• Title/Summary/Keyword: 고장유형

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A Study on Intermittent Demand Forecasting of Patriot Spare Parts Using Data Mining (데이터 마이닝을 이용한 패트리어트 수리부속의 간헐적 수요 예측에 관한 연구)

  • Park, Cheonkyu;Ma, Jungmok
    • Journal of the Korea Academia-Industrial cooperation Society
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    • v.22 no.3
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    • pp.234-241
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    • 2021
  • By recognizing the importance of demand forecasting, the military is conducting many studies to improve the prediction accuracy for repair parts. Demand forecasting for repair parts is becoming a very important factor in budgeting and equipment availability. On the other hand, the demand for intermittent repair parts that have not constant sizes and intervals with the time series model currently used in the military is difficult to predict. This paper proposes a method to improve the prediction accuracy for intermittent repair parts of the Patriot. The authors collected intermittent repair parts data by classifying the demand types of 701 repair parts from 2013 to 2019. The temperature and operating time identified as external factors that can affect the failure were selected as input variables. The prediction accuracy was measured using both time series models and data mining models. As a result, the prediction accuracy of the data mining models was higher than that of the time series models, and the multilayer perceptron model showed the best performance.

A Study on the Response Characteristics of 200MW Gas Turbine Governor System (200MW급 가스터빈 조속기 응답특성에 대한 연구)

  • Han, Young-Bok;Nam, Kang-Hyun;Kim, Sung-Ho
    • The Journal of the Korea institute of electronic communication sciences
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    • v.17 no.4
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    • pp.625-632
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    • 2022
  • Gas turbine generators in load-following operation in the domestic power system play a major role in maintaining the rated frequency, but often have poor frequency control. Therefore, after examining the control characteristics of the governor, which is a gas turbine speed control device, and analyzing the failure types, countermeasures were suggested for each case. In addition, it was confirmed through the governor response test that the gas turbine helps in frequency recovery depending on the speed of fuel control, but also acts as a factor impeding stable operation, such as rapid fluctuations in combustion chamber temperature and combustion vibration. Therefore, in order to maintain stable power quality, there was a need for thorough facility management as well as research on the governor control method in which the traditional PID control method and the machine learning algorithm, a core field of the 4th industry, were fused.

The Study of EV Charging Infrastructure Installation Policy's Effectiveness in Jeju (제주지역 전기차 충전 인프라 구축정책에 대한 효과성 연구)

  • Youngkyu Koh;Suwan Kim;Jisup Shim;Sang-Hoon Son;Chulwoo Rhim
    • The Journal of The Korea Institute of Intelligent Transport Systems
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    • v.21 no.6
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    • pp.211-224
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    • 2022
  • In this study, factors affecting the efficacy of EV charging infrastructure improvement were investigated for EV users on Jeju Island. This study analyzed satisfaction with the EV charging infrastructure and demographic factors that affect the efficacy of EV charging infrastructure improvement. Factors found to affect the efficacy of EV charging infrastructure improvement include a sufficient number of charger installations, the speed in using EV chargers, the ease of obtaining additional information about charging, and fast customer service for faulty chargers. It was also confirmed that demographic factors such as user's housing types had a significant effect. This study contributes to verifying user satisfaction with the construction of EV charging infrastructure throughout Jeju Island.

Analysis of Inundation Pattern of Excavation Site Using Hydrodynamic Model (동수역학 모델을 이용한 굴착공사 현장 침수 양상 해석)

