• Title/Summary/Keyword: 에너지데이터

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Intelligent Railway Detection Algorithm Fusing Image Processing and Deep Learning for the Prevent of Unusual Events (철도 궤도의 이상상황 예방을 위한 영상처리와 딥러닝을 융합한 지능형 철도 레일 탐지 알고리즘)

  • Jung, Ju-ho;Kim, Da-hyeon;Kim, Chul-su;Oh, Ryum-duck;Ahn, Jun-ho
    • Journal of Internet Computing and Services
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    • v.21 no.4
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    • pp.109-116
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    • 2020
  • With the advent of high-speed railways, railways are one of the most frequently used means of transportation at home and abroad. In addition, in terms of environment, carbon dioxide emissions are lower and energy efficiency is higher than other transportation. As the interest in railways increases, the issue related to railway safety is one of the important concerns. Among them, visual abnormalities occur when various obstacles such as animals and people suddenly appear in front of the railroad. To prevent these accidents, detecting rail tracks is one of the areas that must basically be detected. Images can be collected through cameras installed on railways, and the method of detecting railway rails has a traditional method and a method using deep learning algorithm. The traditional method is difficult to detect accurately due to the various noise around the rail, and using the deep learning algorithm, it can detect accurately, and it combines the two algorithms to detect the exact rail. The proposed algorithm determines the accuracy of railway rail detection based on the data collected.

Maximum Pressure and the Blast Wave Analysis of a Amount of HMX (HMX의 양에 따른 최대압력 및 폭풍파속도 분석)

  • Kwon, Hweeung;Tak, Kyongjae;Kim, Junghwan;Oh, Min;Chae, Jooseung;Kim, Hyeonsoo;Moon, Il
    • Korean Chemical Engineering Research
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    • v.52 no.6
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    • pp.706-712
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    • 2014
  • Explosives are reactive material that contain a great amount of high potential energy. They produce detonation if released suddenly, accompanied by the production of strong light, high heat, great noise and high pressure. Damage at surrounding detonation point is affected by high pressure and blast wave for explosives detonation. Consequently, analysis of pressure and blast wave is very important. This study focuses on the analysis of maximum overpressure and blast wave of explosives for safety assurance. First of all, four cases of the amount of HMX were selected. Secondly, maximum pressure and blast wave were calculated through detonation simulation along with a set of TNT and HMX quantities. The peripheral effect of detonation point was analyzed by calculating overpressure and absolute velocity and considering detonation occurred in the center of geometry by HMX. Also, maximum overpressure and blast wave of HMX were compared to equivalent amount of TNT, which was taken as a base case and verified through theoretical HMX graph. This study contributes to the base case for overpressure and blast wave of complex gunpowder containing HMX.

Heat Insulation Characteristics of Multi Layer Materials for Greenhouse (시설원예용 조합형 다겹보온자재의 보온 특성)

  • Chung, Sung-Won;Kim, Dong-Keon;Lee, Suk-Gun;Nam, Sang-Heon;Lee, Yong-Beom
    • Journal of Bio-Environment Control
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    • v.18 no.4
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    • pp.341-347
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    • 2009
  • Experiments and computations were conducted to investigate the heat insulation characteristics of multi layer materials for cultivation greenhouse. In case of the experiments, measurements of temperature were carried out with a K-type thermocouples and data logger to research the heat transfer in the experimental module generated by the heat source. A thermal conductivity meter, QTM-500 based on modified transient hot wire method was used to measure the thermal conductivity of multi layer materials. The numerical analyses were performed by commercial code CFX-11 according to the variation of multi layer materials without air layer. The experimental results showed that the heat insulation of multi layer materials was higher than single layer materials by 50~90%. It was found that the effect of heat insulation was raised by the combination of multi layer materials.

A Study on Real-Time Sports Activity Classification & Monitoring Using a Tri-axial Accelerometer (가속도 센서를 이용한 실시간 스포츠 동작 분류.모니터링에 관한 연구)

