• Title/Summary/Keyword: 산업순환

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Abnormal Detection for Industrial Control Systems Using Ensemble Recurrent Neural Networks Model (산업제어시스템에서 앙상블 순환신경망 모델을 이용한 비정상 탐지)

  • Kim, HyoSeok;Kim, Yong-Min
    • Journal of the Korea Institute of Information Security & Cryptology
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    • v.31 no.3
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    • pp.401-410
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    • 2021
  • Recently, as cyber attacks targeting industrial control systems increase, various studies are being conducted on the detection of abnormalities in industrial processes. Considering that the industrial process is deterministic and regular, It is appropriate to determine abnormality by comparing the predicted value of the detection model from which normal data is trained and the actual value. In this paper, HAI Datasets 20.07 and 21.03 are used. In addition, an ensemble model is created by combining models that have applied different time steps to Gated Recurrent Units. Then, the detection performance of the single model and the ensemble recurrent neural networks model were compared through various performance evaluation analysis, and It was confirmed that the proposed model is more suitable for abnormal detection in industrial control systems.

An Experimental Study on the Estimation of Compressive Strength and the Physical Properties of Recycled Aggregate Concrete of Fixed Slump (슬럼프 고정 순환골재콘크리트의 물리적 특성 및 압축강도 추정에 관한 실험적 연구)

  • Kim, Sang-Heon;Jeon, Chan-Soo;Lee, Sea-Hyun
    • Journal of the Korea institute for structural maintenance and inspection
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    • v.22 no.2
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    • pp.51-58
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    • 2018
  • This study was a basic research for actual production of recycled aggregate concrete, and experiments were carried out on the change of water cement ratio and physical properties of recycled aggregate concrete with fixed slump. Results were as follows. Concrete using recycled aggregate were required increased water to maintain the target slump, and the recycled fine aggregate are necessary more increased water more than the recycled coarse aggregate. The replacement ratio of recycled fine aggregate be less than 60%, would be possible to obtain the air content volume that did not deviate from the concrete quality specification. The compressive strength of concrete using recycled aggregate decreased with increasing the replacement of recycled aggregate, and compressive strength decreased by 25% when 100% recycled fine aggregate were replaced. As a result of analyzing the correlation of compressive strength according to the mixing factors of concrete, it was found that replacement of recycled fine aggregate> water cement ratio> air content volume were influenced in order.

Properties of Alkali-activated Slag-Red Mud Soil Pavement Using Recycled Aggregate (순환골재를 사용한 알칼리활성화 슬래그-레드머드 흙포장재의 특성)

  • Kang, Suk-Pyo
    • Journal of the Korean Recycled Construction Resources Institute
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    • v.4 no.3
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    • pp.276-283
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    • 2016
  • Red mud is an inorganic by-product produced from the mineral processing of alumina from Bauxite ores. the development of alkali-activated slag-red mud cement can be a representative study aimed at recycling the strong alkali of the red mud as a construction material. This study is to investigate the optimum water content, compressive strength, moisture absorption coefficient and efflorescence of alkali-activated slag-red mud soil pavement according to the recycling fine aggregate content. The results showed that the optimum water content, moisture absorption coefficient and efflorescence area of alkali-activated slag-red mud soil pavement increased but the compressive strength of that decreased as the recycled fine aggregate content increased.

Adjusted Gasoline Demand Forecasts: Artificial Neural Networks Approach (보정된 가솔린 수요예측치: 인공신경망적 접근)

  • 염창선
    • Journal of Korean Society of Industrial and Systems Engineering
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    • v.25 no.2
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    • pp.77-83
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    • 2002
  • 본 연구에서는 가솔린 시계열 예측전문가들이 수요를 예측하고, 더 나아가 직감적으로 행하고 있는 보정과정을 자동화하기 위해 신경망을 사용한다. 가솔린 수요 예측분야에서 보정을 위해 사용되는 전형적인 판단요소는 정부 에너지 절약 정책, 에너지 산업의 파업, 공휴일 등이 있다. 주요 추세가 순환신경망에 의해 예측되고 이들 판단요소의 효과가 다층신경망에 의해 탐지되어 보정된다. 가솔린 수요에 대한 실험결과는 보정과정을 갖는 예측구조가 하나의 신경망을 사용하는 예측구조 보다 더 나은 예측력을 보였다. 그리고 본 연구에서 제시한 접근방법이 순환신경망이나 ARIMA 모델을 사용하는 것보다 더 나은 결과를 가졌다.