  • Yoo, Dong Hyun;Lee, Ka Young;Sim, Ye Jin;Song, Chang Geun
    • Proceedings of the Korea Water Resources Association Conference
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    • 2020.06a
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    • pp.300-300
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    • 2020
  • 최근 전체 산업재해율은 계속적으로 감소 추세를 보이는 반면, 건설업의 재해율은 증가하는 추세를 내타내고 있다. 이러한 건설업 공종별 재해유형은 임시구조물과 관련된 가설공, 굴착공, 철근콘크리트공의 재해율이 타 공종에 비해 높게 나타난다. 이는 공종 진행에 따라 변화되는 건설현장의 위험요소를 사전에 인지하여 제어·관리할 수 있는 사고예측 기술 및 대응 기술의 부재로 안전사고가 높게 발생한 것으로 판단된다. 이러한 상황 속에서 건설현장에서 빈번하게 발생하는 다양한 재해 상황에 대하여 공사별, 규모별, 공정별 대응 체계를 마련하고, 굴착공사 중 침수 발생 시 피해를 최소화할 수 있는 실용적인 긴급대응 방안을 확보함으로써 경제적인 손실뿐만 아니라 인명피해를 최소화하는 방안 마련이 필요하다. 공사 현장 재해 상황 중 침수는 태풍 또는 집중호우 시 공사구간이 침수되어 근로자 수몰 등의 피해가 발생하고, 절토면이 붕괴되는 등 2차적인 피해로 이어진다. 이러한 침수의 원인은 공사 현장의 저지대 위치, 집중호우 시 최대 강우량에 대한 대비 소홀, 양수기 부족 및 고장, 인접 배수로 배수기능 불량 등의 복합적인 원인들로 인하여 발생한다. 또한 굴착공사 현장의 침수는 공사기간 동안 개별 공종에 따라 침수발생 양상이 달라질 수 있다. 따라서 각 공종별 발생 가능한 침수 양상에 대한 예방/대응 기술이 필요하다. 본 연구에서 사용되는 HDM-2D 수리 동역학 모델은 2차원 흐름해석 프로그램으로 복잡한 하천지형이나 공사현장과 같은 불연속면에서 유속 및 수심 등을 계산한다. 또한 마름/젖음 현상 등 복잡한 수리현상에 대한 정교한 모의 기능 및 침수해석 등 어떠한 계산영역이나 흐름조건에서도 정확하고 안정적인 모의를 할 수 있다. 본 연구에서는 공사현장과 같은 불연속면에서 각 공종에 따라 발생할 수 있는 침수양상에 대한 모의를 진행하고 각 공종별 침수양상을 비교분석 하였다. 이를 통해서 굴착공사 현장 침수피해 예측 모델을 개발하여 개발된 기술을 사용하여 기후변화에 따른 강우량 증가와 이에 따른 수재해로 인한 건설현장 침수 발생 및 인명, 재산피해를 최소화하고자 한다.

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A Study on the Reliability of Storage/Retrieval for Warehouse Layout Based on Shuttle Rack System (셔틀랙 기반 물류센터의 레이아웃별 반출입 신뢰성에 관한 연구)

  • Seung-Pil Lee;Hyeon-Soo Shin;Hwan-Seong Kim
    • Proceedings of the Korean Institute of Navigation and Port Research Conference
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    • 2021.11a
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    • pp.101-103
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    • 2021
  • With the rapid increase in the quantity of goods transported worldwide, companies are now started to show great interest in unmanned automated warehouses along with related research and development due to the increase of warehouse efficiency and reduction warehouse manpower. In a number of small warehouses, shuttle rack-based layouts that can handle inventory flow flexibly. However, the shuttle rack-based logistics center does not operate in case of emergency situations (faults, power outages, etc.), which seriously affects the efficiency and inventory management of the entire logistics center. Accordingly, in shuttle rack-based logistics center, we have classified various shuttle passages and RTV passages by layout and have analyzed its characteristics and types, along with derived reliability for each layout. The loading rate was also derived differently according to the number of passages, and have compared and analyzed reliability and loading rate for each layout.

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Edge Detection and ROI-Based Concrete Crack Detection (Edge 분석과 ROI 기법을 활용한 콘크리트 균열 분석 - Edge와 ROI를 적용한 콘크리트 균열 분석 및 검사 -)

  • Park, Heewon;Lee, Dong-Eun
    • Korean Journal of Construction Engineering and Management
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    • v.25 no.2
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    • pp.36-44
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    • 2024
  • This paper presents the application of Convolutional Neural Networks (CNNs) and Region of Interest (ROI) techniques for concrete crack analysis. Surfaces of concrete structures, such as beams, etc., are exposed to fatigue stress and cyclic loads, typically resulting in the initiation of cracks at a microscopic level on the structure's surface. Early detection enables preventative measures to mitigate potential damage and failures. Conventional manual inspections often yield subpar results, especially for large-scale infrastructure where access is challenging and detecting cracks can be difficult. This paper presents data collection, edge segmentation and ROI techniques application, and analysis of concrete cracks using Convolutional Neural Networks. This paper aims to achieve the following objectives: Firstly, achieving improved accuracy in crack detection using image-based technology compared to traditional manual inspection methods. Secondly, developing an algorithm that utilizes enhanced Sobel edge segmentation and ROI techniques. The algorithm provides automated crack detection capabilities for non-destructive testing.