  • Kang, Dong-Won;Choi, Jin-Seung;Tack, Gye-Rae
    • Korean Journal of Applied Biomechanics
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    • v.18 no.2
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    • pp.59-64
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    • 2008
  • D. W. KANG, J. S. CHOI, and G. R. TACK, A Study on Real-Time Sports Activity Classification & Monitoring Using a Tri-axial Accelerometer. Korean Jouranl of Sport Biomechanics, Vol. 18, No. 2, pp. 59-64, 2008. This study was conducted to study the real-time sports activity classification and monitoring using single waist mounted tri-axial accelerometer. This monitoring system detects events of sports activities such as walking, running, cycling, transitions between movements, resting and emergency event of falls. Accelerometer module was developed small and easily attachable on waist using wireless communication system which does not constrain sports activities. The sensor signal was transferred to PC and each movement pattern was classified using the developed algorithm in real-time environment. To evaluate proposed algorithm, experiment was performed with several sports activities such as walking, running, cycling movement for 100sec each and falls, transition movements(sit to stand, lie to stand, stand to sit, lie to sit, stand to lie and sit to lie) for 20 times each with 5 healthy subjects. The results showed that successful detection rate of the system for all activities was 95.4%. In this study, through sports activity monitoring. it was possible to classify accurate sports activities and to notify emergency event such as falls. For further study, the accurate energy consumption algorithm for each sports activity is under development.

Dry etch of Ta thin film on MTJ stack in inductively coupled plasma (ICP를 이용한 MTJ stack 위의 Ta 박막의 식각 특성 연구)

  • Kim, Dong-Pyo;Woo, Jong-Chang;Kim, Chang-Il
    • Proceedings of the Korean Institute of Electrical and Electronic Material Engineers Conference
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    • 2009.06a
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    • pp.29-29
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    • 2009
  • 현재 고집적 비휘발성 메모리 소자로는 MRAM (Magnetic Random Access Memory)과 PRAM (Phase Magnetic Random Access Memory)이 활발하게 미국과 일본, 한국 등에서 다양한 연구가 진행되어 오고 있다. 이 중에서 MRAM은 DRAM과 비슷한 10 ns의 빠른 읽기/쓰기 속도와 비휘발성 특성을 가지고 있으며, 전하를 저장할 커패시터가 필요 없고, 두 개의 자성충에 약 10 mA 정도의 전류를 가하면 그때 발생하는 약 10 Oe의 자장을 개개의 비트를 write하고, read 시에는 각 비트의 자기저항을 측정함으로써 데이터를 저장하고 읽을 있으므로, 고집적화가 가능성하다 [1]. 현재 우수한 박막 재료가 개발 되었으나, 고집적 MRAM 소자의 양산에는 해결 하여야 하는 문제점이 있다. 특히 다층 박막으로 구성되어 있으므로 식각 공정의 개발이 필수적이다. 지금까지 MRAM 재료의 식각은 주로 Ion milling, ICP, ECR등의 플라즈마 장치를 되었고, 식각 가스로는 할로겐 기체와 금속카보닐 형성을 위한 Co/$NH_3$$Ch_3OH$ 기체가 이용되고 있다. 그러나 할로겐 계열의 기체를 사용할 경우, 식각 부산물들의 높은 끓는점 때문에 식각 부산물이 박막의 표면에서 열적 탈착에 의하여 제거되지 않기 때문에 높은 에너지를 가지는 이온의 도움에 의한 식각이 필요하다. 또한 Cl 계열의 기체를 사용할 경우, 식각 공정 후, 시료가 대기에 노출되면 대기 중의 수분과 식각 부산물이 결합하여 부식 현상이 발생하게 된다. 그러므로 이를 방지하기 위한 추가 공정이 요구된다. 최근에는 부식 현상이 없고, MTJ 상부에 사용되는 Ta 또는 Ti Hard mask와의 높은 선택비를 가지는 $CH_3OH$ 또는 CO/$NH_3$가 사용되고 있다. 하부 박막에 따른 식각 특성에 연구와 다층의 박막의 식각 공정에 발생에 관한 발표는 거의 없다. MRAM을 양산에 적용하기 위하여서는 Main etch 공정에서 빠른 식각 공정이 필요하고, Over etch 공정에서 하부박막에 대한 높은 선택비가 요구된다. 그러므로 본 논문에서는 식각 변수에 따른 플라즈마 측정과 표면 반응을 비교하여 각 공정의 식각 메커니즘을 규명하고, Main Etch 공정에서는 $Cl_2$/Ar 또는 $BCl_3$/Ar 가스를 이용하여 식각 실험을 수행하고, Over etch 공정에는 낮은 Ta 박막 식각 속도를 가지는 $Ch_4/O_2$/Ar 또는 $Ch_3OH$/Ar 가스를 이용하고자 한다. 플라즈마 내의 식각종과 Ta 박막과의 반응을 XPS와 AES를 이용하여 분석하고, 식각 공정 변수에 따른 식각 속도, 식각 선택비와 식각 프로파일 변화를 SEM을 이용하여 관찰한다.

