• Title/Summary/Keyword: expected time to failure

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Detection Model of Fruit Epidermal Defects Using YOLOv3: A Case of Peach (YOLOv3을 이용한 과일표피 불량검출 모델: 복숭아 사례)

  • Hee Jun Lee;Won Seok Lee;In Hyeok Choi;Choong Kwon Lee
    • Information Systems Review
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    • v.22 no.1
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    • pp.113-124
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    • 2020
  • In the operation of farms, it is very important to evaluate the quality of harvested crops and to classify defective products. However, farmers have difficulty coping with the cost and time required for quality assessment due to insufficient capital and manpower. This study thus aims to detect defects by analyzing the epidermis of fruit using deep learning algorithm. We developed a model that can analyze the epidermis by applying YOLOv3 algorithm based on Region Convolutional Neural Network to video images of peach. A total of four classes were selected and trained. Through 97,600 epochs, a high performance detection model was obtained. The crop failure detection model proposed in this study can be used to automate the process of data collection, quality evaluation through analyzed data, and defect detection. In particular, we have developed an analytical model for peach, which is the most vulnerable to external wounds among crops, so it is expected to be applicable to other crops in farming.

A Design and Implementation of Process Controller for BMW (Bacteria Mineral Water) Plant (비엠 활성수 플랜트의 공정제어기 설계 및 구현)

  • Lee, Sang-Yun
    • Journal of the Institute of Convergence Signal Processing
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    • v.16 no.2
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    • pp.74-82
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    • 2015
  • In this study, a BMW plant process control system model which produces BMW is suggested and the BMW plant process controller with the following functions is developed. The first function is to operate the electronic overload relays to stop the blower for a certain period of time and to re-operate it again when the blower is overloaded. The second function is to close the motor operated valve automatically in case of power failure to prevent the circulation from the guided tank to the compost throwing tank and to block leak from the compost throwing tank due to the failure of ball valve. The third function is to transfer produced BMW from the concentration tank to 4 storage tanks for automatic managing of the BMW output. A device to measure the signal of the BMW plant process controller and a test equipment are developed. The designed BMW plant process controller is checked to see if it operates correctly according to the design specifications. The sequence control method based on BMW plant process controller is developed at a low cost in this study, so it is expected to bring improvements in the stability and the efficiency of system and to cause reductions in the operation and the management costs in the future.

Factors Influencing the Activation Time of the Rapid Response Team (신속대응팀의 활성화 시간에 영향을 주는 요인)

  • Han, Mi Ra;Kang, Eun Hyoung;Lee, Yong Suk;Chang, Eun Ju;Lee, Su Jeong;Heo, Yoon A;Namgung, Seo Hwa;Seo, Seo Hee
    • Journal of Korean Clinical Nursing Research
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    • v.26 no.2
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    • pp.198-206
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    • 2020
  • Purpose: The rapid response team is a patient safety system that detects symptoms and signs of deteriorating inpatients and provides intervention and treatment. This study analyzed the factors influencing the activation time of the team. Methods: This is a descriptive correlation study that analyzed the electronic medical records of patients activated by the rapid response team. The collection period was from January 2014 to December 2017. We analyzed 278 pieces of data activated by the rapid response team for patients aged 16 years or older at C University S Hospital in Seoul. We employed the SPSS 23.0 program for data analysis. Results: The reasons for activation of the rapid response team were oxygen saturation of less than 90.0%, other causes, and change in consciousness. The most common diagnosis of activated patients was respiratory failure (32.4%). The average activation time was 153.43±286.05 min. The activation time was shortest during convulsions (13.29±7.32 min). For patients with a history of kidney disease (B=0.58, p=.008), in case of surgery (B=0.55, p<.001), if the first symptom is mediated by the physician (B=0.53, p=.007) the active time is often extended. On the other hand, activation time is reduced when consciousness changes (B=-0.51, p=.002), especially when oxygen saturation is below 90.0% (B=-0.64, p<.001). Conclusion: Based on the results of the study, it is expected that patients deteriorating in the general ward would be recognized early, which will help in the effective activation of the rapid response team.

