• Title/Summary/Keyword: KEPCO Grid

Search Result 214, Processing Time 0.039 seconds

Management Automation Technique for Maintaining Performance of Machine Learning-Based Power Grid Condition Prediction Model (기계학습 기반 전력망 상태예측 모델 성능 유지관리 자동화 기법)

  • Lee, Haesung;Lee, Byunsung;Moon, Sangun;Kim, Junhyuk;Lee, Heysun
    • KEPCO Journal on Electric Power and Energy
    • /
    • v.6 no.4
    • /
    • pp.413-418
    • /
    • 2020
  • It is necessary to manage the prediction accuracy of the machine learning model to prevent the decrease in the performance of the grid network condition prediction model due to overfitting of the initial training data and to continuously utilize the prediction model in the field by maintaining the prediction accuracy. In this paper, we propose an automation technique for maintaining the performance of the model, which increases the accuracy and reliability of the prediction model by considering the characteristics of the power grid state data that constantly changes due to various factors, and enables quality maintenance at a level applicable to the field. The proposed technique modeled a series of tasks for maintaining the performance of the power grid condition prediction model through the application of the workflow management technology in the form of a workflow, and then automated it to make the work more efficient. In addition, the reliability of the performance result is secured by evaluating the performance of the prediction model taking into account both the degree of change in the statistical characteristics of the data and the level of generalization of the prediction, which has not been attempted in the existing technology. Through this, the accuracy of the prediction model is maintained at a certain level, and further new development of predictive models with excellent performance is possible. As a result, the proposed technique not only solves the problem of performance degradation of the predictive model, but also improves the field utilization of the condition prediction model in a complex power grid system.

Security Vulnerability and Technology Status of AMI (AMI의 보안 취약성 및 기술 현황)

  • Jo, Han-Seong;Lee, Yong-Gu;Jeong, Sang-In;Choe, Jin-Ho
    • KEPCO Journal on Electric Power and Energy
    • /
    • v.3 no.2
    • /
    • pp.73-78
    • /
    • 2017
  • Recently, a number of foreign electric power companies including domestic Korea Electric Power Corporation (KEPCO) have actively engaged in the construction of a power grid with the concept of a smart grid. The Smart grid is a technology that increases the efficiency of the power by converging the information network with the power grid. It can maximize the energy efficiency through the two-way communication between the utility and the consumer. However, as the power grid converges with the information and communication network, security threats are increasing more than existing power grids. Due to the nature of the power grid, the damage caused by security threats is not only personal privacy but also economic loss of society. So smart grid becomes the target of hackers. In this paper, we discuss security vulnerabilities of Advanced Metering Infrastructure (AMI), which is a core technology of smart grid construction, and the corresponding security technologies to prevent security damage of smart grid.

Optimization of Grid Network for Offshore Wind Power Plant (해상풍력발전단지의 전력망 구성의 최적화에 관한 연구)

  • Moon, Won-Sik;Jo, Ara;Kim, Jae-Chul;Bae, In-Soo;Yoon, Gi-Gab;Park, Sang-Ho;Choy, Young-Do
    • Proceedings of the KIEE Conference
    • /
    • 2015.07a
    • /
    • pp.1094-1095
    • /
    • 2015
  • The costs of installation, loss, and energy not supplied energy for submarine cable of offshore wind power plant (OWPP) are very high because the level of technology is still in the early stage as well as because of the marine environments. Therefore, reducing the total costs of a grid network for OWPPs is very important for financial feasibility. In particular, it is needed to minimize the project cost for optimizing the grid design and offshore substation location of a OWPP. The suggested method can reduce the total system cost and make it lower compared with existing methods.

  • PDF

Reinforcement Plan of Extra High Voltage Loop System in Metropolitan Area (수도권 초고압계통 환상망 보강(재구성) 계획 수립)