Autoencoder Based N-Segmentation Frequency Domain Anomaly Detection for Optimization of Facility Defect Identification (설비 결함 식별 최적화를 위한 오토인코더 기반 N 분할 주파수 영역 이상 탐지)

  • Kichang Park;Yongkwan Lee
    • The Transactions of the Korea Information Processing Society
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    • v.13 no.3
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    • pp.130-139
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    • 2024
  • Artificial intelligence models are being used to detect facility anomalies using physics data such as vibration, current, and temperature for predictive maintenance in the manufacturing industry. Since the types of facility anomalies, such as facility defects and failures, anomaly detection methods using autoencoder-based unsupervised learning models have been mainly applied. Normal or abnormal facility conditions can be effectively classified using the reconstruction error of the autoencoder, but there is a limit to identifying facility anomalies specifically. When facility anomalies such as unbalance, misalignment, and looseness occur, the facility vibration frequency shows a pattern different from the normal state in a specific frequency range. This paper presents an N-segmentation anomaly detection method that performs anomaly detection by dividing the entire vibration frequency range into N regions. Experiments on nine kinds of anomaly data with different frequencies and amplitudes using vibration data from a compressor showed better performance when N-segmentation was applied. The proposed method helps materialize them after detecting facility anomalies.

A Study on Anjoon-gut Music in Daejeon - Focused on Sir Shin Seok-bong's Antaek-gut Music- (대전의 앉은굿 음악 연구 - 신석봉 법사의 안택굿을 중심으로 -)

  • Park, Hye-jeong
    • Korean Journal of Heritage: History & Science
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    • v.38
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    • pp.5-42
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    • 2005
  • Based on a field investigation of intangible cultural asset # 2, author Sir Shin Seok-bong of Daejeon Metropolitan Cityinvestigated the music of Antaek-gut, which is the base and core of Anjoon-gut, and found the following musical features: A Jang-gu(drum) and Kkoaengkwari(gong) were used to recitethe Sutra(kyungmoon) of Anjoon-gut. The Jang-gu, located on the right side, played an accompaniment role with regular beats when the Sutra was recited. The Kkoaengkwari, located on the left side, played the role of covering the caesura of the Sutra passages, so it is played with various rhythmic variations in accordance with Kojang(鼓杖). This is one way of playing Korean national classical music that has temporary caesuras, depending on the rector's bre! ath or the contents of a Sutra during the Sutra chanting, with the Jang-gu covering the pause with its variation. In other words, when being played in concert, the instruments that play the main melody are at rest while another instrument takes its turn to play the main melody as a form of prolonged sound. The rhythmic cycles of the sutras of Antaek-gut recited with this instrumental accompaniment consist of five types; a) Woemarch-jangdan (a single beat) of 4 meter by 3 bit, b) Dumarch-jangdan (two beats) of 8 meter by 3 bit, c) Saemarch-jangdan (three beats) of 4 meter by 3 bit with a fast tempo, d) Mak-gojang, uniform beats with a standardized rhythm, and e) incomplete beats deviated from the regular beats. Sir Shin Seok-bong chanted Chang (唱), a traditional native song which he called 'Cheong (淸)' with a cycle of 'Dumarch-jangdan' throughout the places of Antaek-gut. Only 'Toesonggyung' a chant for the gate that was the last location of the Antaek, was chanted with a cycle of 'Woemarch-jan! gdan'. In addition, 'Saemarch-jangdan' and 'Mak-gojang' that had comparatively faster tempos than the former two jangdans, were played without a chant when a female shaman was dancing and catching her spirit-invoking wand. The 'Saemarch-jangdan', particularly, was played while dancing began at a relatively slow tempo, then proceeded at a violent tempo and then back again to the slow tempo. This shows one of the representative tempos of our music with a slow-fast-slow tempo. The organizational tones were 'mi-la-do'-re'', and its key tones of 'mi-la-do'' were performed with perfect fourth and minor third, which was the same as those of Menari-tori. However, it did not show a typical Sigimse, an ornamental tone, of Menari-tory, whose first tone, 'mi', is vibrated and its Sigimse is gliding down from the tone 're' to 'do'. That is because the regional tone-tori of Chungcheong-do have a relatively weaker musical expression than that of Gyeongsang-do. In addition, the rhythmic types in accordance with the words of a song for the Antaek-gut music had a comparatively faster tempo than the other sutras. Also, it was only with 'Toesonggyeong' that the tone 'la' continuously appeared throughout the melody and showed 'a syllabic rhythm', while other places consisted of either a 'syncopation' or 'melismatic' rhythm. Finally, according to a brief investigation of the tone organization in accordance with each sutra, the tone 'la' was given more weight. The tone procedure showed a mainly ascending 'la-do'' and the descending 'la-mi' with minor third and perfect fourth. Also, the overall tempo proceeded with M.M.♩.=116-184, while the tempo for the Gut proceeded with M.M.♩.=120-140, which was suitable for reciting a Sutra.