Study on Management Plan of the Financial Supervisory Service According to Increase of Risk of Household Debts (금융권 가계부채 위험증가에 따른 금융감독원 관리방안에 관한 연구)

  • Lee, YunHong
    • Korean Journal of Construction Engineering and Management
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    • v.19 no.2
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    • pp.96-106
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    • 2018
  • The government adopted activation policy of real estate to overcome low economic growth rate. Real estate activation plan adopted by the government raised credit limit by lowering the regulation, and reduced real estate investment cost by reducing the base rate. Also, delayed transfer tax on multi-house owner to activate real estate investment and resolved purchase right resale. Relief of real estate regulate caused increase of housing sales and price increase, and the real estate market changed to overheating aspect such as premium upon completion of lot sale in a short time. Such market atmosphere greatly increased household debs as owners own houses based on 'financial debt' instead of their income. Since 2017, real estate policy was reinforced to reduce household debts and lending rate was raised due to rise of base rate, accordingly, burden of household debt is expected to increase. This research suggested a plan for the Financial Supervisory Service to efficiently manage the financial world by analyzing the cause and problem of household debs.

A Study on the Attributes of Software Reliability Cost Model with Shape Parameter Change of Type-2 Gumbel Life Distribution (Type-2 Gumbel 수명분포의 형상모수 변화에 따른 소프트웨어 신뢰성 비용모형의 속성에 관한 연구)

  • Yang, Tae-Jin
    • The Journal of Korea Institute of Information, Electronics, and Communication Technology
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    • v.12 no.3
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    • pp.211-217
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    • 2019
  • In this study, we compare and analyze the attributes of the software development cost model according to the shape parameters change of the Type-2 Gumbel lifetime distribution using the NHPP model. In order to analyze the software failure phenomena, the parametric estimation is applied to the maximum likelihood estimation method, and the nonlinear equations are calculated using the bisection method. As a result, when the attributes of the cost curves according to the change of shape parameters are compared, it is found that the larger the number of shape parameters, the lower the software development cost and the faster the release time. Through this study, it is expected that it will be helpful for the software developers to search for the development cost according to the software shape parameters change, and also to provide the necessary information for the attributes of the software development cost.

Development of Fatigue Model of Concrete Pavement Considering Environmental Loading (환경하중을 고려한 콘크리트 포장 피로모형의 개발)

  • Lim, Jin Sun;Kim, Yeon Bok;Jeong, Jin Hoon
    • KSCE Journal of Civil and Environmental Engineering Research
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    • v.28 no.6D
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    • pp.819-829
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    • 2008
  • Fatigue cracking occurs over long time period because dynamic strength of slab continuously decreases by vehicle loading repetitively applied to the concrete pavement. To more accurately predict the fatigue life of the concrete pavement, the stress due to environmental loading should be considered prior to calculating the stress due to the vehicle loading because the stress due to temperature and moisture distribution always exists within the slab. Accordingly, a new fatigue model considering the environmental loading was developed in this research by evaluating factors of existing fatigue models most widely used and by making data points from the models. The applicability of the new model was evaluated by performing a fatigue analysis on the general concrete pavement structure using local climatic and traffic conditions in Korea. It was concluded that the top-down cracking due to the tensile stress at top of the slab is dominant cause of the fatigue failure than the bottom-up cracking occurred at bottom of the slab. More advanced fatigue analysis considering vehicle speed is expected by developing this study.

A Study on the Results of the Incheon Metropolitan City Korean Medicine Infertility Support Program in 2021 (2021년도 인천광역시 한의약 난임 지원 사업에 관한 결과 연구)

  • Kwon, Na-Yoen;Lee, Dong-Nyung;Sung, Hyun-Kyung;Park, Jang-Kyung
    • The Journal of Korean Obstetrics and Gynecology
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    • v.35 no.4
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    • pp.143-160
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    • 2022
  • Objectives: This study aimed to lay the foundation for the Korean medicine infertility treatment support program to be implemented in the future by analyzing the results of the Korean medicine infertility treatment support program implemented by Incheon metropolitan city. Methods: 224 patients applied for the Korean medicine infertility treatment support program conducted by Incheon metropolitan city and had three months of herbal medicine treatment and three months of follow-up time. Information on general, demographic, and infertility-related characteristics of patients before treatment was collected. Information on treatment contents performed by Korean medical doctors during treatment, and information on results and satisfaction after treatment was collected. In order to evaluate the safety of treatment, blood tests were performed before and after treatment, and abnormal reactions were monitored. Results: Of 224 patients, 211 ended treatment, of which 45 (21.33%) succeeded in pregnancy. The characteristics of the successful and failure groups of pregnancy were found to be statistically significant differences in age, therapeutic history, parity, anti-müllerian hormone test results, and type of infertility of the patients and spouses. The most common pattern identification was kidney deficiency, and the most widely used prescription was Jogyeongjongok-tang. Patients were highly satisfied with the treatment of Korean medicine infertility. As a result of the safety evaluation, herbal medicine treatment was confirmed to be a safe treatment. Conclusions: In this study, clinical information on the Incheon metropolitan city Korean medicine infertility treatment support program was obtained. Based on this study, it is expected that the Korean medicine infertility treatment program in the future will guarantee more extensive treatments such as extending the treatment period or supporting korean herbal medicine to spouses.

