• Title/Summary/Keyword: 김지태

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Deep Learning based Machine Remaining Useful Life Prediction System (딥러닝 기반의 기계 잔존 수명 예측 시스템)

  • Lee, Se-Hoon;Kim, Han-Sol;Jung, Chan-Young;Lee, Tae-Hyeong;Kim, Ji-Tae;Song, Kyung-Hwan;Sohn, Jung-Mo
    • Proceedings of the Korean Society of Computer Information Conference
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    • 2020.07a
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    • pp.15-16
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    • 2020
  • 본 논문에서는 산업 현장에서 사용되는 기계들의 건전성을 유지하고 예측하는 시스템을 개선할 수 있는 연구 결과를 비교하고 설명한다. 이번 연구에서는 딥러닝 기술을 이용함으로서 특정장치에 종속되지 않고 범용적으로 수집된 소음데이터를 사용하여 현장 적용의 유연성을 높이고, 딥러닝 모델 중 GRU를 이용하여 기존 연구 결과와 비교 실험을 하여 더 우수한 결과를 얻었다.

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Study of Noise based Step Chain Elongation Measurement (소음기반 스텝체인 신율 측정 연구)

  • Lee, Se-Hoon;Jung, Chan-Young;Kim, Han-Sol;Li, Tae-Hyoung;Kim, Ji-Tae;Doo, Kyung-min;Lee, Yu-Jin
    • Proceedings of the Korean Society of Computer Information Conference
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    • 2020.07a
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    • pp.17-18
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    • 2020
  • 본 논문에서는 산업 현장에서 사용되는 기계들의 이상을 감지하고 잔존수명을 예측하는데 사용되는 중요한 지표 중 하나인 체인의 신율을 측정된 소음을 통해 계산하려고 한다. 본 연구에서는 Edge에서 측정한 소음데이터를 기반으로 스텝 체인의 특성을 고려하여 소음데이터의 파형을 분석하여 체인으로부터 발생되는 특징을 감지하고 해당 특징을 이용하여 대역통과필터와 최소분산을 이용하여 스텝 체인의 신율을 측정한다.

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A Management System for Marine Deposited Debris based on Internet of Things (사물인터넷 기반 해양 침적 쓰레기 관리 시스템)

  • Hye-Jeong Kim;Hye-Yeon Yang;Jitea Kim;Huisu-Han;Jahoon Koo;Young-Gab Kim
    • Proceedings of the Korea Information Processing Society Conference
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    • 2023.05a
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    • pp.86-87
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    • 2023
  • 기존에 존재하는 해양쓰레기 처리 기술은 처리할 수 있는 쓰레기의 종류와 양이 한정되어있거나, 장치를 설치하는 데 많은 시간을 소비하는 문제점이 존재한다. 본 연구에서는 효율적으로 해양 침적쓰레기를 수거하기 위한 관리 시스템과 시나리오를 제안한다. 특히, 시나리오는 센서 배치, 감지, 분류, 처리와 같이 4단계로 구성되며, 각 단계에서 기존 문제점 해결을 위한 방안을 제시한다.

Patterns on Sewer Transfer Flow for Rain Weather Period in the Area with Combined Sewer System for the Management of TMDLs (수질오염총량관리 합류식지역의 우기시 관거이송 변화유형)

  • Park, Jun Dae;Oh, Seung Young;Kim, Ji-Tae
    • Journal of Korean Society on Water Environment
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    • v.26 no.6
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    • pp.1008-1015
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    • 2010
  • Discharged pollution load is varied as rainfall changes in the area with combined sewer system. Changes in discharged pollution load are directly related with those of sewer transfer flow. Therefore, it is important to identify the pattern of sewer transfer flow for the analysis of changes in discharged pollution load. This study reviewed the type of distribution of sewer transfer flow for 17 sewage treatment plants and developed simple formular to estimate sewer transfer flow as rainfall changes. 11 facilities showed to have some relation with rainfall in the change of sewer transfer flow but 6 facilities to have no relation. Relationships between rainfall amount and sewer transfer flow showed that 6 facilities out of 11 had relatively strong relationships above R2=0.5, which were considered to be affected directly by rainfall changes. The formular which explain the relationship between rainfall and sewer transfer flow can be applied in the analysis of rainfall effects on discharged pollution load, therefore, the more appropriate evaluation will be done.

Analysis of surface-groundwater interaction according to land use change in riparian zone (수변 토지이용 변화에 따른 지표수-지하수 상호작용 분석)

  • Kim, Nam-Won;Chung, Il-Moon;Kim, Ji-Tae;Lee, Jeong-Woo;Yoo, Sang-Yeon
    • Proceedings of the Korea Water Resources Association Conference
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    • 2009.05a
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    • pp.1332-1336
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    • 2009
  • 본 연구에서는 지표수-지하수 상호작용을 모의할 수 있는 SWAT-MODFLOW 모형을 이용하여 수변지역의 토지이용 변화에 따른 혼합대의 수문학적 특성 변화를 분석하였다. 연구를 위해 선정된 시험유역의 불수투지역, 농경지 등 기존 수변 토지이용도가 초지, 갯버들 등의 식생이 식재된 지역으로 변경되는 상황을 가정하여 SWAT-MODFLOW 모형을 적용, 지표수-지하수 상호작용을 중심으로 하는 수문학적 특성 변화를 모의 분석하였다. 수변의 토지이용을 초지로 변경하였을 경우 혼합대의 지표수-지하수 교환량이 다소 증가하는 것으로 모의되었으며, 수변 지역 토양의 토양 수분량 또한 증가하는 것으로 나타났다. 한편, 수변 지역에 갯벌들을 식재하는 경우 초지에 비해 지표수-지하수 교환량 및 토양 수분량의 증가폭이 더욱 증가하는 것으로 나타났다. 이와 같은 분석 결과 SWAT-MODFLOW 모형은 수변 토지 이용의 변화에 따른 수문학적 특성 변화를 모의할 수 있는 것으로 판명되었으며, 향후 실측자료와의 비교 연구 등을 실시하여 정확도가 입증된다면, 각종 수생태 복원사업의 계획 수립 시 토지이용 변화에 따른 효과 분석 모의에 유용하게 활용될 수 있을 것으로 기대된다.

