• Title/Summary/Keyword: Energy Management

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전력망 연계형 마이크로그리드 최적운영을 위한 분산에너지자원 에너지관리시스템 (DER Energy Management System for Optimal Management of Grid-Connected Microgrids)

  • 최종우;신영미;이일우
    • 한국통신학회논문지
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    • 제42권4호
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    • pp.932-938
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    • 2017
  • 본 논문에서는 전력망 연계형 마이크로그리드의 분산에너지자원을 위한 에너지관리시스템의 구조에 대해 서술한다. 전력망 연계형 마이크로그리드의 분산에너지자원 에너지관리시스템은 분산에너지자원들의 상태나 시간대별 차등요금제와 같은 마이크로그리드 내외의 각종 정보들을 다양한 프로토콜들을 통해 수집한다. 에너지관리시스템은 수집한 정보들을 바탕으로 예측과 최적화 계산을 수행하고, 전기요금 절감이라는 마이크로그리드 최적운영 목표를 달성할 수 있도록 분산에너지자원들의 운전 스케줄을 도출한다. 최적운영 달성을 위하여 에너지관리시스템은 내부적으로 효과적 스케줄 도출을 위한 알고리즘을 포함하고 있어야하며, 도출한 스케줄을 외부의 분산에너지자원에 전달할 수 있는 프로토콜을 갖추어야 한다. 예측 과정에서 발생하는 실제와의 오차를 줄이기 위하여 에너지관리시스템은 rolling horizon controller로 작동한다. 도출된 운전 스케줄은 국제표준프로토콜을 통하여 실시간으로 분산에너지자원에 전달되어 마이크로그리드 최적운영을 가능하도록 한다.

Sustainable Smart City Building-energy Management Based on Reinforcement Learning and Sales of ESS Power

  • Dae-Kug Lee;Seok-Ho Yoon;Jae-Hyeok Kwak;Choong-Ho Cho;Dong-Hoon Lee
    • KSII Transactions on Internet and Information Systems (TIIS)
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    • 제17권4호
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    • pp.1123-1146
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    • 2023
  • In South Korea, there have been many studies on efficient building-energy management using renewable energy facilities in single zero-energy houses or buildings. However, such management was limited due to spatial and economic problems. To realize a smart zero-energy city, studying efficient energy integration for the entire city, not just for a single house or building, is necessary. Therefore, this study was conducted in the eco-friendly energy town of Chungbuk Innovation City. Chungbuk successfully realized energy independence by converging new and renewable energy facilities for the first time in South Korea. This study analyzes energy data collected from public buildings in that town every minute for a year. We propose a smart city building-energy management model based on the results that combine various renewable energy sources with grid power. Supervised learning can determine when it is best to sell surplus electricity, or unsupervised learning can be used if there is a particular pattern or rule for energy use. However, it is more appropriate to use reinforcement learning to maximize rewards in an environment with numerous variables that change every moment. Therefore, we propose a power distribution algorithm based on reinforcement learning that considers the sales of Energy Storage System power from surplus renewable energy. Finally, we confirm through economic analysis that a 10% saving is possible from this efficiency.

건물 에너지 관리를 위한 인공지능 기술 동향과 미래 전망 (Trends and Future Prospects of AI Technologies for Building Energy Management)

  • 정재익;박완기
    • 전자통신동향분석
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    • 제39권4호
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    • pp.32-41
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    • 2024
  • Building energy management plays a crucial role in improving energy efficiency and optimizing energy usage. To achieve this, it is important to monitor and analyze energy-related data from buildings in real time using sensors to understand energy consumption patterns and establish optimal operational strategies. Because of the uncertainties in building energy-related data, there are challenges in analyzing these data and formulating operational strategies based on them. Artificial intelligence (AI) technology can help overcome these challenges. This paper investigates past and current research trends in AI technology and examines its future prospects for building energy management. By performing prediction and analysis based on energy consumption or supply data, the future energy demands of buildings can be forecasted and energy consumption can be optimized. Additionally, data related to the surrounding environment, occupancy, and other building energy-related factors can be collected and analyzed using sensors to establish operational strategies aimed at further reducing energy consumption and increasing efficiency. These technologies will contribute to cost savings and help minimize environmental impacts for building owners and operators, ultimately facilitating sustainable building operations.

Energy-aware Management in Wireless Body Area Network System

  • Zhang, Xu;Xia, Ying;Luo, Shiyan
    • KSII Transactions on Internet and Information Systems (TIIS)
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    • 제7권5호
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    • pp.949-966
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    • 2013
  • Recently, Wireless Body Area Network (WBAN) has promise to revolutionize human daily life. The need for multiple sensors and constant monitoring lead these systems to be energy hungry and expensive with short operating lifetimes. In this paper, we offer a review of existing work of WBAN and focus on energy-aware management in it. We emphasize that nodes computation, wireless communication, topology deployment and energy scavenging are main domains for making a long-lived WBAN. We study the popular power management technique Dynamic Voltage and Frequency Scaling (DVFS) and identify the impact of slack time in Dynamic Power Management (DPM), and finally propose an enhanced dynamic power management method to schedule scaled jobs at slack time with the goal of saving energy and keeping system reliability. Theoretical and experimental evaluations exhibit the effectiveness and efficiency of the proposed method.

