• Title/Summary/Keyword: 에너지수요예측

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A Study on Optimization of Perovskite Solar Cell Light Absorption Layer Thin Film Based on Machine Learning (머신러닝 기반 페로브스카이트 태양전지 광흡수층 박막 최적화를 위한 연구)

  • Ha, Jae-jun;Lee, Jun-hyuk;Oh, Ju-young;Lee, Dong-geun
    • The Journal of the Korea Contents Association
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    • v.22 no.7
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    • pp.55-62
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    • 2022
  • The perovskite solar cell is an active part of research in renewable energy fields such as solar energy, wind, hydroelectric power, marine energy, bioenergy, and hydrogen energy to replace fossil fuels such as oil, coal, and natural gas, which will gradually disappear as power demand increases due to the increase in use of the Internet of Things and Virtual environments due to the 4th industrial revolution. The perovskite solar cell is a solar cell device using an organic-inorganic hybrid material having a perovskite structure, and has advantages of replacing existing silicon solar cells with high efficiency, low cost solutions, and low temperature processes. In order to optimize the light absorption layer thin film predicted by the existing empirical method, reliability must be verified through device characteristics evaluation. However, since it costs a lot to evaluate the characteristics of the light-absorbing layer thin film device, the number of tests is limited. In order to solve this problem, the development and applicability of a clear and valid model using machine learning or artificial intelligence model as an auxiliary means for optimizing the light absorption layer thin film are considered infinite. In this study, to estimate the light absorption layer thin-film optimization of perovskite solar cells, the regression models of the support vector machine's linear kernel, R.B.F kernel, polynomial kernel, and sigmoid kernel were compared to verify the accuracy difference for each kernel function.

The Economic Effects of the Expanding Manufacture and Utilization of Solid Refuse Fuel (SRF) Facilities in Korea : An Input-output Analysis (SRF 제조·활용 시설 확대의 경제적 파급효과 분석)

  • Cho, Yongcheol;Park, Soyeon;Yoo, Seunghoon
    • Journal of Energy Engineering
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    • v.25 no.3
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    • pp.95-103
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    • 2016
  • The government is trying to expanding the manufacture and utilization of solid refuse fuel (SRF) facilities in order to mitigate greenhouse gases reducing and eco-friendly waste-to-energy recovery. In this regard, this study attempts to look into the economic effects of expanding the manufacture and utilization of SRF facilities by applying an inter-industry analysis using a 2014 input-output table. Specifically, by applying the demand-driven model presents the results for the production-inducing effect, value-added creation effect, and employment-inducing effect. In particular, this study attempted to redefine for the SRF. In addition, it was accessed by exogenous around the manufacture and utilization of SRF sector. The results show that production-inducing effect and value-added creation effect of expanding the manufacture and utilization of SRF facilities for the investment of 1.0 won are estimated to be 1.9993 and 0.6747, respectively. The employment-inducing effect of one billion of investment in the expanding the manufacture and utilization of SRF facilities is computed to be 11.1982 persons. This information can be utilized in predicting the economic effects of the manufacture and utilization of SRF.

Review of Laser Based Uranium Enrichment Technology for Nuclear Power Fuel Production (원전연료 생산을 위한 레이저 공정 개발동향)

  • Kim, Jae-Woo;Lee, Jae-Chul;Yang, Maeng-Ho
    • Journal of Korea Technology Innovation Society
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    • v.14 no.4
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    • pp.965-982
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    • 2011
  • Currently, dependency of natural and energy resources on world economy may not be more serious than any before increasing the uncertainty of Korea's national economy, especially as China uses unexpectedly fast glowing portion of world resources. Due to insufficient natural resources and unmatured renewable energy system, it is very important for Korea to secure the energy sources not only for national prosperity but also security for the future. In this regard, importance and necessity of nuclear energy as a major electric power source in Korea are in need to be emphasized. Korea currently imports all the necessary enriched uranium for fabrication of nuclear fuel from abroad. Thus, it is extremely important to establish a secured supply system for enriched uranium regardless of the global political unstability as well as economic fluctuation. In order to build the nuclear fuel procurement system, it is required to analyze the global market status, current enrichment service systems, and the future technology under development. For this purpose, this study comparatively analyzes the laser based advanced technology for uranium enrichment under development in the United States, which is assumed to be 2~3 times more economically viable than currently available technologies.