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Investigation of Plume Opacity Induced by the Combustion of Orimulsion (오리멀젼 연소로 인한 가시백연의 원인 규명)

  • Kim, Young-Hun;Kim, Jong-Ho;Joo, Ji-Bong;Lee, Jeong-Jin;Kim, Jin-Soo;Kwak, Byung-Kyu;Jeong, Jin-Heun;Park, Soong-Keun;Yi, Jong-Heop
    • Journal of Korean Society of Environmental Engineers
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    • v.29 no.3
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    • pp.297-303
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    • 2007
  • Orimulsion, a bitumen-in-water emulsified fuel, has been used throughout the world as a substitute fuel for heavy oil and coal. Orimulsion has relatively high levels of sulfur, nickel, and vanadium, compared to other fuel oils and coals, and has been the subject of much debate regarding the environmental impacts. In Korea, Y power plant has operated boilers with Orimulsion as a fuel, and they has some drawbacks during the plant operation, such as plume opacity. In this study, we investigated the cause of formation mechanism and factors for the plume opacity by investigating the operation data, and measuring the particle size distribution at EP(Electrostatic Precipitator), FGD(Fuel Gas Desulfurization) and TMS(Telecommunications Management System) units. Resulting data showed the primary particles below 1 ${\mu}m$ formed were regrown by the recombination of $SO_3$ in wet-limestone FGD process, and thus the secondary particles are induced to cause the plume opacity.

Remaining Useful Life Prediction of Li-Ion Battery Based on Charge Voltage Characteristics (충전 전압 특성을 이용한 리튬 이온 배터리의 잔존 수명 예측)

  • Sim, Seong Heum;Gang, Jin Hyuk;An, Dawn;Kim, Sun Il;Kim, Jin Young;Choi, Joo Ho
    • Transactions of the Korean Society of Mechanical Engineers B
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    • v.37 no.4
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    • pp.313-322
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    • 2013
  • Batteries, which are being used as energy sources in various applications, tend to degrade, and their capacity declines with repeated charging and discharging cycles. A battery is considered to fail when it reaches 80% of its initial capacity. To predict this, prognosis techniques are attracting attention in recent years in the battery community. In this study, a method is proposed for estimating the battery health and predicting its remaining useful life (RUL) based on the slope of the charge voltage curve. During this process, a Bayesian framework is employed to manage various uncertainties, and a Particle Filter (PF) algorithm is applied to estimate the degradation of the model parameters and to predict the RUL in the form of a probability distribution. Two sets of test data-one from the NASA Ames Research Center and another from our own experiment-for an Li-ion battery are used for illustrating this technique. As a result of the study, it is concluded that the slope can be a good indicator of the battery health and PF is a useful tool for the reliable prediction of RUL.

Development of a Pressure Core Sampler with Built-in Data Logging System (데이터 기록 장치가 내장된 PCS (Pressure Core Sampler)의 개발)

  • Kim, Sang Il;Cho, Young Hee;Ki, Jung Seck;Kim, Dong Wook;Lee, Kye Kwang;Kim, Hae Jin;Choi, Kook Jin
    • The Journal of Engineering Geology
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    • v.24 no.3
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    • pp.423-429
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    • 2014
  • Development of a reservoir pressure core sampler (PCS) with a built-in data logging system (DLS) for recording real-time temperature and pressure observations is critical in domestic hydrocarbon production to accurately measure and monitor reserves of shale gas, coalbed methane, and gas-hydrate. Another purpose of this new technology is to minimize the loss of gas from the core as the drill core is collected. This is accomplished by maintaining the pressure of the sample from the moment the drill core is obtained at depth, thus allowing an accurate analysis of shale gas, coalbed methane gas, and gashydrate within the core. Currently, the United States and European countries have monopolized the development and marketability of PCS technologies. We are thus developing a reservoir PCS by analyzing the operating principle and mechanisms of the existing PCS, and by conducting tests on the existing PCS. We further aim to develop a PCS with a maximum operating pressure of 100 bar, a maximum operating temperature of $-20^{\circ}C$ to $40^{\circ}C$, and a pressure loss rate of 10%.