빅데이터 기반의 수요자원 관리 시스템 개발에 관한 연구 (A Study on Demand-Side Resource Management Based on Big Data System)

  • 윤재원;이인규;최중인
    • 전기학회논문지
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    • 제63권8호
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    • pp.1111-1115
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    • 2014
  • With the increasing interest of a demand side management using a Smart Grid infrastructure, the demand resources and energy usage data management becomes an important factor in energy industry. In addition, with the help of Advanced Measuring Infrastructure(AMI), energy usage data becomes a Big Data System. Therefore, it becomes difficult to store and manage the demand resources big data using a traditional relational database management system. Furthermore, not many researches have been done to analyze the big energy data collected using AMI. In this paper, we are proposing a Hadoop based Big Data system to manage the demand resources energy data and we will also show how the demand side management systems can be used to improve energy efficiency.

에너지 수요예측 및 절감을 위한 데이터 센터 원격 관리 서비스 (Data Center Remote Management Service for Demanding Forecasting and Reduction of Energy U sage)

  • 한종훈;정대교;배광용
    • 정보통신설비학회논문지
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    • 제9권3호
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    • pp.107-111
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    • 2010
  • This paper is concerned with data center remote management service for demanding forecasting and reduction of energy usage. More particularly, intelligent server rack, mounted on inside of the data center, collects information about energy usage and temperature per server. Using this information, management platform forecasts energy demand in the future and automatically makes report according green environment raw. By providing the remote management service through remote terminals, users are not tied to a time and place to control device inside the data center. In this way, the data center remote management service enhances operability of the facility.

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에너지공급자 수요관리 개선방안 연구 (A Study on the Implementation Issues for Demand-side Management of Energy Suppliers)

  • 김형중;손학식
    • 전기학회논문지
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    • 제59권9호
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    • pp.1566-1574
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    • 2010
  • This paper presents an in-depth review for current status for demand-side management (DSM) investment of energy supplier and an useful prospect on the introduction of Energy Efficiency Resource Standards (EERS). According to the Article 9 of Rational Energy Utilization Act, Energy suppliers-Korea Electric Power Corporation (KEPCO), Korea Gas Corporation (KOGAS) and Korea District Heat Corporation (KDHC) prescribed by Presidential Decree-must establish and implement annual demand-side management investment plan to improve energy efficiency in production, transformation, transportation, storage and usage of corresponding energy and to reduce demand and green house gas emissions. In this paper, we examine the DSM programs of energy suppliers and the results of DSM investment in 2009, then we propose a reasonable solution for the development of DSM investment. Furthermore, in order to compare our situation, the case studies were conducted on EERS issues in England, Italy, France and U.S, such as establishing the energy saving target, selecting the target energy supplier, and penalty and incentive mechanisms. Throughout the case studies, this paper suggests the directions to the DSM investment planning of energy suppliers and the major issues to prepare EERS in Korea.

品質經營體制의 有效性 評價를 위한 效率的인 品質監査의 遂行方案 (Quality Audit for Measuring the Effectiveness of Quality Management Systems)

  • 남지희;김관현;조문성;임남진
    • 품질경영학회지
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    • 제28권2호
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    • pp.252-263
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    • 2000
  • The purport of quality assurance audit and its procedures as specified in ISO 9000 have been reviewed. The principles and techniques for interview, documentation of the results and quality trend analysis were discussed. The practical techniques for the performance of quality audit for measuring the effectiveness of quality management systems were suggested.

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Building Energy Management System Coupling with Renewable Energy System

  • Oh, Jin-Seok
    • 한국항해항만학회지
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    • 제34권9호
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    • pp.705-709
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    • 2010
  • Buildings nowadays are increasingly expected to need higher and more economic performance requirements. Energy consumption in buildings accounts for over 30% of total energy use. The Building Energy Management System (BEMS) and renewable energy (RE) technologies are considered as a potential measure to improve energy efficiency and reduce use of grid-power. It is, however, a challenge to utilise the intermittent energy supply of RE in building energy systems. This paper presents an experimental study on a RE-embedded BEMS. A control algorithm for the RE-embedded BEMS was designed to maximise the utilisation of RE and eventually to reduce electrical utility bill. The proposed system is tested at a laboratorial chamber with an air conditioner, fan and heater. The contribution of RE in building energy system is discussed to this end.

생태 감사를 이용한 지속가능한 학교 에너지 관리 방안 연구 (A Study of Sustainable Energy Management through the Application of the Eco-Audit)

  • 남영숙
    • 한국환경교육학회지:환경교육
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    • 제19권3호
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    • pp.102-113
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    • 2006
  • The purpose of this study is to devise proper plans for sustainable energy management in schools through applying school eco-audit to energy field. This study is performed by literature review and the analysis of case study. This study analyzes the energy-saving model school according to the three cores of eco-audit such as school administration system, teaching-learning method, and ecological policy, and the result of the study is as followings. First, according to the analysis of school administration system for energy education programs, the participation of all the school staff is very low, and the democratic decision-making system is unsatisfactory. Second, according to the analysis of teaching-learning method, the program is mainly managed by teacher-oriented method not by learner-oriented one. The effect on the education of energy-saving program is a little improved in cognitive area, but is insufficient in affective area. Third, in the aspect of the ecological policy, the practical energy-saving effect in schools is unsatisfactory, and shows the difficulty of continuing application of the program. Consequently, it is desirable to integrate the energy-saving program with the eco-audit for sustainable energy management in schools. Implementation of the energy eco-audit in schools for the sustainable development education as teaching-learning method could achieve extended effect for the earth environmental conservation.

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