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A Study on Development and Diagnosis Factors of On-Line DC Leakage Current System for Junctions of High-Voltage Cables in Operation at Thermoelectric Power Station (화력 발전소 고전압 케이블 접속재의 On-Line 직류 누설 전류 시스템 개발과 진단 Factor에 관한 연구)

  • Park, Sung-Hee;Um, Kee-Hong
    • The Journal of the Institute of Internet, Broadcasting and Communication
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    • v.18 no.6
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    • pp.187-193
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    • 2018
  • There has been a gradual increase in the demand for the electric power in Korea. In order to meet the demand, power station should have technical functions with increased effectiveness. When accident happens in electric machinery at power stations, huge amount of economic losses and mulfunction of equipments occur. One of the accidents is a deteriorated cables operating power stations. In order to prevent cable accident in advance, we should monitor the insulation status of the cable. Cable accidents are resulting from the junctions. We have developed and installed a device in order to identify the status of junction part of power cable at Korea Western Power Co., Ltd.. We performed an accurate diagnosis for the stable utilization of junctions where the accidents occurs most frequently, and to increase the reliability. In this paper, we present the concepts of our device and the method of monitoring diagnosis for the stable use of junctions at cables predicting the life time of cables by analyzing the data obtained by the device. We also present the hardware aspect of the device we have developed.

Determination of representative water quality accident scenarios and appropriate analysis techniques through case study in water distribution networks (상수관망 내 수질사고 사례분석을 통한 대표 수질사고 시나리오 및 적정해석기법 결정)

  • Yoo, Do Guen;Hong, Sungjin;Moon, Gihoon
    • Proceedings of the Korea Water Resources Association Conference
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    • 2021.06a
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    • pp.428-428
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    • 2021
  • 상수관망 내 수질사고는 매우 다양한 원인과 상황에서 시·공간적으로 광범위하게 발생가능하다. 일반적인 수질사고의 정성적 정의는 "정상적인 운영에 비하여 상대적으로 비정상적인 활동이나 행동에 의해 발생되는 수질문제"라고 할 수 있으나, 이는 매우 광의적이라 할 수 있으며 실제 현장에서는 발생 가능한 모든 수질사고 시나리오를 미리 예측하여 대비하기에 한계가 있다. 본 연구에서는 국외 및 국내 지자체, 그리고 K-water 등의 자료를 확보하여, 상수도 공급계통에서 발생한 수질사고 사례 및 발생 빈도 등을 분석하였다. 이를 상수도 관망 내에서 발생빈도가 잦고 피해영향이 큰 대표 수질사고 발생 시나리오 선정에 활용하였다. 과거 사례를 분석한 결과, 관망 내 대표적인 수질사고는 정상적 운영조건 (예, 정수처리문제에 의한 유출수내 고탁도 발생)뿐 만 아니라, 비정상적인 운영조건 (수계전환, 밸브조작 등에 의한 유속, 수압 변동에 의한 고탁도 발생)에서 발생 가능함을 확인하였다. 이와 같은 대표적 수질사고는 수리학적 조건의 변화에 따라 관망 내 수질이 변화되어 발생되므로, 수질사고의 현실적인 모의를 위해서는 합리적인 수리학적 관망해석이 수반되어야 한다. 상수관망 시스템의 수리해석 기법은 크게 수요기반해석(Demand Driven Analysis; DDA)과 수압기반해석(Pressure Driven Analysis; PDA)로 구분 가능하다. 기본적으로 정상적 운영조건은 수요기반해석의 수행이 적절하며, 비정상적 운영조건은 수압저하에 의한 수리적상태가 변동하므로 수압기반해석이 필수적이라 할 수 있다. 본 연구에서는 대표적 수질사고의 모의 시 필요한 적정수리해석 기법을 제안하고, 각 적정 해석기법 별 검·보정이 필요한 인자들에 대해 제시하였다. 이와 같은 수리해석 기법을 적절히 활용할 경우, 관망 내 탁수사고 발생 가능성이 높은 지점 등을 결정하는 방법론의 정확도가 높아질 것으로 기대된다.