  • Hwang, Jong-Young;Lee, Jong-Soon;Han, Kyung-Nam
    • Proceedings of the KIEE Conference
    • /
    • 2007.07a
    • /
    • pp.1-2
    • /
    • 2007
  • 제3차 전력수급기본계획(산업자원부, '06.12 공고)에 의하면 전국 총수요의 43% 정도가 수도권에 집중될 것으로 전망되고, 또한 지역간 수급불균형 현상 심화 및 계통 고장전류 증대 등에 따른 수도권의 전력공급 신뢰도 확보가 우려됨에 따라 안정적 전력계통 구축을 위한 중장기적 대책 마련이 필요하다. 따라서 본 논문에서는 발전설비의 인천 서해안지역 집중 현상 및 한강 이북지역에 대한 전력공급 능력 등을 상세 검토 분석하였으며, 지역간의 원활한 전력융통을 위하여 발전설비가 집중된 인천지역에서 수도권 내륙으로의 신규 초고압 송전선로의 건설 필요성 및 고장전류 감소를 위한 수도권 환상망의 2원화 구성 등의 내용을 개략적으로 설명하였다.

  • PDF

Installation and Operation Test of a 22.9kV, 50MVA, HTS Cable for Real Utility Grid Application (실계통 적용을 위한 22.9kV, 50MVA, 초전도케이블 설치 및 운전 시험)

  • Sohn, Song-Ho;Yang, Hyung-Suk;Lim, Ji-Hyun;Oh, Seung-Ryle;Lee, Su-Kil;Jang, Hyun-Man;Hwang, Si-Dole
    • Proceedings of the KIEE Conference
    • /
    • 2011.07a
    • /
    • pp.484-485
    • /
    • 2011
  • Since the year 2008, the first demonstration project of the superconducting cable for the KEPCO grid operation has been in progress. To apply the HTS (High Temperature Superconducting) cable system into the commercial network, a new test complex was built in the 154kV Icheon substation and the on site assembly of 22.9kV, 50MVA HTS cable with the cryogenic refrigeration system was finished. A full scale of HTS cable fabricated with 2nd generation wire is to be in service in KEPCO network. In this paper, a series of processes of the installation and operation test are introduced.

  • PDF

VPI-based Control Strategy for a Transformerless MMC-HVDC System Under Unbalanced Grid Conditions

  • Kim, Si-Hwan;Kim, June-Sung;Kim, Rae-Young;Cho, Jin-Tae;Kim, Seok-Woong
    • Journal of Electrical Engineering and Technology
    • /
    • v.13 no.6
    • /
    • pp.2319-2328
    • /
    • 2018
  • This paper introduces a control method for a transformerless MMC-HVDC system. The proposed method can effectively control the grid currents of the MMC-HVDC system under unbalanced grid conditions such as a single line-to-ground fault. The proposed method controls the currents of the positive sequence component and the negative sequence component without separating algorithms. Therefore, complicated calculations for extracting the positive sequence and the negative sequence component are not required. In addition, a control method to regulate a zero sequence component current under unbalanced grid conditions in the transformerless MMC-HVDC system is also proposed. The validity of the proposed method is verified through PSCAD/EMTDC simulation.

The Operation Procedure of Power Grid Operation System Based on the Smart Grid (스마트그리드 기반의 송배전전력망 구축 및 통합 운영시스템 동작 체계)

  • Hwang, Woo-Hyun;Kim, Ja-Hee;Bae, Sung-Hwan;Kim, Kyeong-Hwan;Ahn, Kyo-Sang
    • Proceedings of the KIEE Conference
    • /
    • 2011.07a
    • /
    • pp.135-136
    • /
    • 2011
  • 발전된 전력을 부하설비까지 공급하는 수송체계를 송배전 전력망이라 한다. 송배전전력망은 송배전 설비와 공급선로로 구성되어 있으며 각각 스카다와 배전자동화시스템에 의해 감시, 운영되고 고장발생 시 복구기능을 수행하고 있다. 경제성장에 따라 전력망은 계속 증가되고 운영방법도 더욱 복잡해져 자동화시스템만으로 설비의 상태진단과 고장예측은 물론 효율적 운영에 한계가 나타나고 있다. 또한 지구온난화의 해소를 위해 이산화탄소 감축에 필요한 신재생발전과 전기자동차 충전장치의 설치요구도 증가하고, 대용량 전력저장장치를 이용한 전력계통과 연계도 늘어나고 있다. 따라서 송배전설비와 정보통신기술의 융합을 통해 고장을 예방하고 전력계통운영의 효율화와 고품질의 전력을 안정적으로 공급하기 위한 스마트그리드 기반의 송배전전력망 통합운영시스템의 구성과 동작 체계를 제시하고자 한다.

  • PDF