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Development of Threshold Runoff Simulation Method for Runoff Analysis of Jeju Island (제주도 유출분석을 위한 한계유출 모의기법 개발)

  • Chung, Il-Moon;Lee, Jeong-Woo;Kim, Ji-Tae;Na, Han-Na;Kim, Nam-Won
    • Journal of Environmental Science International
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    • v.20 no.10
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    • pp.1347-1355
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    • 2011
  • In Jeju island, runoff has frequently happened when the rainfall depth is over a threshold value. To simulated this characteristic rainfall-runoff model structure has to be modified. In this study, the TRSM (Threshold Runoff Simulation Method) was developed to overcome the limitations of SWAT in applying to the hydrologic characteristics of Jeju island. When the precipitation and soil water are less than threshold value, we revised the SWAT routine not to make surface/lateral or groundwater discharge. For Hancheon watershed, the threshold value was set as 80% of soil water through the analysis of rainfall-runoff relationship. Through the simulation of test watershed, it was proven that TRSM performed much better in simulating pulse type stream flow for the Hancheon watershed.

A study on the new supporting system using steel ribs in sandy soil (사질토 지반에서 강지보를 고려한 신개념 지보시스템에 대한 연구)

  • Kim, Sang-Hwan;Kim, Ji-Tae;Kang, Jun-Gu
    • Journal of Korean Tunnelling and Underground Space Association
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    • v.13 no.5
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    • pp.395-411
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    • 2011
  • This paper presents a new supporting system using steel ribs. In order to perform this research, experimental and numerical studies were performed. In the experimental study, the scaled model tests for the new supporting system consisting of the steel ribs and rock bolts were carried and compared with the conventional existing supporting system. The numerical simulation was carried out to evaluate the new supporting system to verify the experimental results. It was found that the new tunnel supporting system will reduce the tunnel damage.

A fundamental study on drag force of shield TBM cutter bit by scaled model test (축소모형실험을 통한 쉴드 TBM 커터비트의 절삭력 평가를 위한 기초 연구)

  • Kim, Sang-Hwan;Jang, In-Suk;Kim, Ji-Tae
    • Journal of Korean Tunnelling and Underground Space Association
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    • v.14 no.3
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    • pp.277-292
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    • 2012
  • This paper presents the fundamental study on drag force of shield TBM cutter bit by scaled model test. Several theoretical analyses of the drag force of cutter bit have been studied. However, there are still some difference between the theoretical approaches and actual drag bit capacity. In order to study the drag forces of shield TBM cutter bit, the scaled model tests are carried out and analyzed. The results obtained from scaled model tests are compared with the existing theoretical equations. It is highly expected that the results of this study will be very essentially useful to design and develope the TBM cutterhead.

Multipurpose Dam Operation Models for Flood Control Using Fuzzy Control Technique ( I ) - Development of Single Dam Operation Models - (퍼지제어모형을 이용한 다목적 댐의 홍수조절모형( I ) - 단일댐의 운영모형 개발 -)

  • Shim, Jae-Hyun;Kim, Ji-Tae;Heo, Jun-Haeng;Kim, Jin-Young
    • Journal of the Korean Society of Hazard Mitigation
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    • v.4 no.1 s.12
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    • pp.33-40
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    • 2004
  • The objective of this study is to develop single dam operation models for flood control using Fuzzy control technique, which can improve flood controllability. We set control rules by water level and inflow, and developed three models Fuzzy I, II, III according to rule to decide outflow. Fuzzy I model consists of six rules considering only flood control and Fuzzy II model considers the effect of water use by increasing water level at the end of flood control period as well as flood control during the same period. Finally, Fuzzy m is an adaptive model designed to perform multipurpose dam operation for both flood control and water use simultaneously based on a control rules.

Technology Trend on the Increase of Biogas Production and Sludge Reduction in Wastewater Treatment Plants: Sludge Pre-treatment Techniques (하수처리장 바이오가스 생산 증대와 슬러지 감량화에 관한 기술분석: 슬러지 전처리 기술)

  • Cho, Il Hyoung;Ko, In Beom;Kim, Ji Tae
    • Korean Chemical Engineering Research
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    • v.52 no.4
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    • pp.413-424
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    • 2014
  • The potential of using the biogas as energy source has long been widely recognised and current techniques are being developed to upgrade the technical quality and to enhance energy efficiency. The objective of this paper is to present efficient and effective pre-treatment methods of increasing the amount of produced biogas in anaerobic digestion of activated sludge treatment process. The paper also presents a review of the effect on biogas production between pre-treated and raw sludge, and also put forward the advantages and disadvantages of each pre-treatment method.