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A Study on Feasible 3D Object Model Generation Plan Based on Utilization, Demand, and Generation Cost (입체모형 활용 현황, 수요 및 구축 비용을 고려한 실현 가능한 3차원 입체모형 구축 방안 연구)

  • Kim, Min-Soo;Park, Doo-Youl
    • Journal of Cadastre & Land InformatiX
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    • v.50 no.1
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    • pp.215-229
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    • 2020
  • In response to the recent 4th industrial revolution, the demand for 3D object models in the latest fields of digital twin, autonomous driving, and VR/AR, as well as the existing fields such as city, construction, transportation, and energy has increased significantly. It is expected that the demand for 3D object models with various precision from LOD1 to LOD4 will increase more and more in various industry fields. However, the Ministry of Land, Infrastructure and Transport, and the local government and the private sector have partially built 3D object models of different precisions for some specific regions because of the huge cost. Therefore, this study proposes a feasible plan that can solve the cost problem in generating 3D object models for the whole territory. For our purpose, we first analyzed usage, demand, generation technology and generation cost for 3D object models. Afterwards, we proposed LOD3 model generation plan for all territory using automatic 3D object model generation technology based on image matching. Additionally, we supplemented the proposed plan by using LOD4 generation plan for landmarks and LOD2 generation plan non-urban area. In the near future, we expect this would be a great help in establishing a feasible and effective 3D object model generation plan for the whole country.

Comparative Analysis on the Economic Effects of Integrated-Energy and Manufactured Gas Supply Sectors (집단에너지 부문과 도시가스 부문의 경제적 파급효과 비교분석)

  • Park, So-Yeon;Lee, Kyoung-Sil;Yoo, Seung-Hoon
    • Journal of Energy Engineering
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    • v.23 no.2
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    • pp.83-92
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    • 2014
  • This paper attempts to conduct a comparative analysis on the economic effects of integrated-energy and manufactured gas supply sectors. To this end, an input-output (I-O) analysis is applied using most recently published 2011 I-O table. In particular, the two sectors are specified as exogeneous to identify the economic effects on own and other sectors. Production-inducing effect, value-added creation effect, and employment-inducing effect are quantified based on demand-driven model. Supply shortage effect and price pervasive effect are analyzed employing supply-driven model and Leontief price model, respectively. The results show that production-inducing effect, value-added creation effect, and employment-inducing effect of integrated-energy and manufactured gas supply sectors are estimated to be 1.5461 vs. 1.0297, 0.4759 vs. 0.1941, and 2.2885 vs. 0.4053 respectively. Price pervasive effects of the 10% increase in integrated-energy and manufactured gas supply sectors are computed to be 0.0127% and 0.1585%, respectively. This information can be utilized in forecasting the economic effects of introducing integrated-energy or manufactured gas as a heating source and the impacts of a rise in price of integrated-energy or manufactured gas on price level of other sectors.

A Study for the Methodology of Analyzing the Operation Behavior of Thermal Energy Grids with Connecting Operation (열 에너지 그리드 연계운전의 운전 거동 특성 분석을 위한 방법론에 관한 연구)

  • Im, Yong Hoon;Lee, Jae Yong;Chung, Mo
    • KIPS Transactions on Computer and Communication Systems
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    • v.1 no.3
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    • pp.143-150
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    • 2012
  • A simulation methodology and corresponding program based on it is to be discussed for analyzing the effects of the networking operation of existing DHC system in connection with CHP system on-site. The practical simulation for arbitrary areas with various building compositions is carried out for the analysis of operational features in both systems, and the various aspects of thermal energy grids with connecting operation are highlighted through the detailed assessment of predicted results. The intrinsic operational features of CHP prime movers, gas engine, gas turbine etc., are effectively implemented by realizing the performance data, i.e. actual operation efficiency in the full and part loads range. For the sake of simplicity, a simple mathematical correlation model is proposed for simulating various aspects of change effectively on the existing DHC system side due to the connecting operation, instead of performing cycle simulations separately. The empirical correlations are developed using the hourly based annual operation data for a branch of the Korean District Heating Corporation (KDHC) and are implicit in relation between main operation parameters such as fuel consumption by use, heat and power production. In the simulation, a variety of system configurations are able to be considered according to any combination of the probable CHP prime-movers, absorption or turbo type cooling chillers of every kind and capacity. From the analysis of the thermal network operation simulations, it is found that the newly proposed methodology of mathematical correlation for modelling of the existing DHC system functions effectively in reflecting the operational variations due to thermal energy grids with connecting operation. The effects of intrinsic features of CHP prime-movers, e.g. the different ratio of heat and power production, various combinations of different types of chillers (i.e. absorption and turbo types) on the overall system operation are discussed in detail with the consideration of operation schemes and corresponding simulation algorithms.