Evaluation of Insulation Deterioration for the Development of SVM Algorithm to Diagnose OF Cable (OF 케이블 진단용 SVM 알고리즘 개발을 위한 절연열화 평가)

  • Kwak, Byeong Sub;Jun, Tae-Hyun;Kim, Ah-Reum;Park, Hyun-joo
    • KEPCO Journal on Electric Power and Energy
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    • v.5 no.4
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    • pp.263-273
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    • 2019
  • South Korea's OF cable is reaching its expected design life of 30 years, and as a result, the risk of failure is increasing. Therefore, it is necessary to diagnose the long-term operating OF cables through accurate diagnosis at the right time to prevent the failure. Currently, the KEPCO periodically conducts DGA. However, the gas found in DGA is caused by oil deterioration as well as insulation paper. Therefore, the analysis of the degree of polymerization and furan compounds which is an evaluation of insulation paper considered to be the life of OF cables is required. In addition, the results of the evaluation of deterioration of insulation paper need to be checked for correlation with the results of DGA. In this study, DGA carried out through GC, the degree of polymerization was analyzed using an automatic viscometer, and HPLC was used to detect the furan compounds. In addition, the obtained results were applied to the SVM technique, which was recently introduced to determine abnormalities in OF cable. And the results which were accurate and reliable were obtained.

Effect of Azospirillum brasilense and Methylobacterium oryzae Inoculation on Growth of Red Pepper (Capsicum annuum L.)

  • Chung, Jong-Bae;Sa, Tong-Min
    • Korean Journal of Soil Science and Fertilizer
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    • v.45 no.1
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    • pp.59-65
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    • 2012
  • Plant growth-promoting effects of rhizobacterial inoculation obtained in pot experiments cannot always be dependably reproduced in fields. In this study, we investigated the effect of inoculation with Azospirillum brasilense and Methylobacterium oryzae, which have displayed growth promoting effects in several pot experiments, on growth and fruit yield of red pepper under field condition in a plastic-film house. Four rows spaced 90 cm apart were prepared after application of compost ($10Mg\;ha^{-1}$), and red pepper seedlings (Capsicum annum L., Nocgwang) were transplanted in each row with 40-cm space. Experimental treatments were consisted of A. brasilense CW903 inoculation, M. oryzae CBMB20 inoculation, and uninoculated control. Twelve plots, 10 plants per plot, were allotted to the three treatments with four replicates in a completely randomized design. At the time of transplanting, 50 mL of each inoculum ($1{\times}10^8cells\;mL^{-1}$) was introduced into root zone soil of each plant, and re-inoculated at 7 and 14 days after transplant. Plant growth and fruit yield were measured during the experiment. Both A. brasilense CW903 and M. oryzae CBMB20 could not promote growth of red pepper plants. All growth parameters measured were not significantly different among treatments. There were large variations in fruit yield recorded on plot basis, and no statistically significant differences were found among treatments. The failure to demonstrate the expected plant growth promoting effect of the inoculants is possibly due to various environmental factors, including weather and soil characteristics, reducing the possibility to express the potential of the inoculated bacterial strains.

Use of Guided Waves for Monitoring Material Conditions in Fossil-Fuel Power Plants (판파를 이용한 화력 발전 설비의 물성 평가)

  • Cho, Youn-Ho;Jung, Kyung-Sik;Lee, Jae-Sun
    • Transactions of the Korean Society of Mechanical Engineers A
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    • v.34 no.6
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    • pp.695-700
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    • 2010
  • Material properties of the lock plate, which covers the gas-turbine blade, are studied using ultrasonic guided waves. The lock plate is a crucial part of a gas-turbine power plant. The wave velocity and attenuation coefficient are measured to investigate the changes in the material properties under three heat-treatment conditions. Compared to the destructive mechanical tests, the material characterization of Inconel X-750 can be performed more efficiently and nondestructively by using ultrasonic guided waves; this characterization helps identify the changes occurring in its elastic moduli and Poisson's ratio under different heat-treatment conditions. The wave velocity and hardness of Inconel X-750 are proportional to each other. This nondestructive technique for the measurement of material properties can be widely used in various industries to avoid catastrophic failure. It is also expected that the guided-wave technique can be applied as a new cost- and time-saving inspection tool for longer and wider inspection ranges.