The Study on the Cycling Time for Interbus (인터버스 순환시간 측정에 대한 연구)

  • Park, Jang-Hwan
    • Journal of the Korean Institute of Illuminating and Electrical Installation Engineers
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    • v.18 no.6
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    • pp.170-175
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    • 2004
  • The test on the cycle time of the Interbus, widely used in automobile industry, is evaluated in this paper. The measurement of cycle time is a very Important factor for performance of Interbus. The test was performed by the under normal circumstances and circumstances with EMC. The theoretical cycle time which was derived from mathematical form and from real system with Interbus approach to nearly result. As a result, it is shown that Interbus is deterministic, rapid and reliable system.

Evaluation the Impact of Installing a Isolation Valve on Condensate System of Nuclear Power Plan (원자력발전소 복수기 수실 차단밸브 설치 영향 평가)

  • Lee, Sun-Ki
    • Journal of Industrial Convergence
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    • v.18 no.4
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    • pp.15-21
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    • 2020
  • Because there are no isolation valves in condensate system of nuclear power plants, circulating water pump was shutdown for the condenser repair. When circulating water pump was shutdown, power plant output decreased about 45%. These output decreasing can minimize by establishing isolation valves. In this paper, evaluated effect to flow conditions change of condensate system, structural integrity of system, condenser pressure of in case of establish isolation valves to condensate system. Results of the evaluation, the flow rate due to the installation of the isolation valve decreased 0.3% when the valve was fully opened and 4.5% when fully closed. In addition, it was found that the vacuum degree of the condenser decreased with decreasing flow rate, but the integrity of the system was maintained.

Properties of Cement Mortar According to Mixing of Circulating Fluidized Bed Fly Ash and Pulverized Coal Fly Ash based on Blast Furnace Slag (고로슬래그 기반 순환유동층 플라이애시 및 미분탄 플라이애시 혼입에 따른 시멘트 모르타르의 특성)

  • Cho, Seong-Woo;Na, Hyeong-Won;Hyung, Won-Gil
    • Journal of the Korea Institute of Building Construction
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    • v.21 no.2
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    • pp.141-148
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    • 2021
  • In this study, the characteristics of the cement mortar replaced with fly ash and ground granulated blast furnace slag generated during circulating fluidized bed combustion method and pulverized coal combustion process were investigated. As a result of the study, when mixed with circulating fluidized bed combustor fly ash and pulverized coal combustion fly ash, it is advantageous not only in terms of strength development but also in terms of durability. The circulating fluidized bed combustor fly ash contributes to the improvement of initial reactivity, and the pulverized coal combustion fly ash is involved in long-term strength development through pozzolanic reaction. Therefore, it can be seen that the mixed use of circulating fluidized bed combustor fly ash and pulverized coal combustion fly ash acts as a complementary factor for cement mortar substituted with ground granulated blast furnace slag.