Characteristics of Electric-Power Use in Residential Building by Family Composition and Their Income Level (거주자 구성유형 및 소득수준에 따른 주거용 건물 내 전력소비성향)

  • Seo, Hyun-Cheol;Hong, Won-Hwa;Nam, Gyeong-Mok
    • Journal of the Korean housing association
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    • v.23 no.6
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    • pp.31-38
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    • 2012
  • In this paper, we draws tendency of the electricity consumption in residential buildings according to inhabitants Composition types and the level of incomes. it is necessary to reduce energy cost and keep energy security through the electricity demand forecasting and management technology. Progressive social change such as increases of single household, the aging of society, increases in the income level will replace the existing residential electricity demand pattern. However, Only with conventional methods that using only the energy consumption per-unit area are based on Energy final consumption data can not respond to those social and environmental change. To develop electricity demand estimation model that can cope flexibly to changes in the social and environmental, In this paper researches propensity of electricity consumption according to the type of residents configuration, the level of income. First, we typed form of inhabitants in residential that existed in Korea. after that we calculated hourly electricity consumption for each type through National Time-Use Survey performed at the National Statistical Office with considering overlapping behavior. Household appliances and retention standards according to income level is also considered.

ITO Dot과 알루미늄 반사판을 이용한 InGaN 기반 박막태양전지

  • Choe, Sang-Bae;Seo, Dong-Ju;Sim, Jae-Pil;Lee, Dong-Seon
    • Proceedings of the Korean Vacuum Society Conference
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    • 2013.02a
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    • pp.440-441
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    • 2013
  • 현재 친환경 에너지에 대한 관심의 증대로 인하여 박막 태양전지 연구에 대한 수요가 증가하고 있다. 특히 InGaN 기반의 박막태양전지는 태양 스펙트럼 전체를 흡수 할 수 있는 넓은 흡수 대역, 비교적 높은 흡수 계수 ($>{\sim}10^5cm^{-1}$) 및 전자의 이동도 등으로 인하여 연구가 활발히 진행되고 있다. InGaN 박막 태양전지의 경우 ITO 층을 전류확산 층으로 많이 사용되는데, 일반적으로 평평한 박막의 형태를 갖는다. 이 평면 ITO 층에 dot을 형성하게 되면 상대적인 굴절률의 차이를 감소시켜 반사되는 빛의 양을 감소시킬 수 있어 태양전지가 흡수할 수 있는 빛의 양을 증가시켜 태양전지의 효율을 향상시킬 수 있다. 또한, 장파장대의 빛의 경우 투과도가 높아 태양전지의 흡수 층을 투과할 가능성을 인하여 효율이 저하될 수 있다. 따라서 반사판을 사용하게 되면 빛의 광학적 경로를 증가시켜 효율을 향상시킬 수 있다. 알루미늄의 경우 InGaN 태양전지의 흡수대역에서 반사도가 90% 이상으로 알려져 있어 반사판으로 사용되기에 적절하여 많이 사용되고 있다. 본 연구에서는 FDTD 툴을 이용하여 ITO dot과 알루미늄 반사판을 이용하여 효율이 향상된 InGaN 박막태양전지의 시뮬레이션을 수행하였다. ITO dot이 존재하는 전류 확산층과 알루미늄 반사판의 투과도 및 반사율을 먼저 계산한 후 태양전지 구조에 적용하여 전류-전압 특성, 외부 양자효율 특성을 예측하였다. Fig. 1은 시뮬레이션된 InGaN 박막태양전지의 구조이다.

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