Analysis of Sensor Measurement Errors for Precision Measurement of Shaft Vibration (정밀 축진동 측정을 위한 센서측정오차 분석)

  • 전오성;김동혁;최병천
    • Proceedings of the Korean Society for Noise and Vibration Engineering Conference
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    • 1991.04a
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    • pp.75-79
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    • 1991
  • 고도로 산업화가 진행됨에 따라 회전기계는 더욱 중요시되고 있으며 이의 성능 향상에 부단한 노력이 경주되고 있다. 특히 우주 시대의 개막과 더불어 우주선 및 인공위성에 사용하기 위해 초소형이며 초고속의 고성능회전모타 를 개발하기에 이르렀다. 한 예로서 미국립항공우주국(NASA)의 스페이스셔 틀에 사용되는 주엔진 터보펌프를 들 수 있는데 이 터보펌프는 접시만한 크 기로써 71000마력을 생성해 낸다. 이러한 가공할 만한 에너지 밀도와 유량을 감당해 내려면 종래의 회전기계보다는 훨씬 더 높은 회전속도를 가져야 한 다. 이러한 회전체는 큰 관성부하와 진 동 및 동안정성의 문제등을 내포하고 있다. 고성능 회전기계의 또다른 예로서 초정밀 가공용 공작기계를 들 수 있 다. 선반 혹은 밀링머신으로 초정밀가공을 행하기 위해서는 회전축의 진동이 극히 작아야 한다. 이와 같이 오늘날 갈수록 초고성능 초정밀도를 추구함에 있어서 회전축의 진동을 현장에서 모니터링하고 이 진동데이터를 분석하여 회전축을 제어하는 것이 강력히 요구되어진다. 따라서 in-situ 측정이 중요성 을 띠게 되었는데 이는 제어기술의 바탕이 되는 자료를 현장에서 제공할 수 있기 때문이다. 회전축 진동측정의 대상이 되는 것들은 모타, 발전기, 엔진 및 터빈등을 대표적으로 들 수가 있다. 여기서 소형회전기계의 축표면과 같 이 비교적 곡면을 이루고 있는 부분의 진동변위 측정에 신중한 고려가 요구 되어 진다. 이는 축의 곡면도에 따라 감도가 변화하기 때문이다. 따라서 평 판에 대한 calibration 챠트를 회전기계축진동 변위환상에 이용하면 곡률에 따라서 오차가 생기게 된다. 본 연구에서는 비접촉 축진동측정시 발생되는 오차에 대하여 검토하고자 한다. from the studies, the origin of ${\alpha}$$_1$peak was attributed to the detrapping process form trap with 2.88[eV] deep of injected space charge from the chathode in the crystaline regions. The origin of ${\alpha}$$_2$ peak was regarded as the detrapping process of ions trapped with 0.9[eV] deep originated from impurity-ion remained in the specimen during production process of the material, in the crystalline regions. The origin of ${\beta}$ peak was concluded to be due to the depolarization process of "C=0"dipole with the activation energy of 0.75[eV] in the amorphous regions. The origin of ${\gamma}$ peak was responsible to the process combined with the depolarization of "CH$_3$", chain segment, with the activation energy of carriers from the shallow trap with 0.

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Experimental Retrieval of Soil Moisture for Cropland in South Korea Using Sentinel-1 SAR Data (Sentinel-1 SAR 데이터를 이용한 우리나라 농지의 토양수분 산출 실험)

  • Lee, Soo-Jin;Hong, Sungwook;Cho, Jaeil;Lee, Yang-Won
    • Korean Journal of Remote Sensing
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    • v.33 no.6_1
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    • pp.947-960
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    • 2017
  • Soil moisture plays an important role to affect the Earth's radiative energy balance and water cycle. In general, satellite observations are useful for estimating the soil moisture content. Passive microwave satellites have an advantage of direct sensitivity on surface soil moisture. However, their coarse spatial resolutions (10-36 km) are not suitable for regional-scale hydrological applications. Meanwhile, in-situ ground observations of point-based soil moisture content have the disadvantage of spatially discontinuous information. This paper presents an experimental soil moisture retrieval using Sentinel-1 SAR (Synthetic Aperture Radar) with 10m spatial resolution for cropland in South Korea. We developed a soil moisture retrieval algorithm based on the technique of linear regression and SVR (support vector regression) using the ground observations at five in-situ sites and Sentinel-1 SAR data from April to October in 2015-2017 period. Our results showed the polarization dependency on the different soil sensitivities at backscattered signals, but no polarization dependence on the accuracies. No particular seasonal characteristics of the soil moisture retrieval imply that soil moisture is generally more affected by hydro-meteorology and land surface characteristics than by phenological factors. At the narrower range of incidence angles, the relationship between the backscattered signal and soil moisture content was more distinct because the decreasing surface interference increased the retrieval accuracies under the condition of evenly distributed soil moisture (during the raining period or on the paddy field). We had an overall error estimate of RMSE (root mean square error) of approximately 6.5%. Our soil moisture retrieval algorithm will be improved if the effects of surface roughness, geomorphology, and soil properties would be considered in the future works.