Characteristics of Video Contents Related to Waste Cycle in Korean Social Media (한국 소셜 미디어에서 폐기물 순환 관련 동영상 콘텐츠의 특성)

  • Sin, O-Young;Jeong, Sang-Kyu;Ban, Yong-Un
    • Journal of the Korea Convergence Society
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    • v.12 no.11
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    • pp.229-234
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    • 2021
  • This study identified the characteristics of video contents related to waste cycle in Korean social media. The contents of broadcasting companies were the most popular among production entities, and mainly current affairs contents and educational contents were popular. Among the solutions to recycle wastes, 'Improvement of systems and policies' was predominantly covered in the video as solutions to the waste circulation problems. 'Broadcasting companies', 'local governments', 'non-profit private organizations' and 'central administrative agencies' actively used the social media to deliver solutions and engage consumers. However, very few contents were produced by companies that are socially responsible for waste. The results of this study show the importance of communication-oriented, public-friendly content development in the process of video production related to waste cycle. These are expected to be useful guidelines for decision-making supporting the development and improvement of related systems and policies.

Case study for effective water cycle system design (효율적 물순환시스템 구축을 위한 선진 설계사례 조사)

  • Kim, Young-Jin;Park, Dong-Jin;Kim, Ji-Hun;Yu, Dong-Bae;Koo, Bon-Jin
    • Proceedings of the Korea Water Resources Association Conference
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    • 2012.05a
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    • pp.320-320
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    • 2012
  • 수문학적 의미의 일반적인 물순환은 증발, 응결, 강수 등 태양에너지와 중력에 의해 전지구적으로 반복되는 물의 재생산과정을 의미한다. 최근 들어 토목분야에서 언급되기 시작한 물순환시스템은 수문학적인 물수지(water balance)에 저류, 공급, 처리, 재이용 등 인공적인 요소를 감안하여 대상지역의 적절한 수요, 공급을 유지하는 시스템을 의미한다. 생활에서 물이 차지하는 중요성을 감안할 때, 지역의 수문학적 특성과 문화, 경제적 여건을 고려한 효율적인 물순환시스템의 구축은 지역발전의 정도를 가늠할 수 있는 지표라 할 수 있다. 본 연구는 물산업 선진국인 영국과 미국의 지역 물순환시스템 설계사례를 조사하고 초기단계인 국내사례와 비교하여 향후 설계지침 개발의 기초자료로 활용하기 위하여 수행되었다. 선진사례 조사는 2009년 이후 미국과 영국에서 수행된 세 건의 물순환 현황조사(water cycle study)와 미국에서 개발된 설계최적화 프로그램을 분석하였고, 국내사례로는 파주운정지구와 광교신도시 개발 시 수행된 물순환시스템 구축사례를 조사하였다. 해외 선진국 사례조사 결과, 물순환시스템 구축은 공통적으로 물순환망 현황조사, 물순환 계획수립, 지역현황 조사, 적용가능 기술조사, 설계 등 5단계를 거쳐 수행되었다. 이 중 가장 중요한 단계는 지역의 물수지와 가용 물 수요 및 공급 시스템을 조사하는 물순환망 현황조사로, 지역의 needs를 정확히 파악하고 양적, 질적 공급목표를 적절하게 선정하여 가장 효율적인 물순환망 계획을 수립하는 바탕이 되었다. 지역현황은 지역 법규 및 투자계획, 사회변화 예측 등 사회적 요소를 고려하는 단계로, 물순환 설계 선진사의 설계 최적화 프로그램의 경우 이러한 지역현황과 사회적 변화 예측의 반영에서 차별성을 갖고 있었다. 적용가능 기술조사의 경우 친환경, 저에너지 기술이 부각되던 추세에서 최근에는 지속가능성이 주요 고려사항 이었다. 국내사업 사례의 경우 규모가 작아 직접적인 비교가 불가하였으나, 5단계의 복잡한 최적화단계가 아닌 물순환망 분석결과와 이해당사자(stakeholders)의 needs를 바탕으로 치수안정성, 친수환경 보장 등의 목표를 수립하였다. 국내에서도 향 후 유역규모(watershed scale)의 대형 물순환기반 복합개발사업이나 대규모 해외사업 참여 시 필요한 기술력 축적의 차원에서 단계별 check list를 포함한 한차원 높은 물순환 설계지침 마련이 필요한 시점이라 하겠다.

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