RF-CBTC(Radio Frequency-Communication Based Train Control), sometimes failure in correctness of train controlling information may happen because the information is sent throughout wireless transmission between on-board system of a train and wayside transmitter, and then, it is exposed to noises. Of RF-channel interference, there are various forms. Under the environment of mobile telecommunications, adjacent-channel interference and Co-channel interference are in trouble, and under the environment of the wireless LAN, inter-symbol interference is in trouble. Also, the system of the cellular CDMA mobile telecommunication is affected on the RF-channel interference such as Doppler effect, multi-cell interference, and other users' intervention. In this paper, we analyzed the effect of the train control information related to fading, intervention and other noises made in the underground interval and explained the transmission characteristics numerically. Furthermore, we calculated the mean of the error terms by increasing users in the system of the cellular CDMA. As the method for decrease the error term of sent information, we represented the way adjusting the arrangement of antennas, and we did the model related to the system of RF-CBTC in which the location of an antenna is calculated with really measured value of the transmission characteristics and the way confirming reliability of the wireless transmission.

  • PDF

Cyclic behavior of steel beam-concrete wall connections with embedded steel columns (II): Theoretical study

  • Li, Guo-Qiang;Gu, Fulin;Jiang, Jian;Sun, Feifei
    • Steel and Composite Structures
    • /
    • 제23권4호
    • /
    • pp.409-420
    • /
    • 2017
  • This paper theoretically studies the cyclic behavior of hybrid connections between steel coupling beams and concrete shear walls with embedded steel columns. Finite element models of connections with long and short embedded steel columns are built in ABAQUS and validated against the test results in the companion paper. Parametric studies are carried out using the validated FE model to determine the key influencing factors on the load-bearing capacity of connections. A close-form solution of the load-bearing capacity of connections is proposed by considering the contributions from the compressive strength of concrete at the interface between the embedded beam and concrete, shear yielding of column web in the tensile region, and shear capacity of column web and concrete in joint zone. The results show that the bond slip between embedded steel members and concrete should be considered which can be simulated by defining contact boundary conditions. It is found that the loadbearing capacity of connections strongly depends on the section height, flange width and web thickness of the embedded column. The accuracy of the proposed calculation method is validated against test results and also verified against FE results (with differences within 10%). It is recommended that embedded steel columns should be placed along the entire height of shear walls to facilitate construction and enhance the ductility. The thickness and section height of embedded columns should be increased to enhance the load-bearing capacity of connections. The stirrups in the joint zone should be strengthened and embedded columns with very small section height should be avoided.

Triptolide improves myocardial fibrosis in rats through inhibition of nuclear factor kappa B and NLR family pyrin domain containing 3 inflammasome pathway

  • Shen, Jianyao;Ma, Hailiang;Wang, Chaoquan
    • The Korean Journal of Physiology and Pharmacology
    • /
    • 제25권6호
    • /
    • pp.533-543
    • /
    • 2021
  • Myocardial fibrosis (MF) is the result of persistent and repeated aggravation of myocardial ischemia and hypoxia, leading to the gradual development of heart failure of chronic ischemic heart disease. Triptolide (TPL) is identified to be involved in the treatment for MF. This study aims to explore the mechanism of TPL in the treatment of MF. The MF rat model was established, subcutaneously injected with isoproterenol and treated by subcutaneous injection of TPL. The cardiac function of each group was evaluated, including LVEF, LVFS, LVES, and LVED. The expressions of ANP, BNP, inflammatory related factors (IL-1β, IL-18, TNF-α, MCP-1, VCAM1), NLRP3 inflammasome factors (NLRP3, ASC) and fibrosis related factors (TGF-β1, COL1, and COL3) in rats were dete cted. H&E staining and Masson staining were used to observe myocardial cell inflammation and fibrosis of rats. Western blot was used to detect the p-P65 and t-P65 levels in nucleoprotein of rat myocardial tissues. LVED and LVES of MF group were significantly upregulated, LVEF and LVFS were significantly downregulated, while TPL treatment reversed these trends; TPL treatment downregulated the tissue injury and improved the pathological damage of MF rats. TPL treatment downregulated the levels of inflammatory factors and fibrosis factors, and inhibited the activation of NLRP3 inflammasome. Activation of NLRP3 inflammasome or NF-κB pathway reversed the effect of TPL on MF. Collectively, TPL inhibited the activation of NLRP3 inflammasome by inhibiting NF-κB pathway, and improved MF in MF rats.