The Effect of Storage Container Types on Odor Emission and Quality of Piggery Liquid Slurry Fertilizer in the farms (농가의 돈분액비 저장형태가 악취발생과 액비품질에 미치는 영향)

  • Park, Moo-Eon;Kang, An-Seok;Kim, Si-Chang
    • Korean Journal of Soil Science and Fertilizer
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    • v.39 no.3
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    • pp.136-143
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    • 2006
  • The study was carried out to evaluate odor emission during storage time and quality of liquid slurry fertilizer along with three storage container types installed at farmer's fields in Cheorwon. Liquid slurry manure stored in the liquid-circulated or the air-injected tank was very homogeneous in concentration of nutritional elements because of well mixing operation, while nutritional concentration of the manure stored in the non-treated tank was significantly different from top to bottom in the tank, which may bring about partially irregular growth of plant after its application. The potential capacity of offensive odor emitted from liquid slurry manure stored in the liquid-circulated or the air-injected tank was much lower than that emitted from manure stored in the non-treated tank. Low potential capacity may less emit offensive odor after application of piggery liquid slurry on the field. The efficiency in oder to reduce odor emission from liquid manure was slightly higher in the liquid-circulated tank than the air-injected tank

A Study on the Establishment of Quality Control Standards for Accuracy Improvement of DSRC Traffic Information System (DSRC 교통정보 정확도 개선을 위한 품질관리 기준수립 연구)

  • Hwang, Taehyun;Won, Insu;Kwon, Jangwoo
    • The Journal of The Korea Institute of Intelligent Transport Systems
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    • v.19 no.1
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    • pp.44-57
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    • 2020
  • A dedicated short-range communications (DSRC) traffic information system is a detection system for a section of road using communication between roadside equipment and on-board High-Pass units to collect road traffic information and provide reliable traffic information to drivers. The Ministry of Land, Infrastructure, and Transport announced that a DSRC system must be supported to pass the performance evaluation of an intelligent transportation system (ITS), and the performance evaluation for DSRC systems installed in expressways and national highways is started. Currently, DSRC traffic information systems are only managed for maintenance and functional-monitoring purposes, which means that detailed criteria for the operation of a DSRC traffic information system, such as communication range, the direction of the antenna, and the power of the radio wave, etc., need to be established. In this paper, the criteria of the performance evaluation of a DSRC traffic information system are presented for different road types and road environments. The proposed performance evaluation criteria included the communication range and communication power of roadside equipment. In addition, installation criteria, such as the direction of the antenna, and the height and angle of the installed system, are presented for different road types and road environments. The criteria presented were evaluated for DSRC roadside equipment and documented to improve system maintenance and quality control of the communication system.