RC Building 구조물의 폭발해석 및 손상평가 (Blast Analysis and Damage Evaluation for Reinforced Concrete Building Structures)

  • 박양흠;윤성환;장일영
    • 대한토목학회논문집
    • /
    • 제41권4호
    • /
    • pp.331-340
    • /
    • 2021
  • 본 논문은 비예측 극한하중인 폭발하중에 노출된 RC building 구조물의 폭발손상평가를 위한 수치해석적 연구이다. 수치해석의 효율성 및 정확성을 높이기 위해, 폭발하중에 대한 정의, 유체-구조 연성을 위한 Euler-Lagrange 커플링 기법 적용, 그리고 고변형률 속도가 고려된 콘크리트 및 강재 재료구성모델이 제안된다. 특히 효율적인 폭발하중 정의를 위해, Euler-FCT 기법을 통하여 TNT 질량에 따른 시간별 압력하중 데이터가 확보되고, 이는 RC building 구조물 총 7 지점의 폭발위치에 적용되며, ANSYS-AUTODYN 솔버에 연결되어 수치 시뮬레이션이 수행된다. 해석결과, TNT 질량 및 폭발 위치에 따라 손상 차이가 발생하였으며, 먼저 TNT 질량 20 kg 일 경우 3 곳의 폭발손상 지점에서 주부재 중 슬래브에서만 중간 및 가벼운 손상이 발생되었고, TNT 질량 100 kg 일 경우 5 곳의 폭발손상 지점 중 3 곳은 슬래브 및 보 부재에서 중간 손상이 발생되었으며, 2 곳은 슬래브에서 심각한 손상이 발생되었다.

Institutional Quality, Regulatory Environment and Microeconomic Performance: Evidence from Transition and Non-transition Developing Countries

  • Ochieng, Haggai Kennedy;Park, Bokyeong
    • East Asian Economic Review
    • /
    • 제25권3호
    • /
    • pp.273-309
    • /
    • 2021
  • The development of regulatory systems varies between transition and non-transition economies. This suggests that they provide different incentives for entrepreneurial development and could have varied effects on the economy because they have different methods to deal with market failure. However, limited empirical evidence exists to prove the assumption of dichotomy. Using comprehensive data for institutional quality, labor market and financial market development, this research sought to analyze their effect on employment growth at micro level. The results show that the quality of institutions in transition economies are poorer relative to those in non-transition economies, but their financial and labor markets are more developed than the latter. Further analysis for the transition sample shows that the three variables are individually positively related with employment growth. For the non-transition sample, institutional quality and labor market flexibility bear a positive and significant effect on employment. Financial market development enters the model with a negative coefficient when regressed alone, but a joint test of significance finds that all the variables have a positive effect on employment growth. This result could imply that there is interdependence between institutional quality, labor flexibility and financial market development in firm-employment-growth relationship, or complementarity between regulations and the quality of institutions. Alternatively, this finding suggests that a stringently regulated credit market in non-transition economies have a selection effect-allocating credit only to entrepreneurs who already demonstrate strong growth potential. In sum, despite differences in the evolution of regulatory environment between the two samples, both of them complement employment growth at firm level. The overall implication of these findings is that less rigid regulations and coherent policies that are enforced with impartiality provide incentives for firms to expand.

열화상 이미지 분석을 통한 배전 설비 공정능력지수 감지 시스템 개발 (Identifying Process Capability Index for Electricity Distribution System through Thermal Image Analysis)

  • 이형근;홍용민;강성우
    • 품질경영학회지
    • /
    • 제49권3호
    • /
    • pp.327-340
    • /
    • 2021
  • Purpose: The purpose of this study is to propose a system predicting whether an electricity distribution system is abnormal by analyzing the temperature of the deteriorated system. Traditional electricity distribution system abnormality diagnosis was mainly limited to post-inspection. This research presents a remote monitoring system for detecting thermal images of the deteriorated electricity distribution system efficiently hereby providing safe and efficient abnormal diagnosis to electricians. Methods: In this study, an object detection algorithm (YOLOv5) is performed using 16,866 thermal images of electricity distribution systems provided by KEPCO(Korea Electric Power Corporation). Abnormality/Normality of the extracted system images from the algorithm are classified via the limit temperature. Each classification model, Random Forest, Support Vector Machine, XGBOOST is performed to explore 463,053 temperature datasets. The process capability index is employed to indicate the quality of the electricity distribution system. Results: This research performs case study with transformers representing the electricity distribution systems. The case study shows the following states: accuracy 100%, precision 100%, recall 100%, F1-score 100%. Also the case study shows the process capability index of the transformers with the following states: steady state 99.47%, caution state 0.16%, and risk state 0.37%. Conclusion: The sum of caution and risk state is 0.53%, which is higher than the actual failure rate. Also most transformer abnormalities can be detected through this monitoring system.