• Title/Summary/Keyword: Energy Management System

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Reinforcement Learning Based Energy Control Method for Smart Energy Buildings Integrated with V2G Station (강화학습 기반 V2G Station 연계형 스마트 에너지 빌딩 전력 제어 기법)

  • Seok-Min Choi;Sun-Yong Kim
    • The Journal of the Korea institute of electronic communication sciences
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    • v.19 no.3
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    • pp.515-522
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    • 2024
  • Energy consumption is steadily increasing, and buildings in particular account for more than 20% of the total energy consumption around the world. As an effort to cost-effectively manage the energy consumption of buildings, many research groups have recently focused on Smart Building Energy Management Systems (BEMS), which are deepening the research depth by applying artificial intelligence(AI). In this paper, we propose a reinforcement learning-based energy control method for smart energy buildings integrated with V2G station, which aims to reduce the total energy cost of the building. The results of performance evaluation based on the energy consumption data measured in the real-world building shows that the proposed method can gradually reduce the total energy costs of the building as the learning process progresses.

Geographic Information System for Developing Advanced Distribution Management System (차세대 배전지능화시스템 개발을 위한 지리정보시스템 적용)

  • Kim, DongWook;Cho, SungHo;Seo, Hojin;Park, YoungBae
    • KEPCO Journal on Electric Power and Energy
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    • v.5 no.2
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    • pp.67-74
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    • 2019
  • Recently, as the renewable distributed energy resources has increased, the variability within the electrical power distribution system has increased, so that there is a growing concern about the stable electrical power distribution system. For efficient management of future electrical power distribution system, it is necessary to improve the electrical power distribution system operation using new visualization technology. In this paper, we describe the current status of GIS introduction and related technology trends in the field of electrical power distribution, and analyze the necessity of GIS system for electrical power distribution system operation and problems to be solved when introducing GIS technology.

DSM Resources Evaluation and Customer Behavior Analysis (DSM 자원평가 및 소비자 행태 분석)

  • Ahn, Nam-Seong;Park, Min-Hyuk;Rhu, Jae-Gook
    • Korean System Dynamics Review
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    • v.5 no.1
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    • pp.49-71
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    • 2004
  • Demand-side Management can be defined as'any utility activity aimed at modifying customers' use of energy to produce desired changes in the utility's load shape'. Customers benefit by being able to control energy costs and improve quality of life and become more productive. Utilities benefit from DSM's value as a resource that enhances asset utilization and reduces both fuel costs and environmental emissions. The scope of DSM includes load management through rate schedules and conservation by improving energy effciency and using electricity consumption effectively. This paper study the DSM resource evaluation and customer behavior analysis todesign the DSM Program plan in response to customer needs. We develop basic system dynamics model to analysis the customer behavior based on a survey research. The DSM Program participants in the Hi- efficiency Inverter, Electric motor and efficient lighting applicancies operating by Conservation program 2002 become the survey objects. DSM resource evaluation evaluate firstt the distribution potentialities of each machine and then forecast the degree of diffusion. We apply the system dynamic approach to simulate the dynamic DSM market situation at the domestic beginning. This model will give the energy Planner the opportunity to create different scenarios for DSM program planning. Also it will lead to increased understanding of the dynamic DSM market

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On Renewable Energy Technology Valuation Using System Dynamics and Compound Real Options (시스템다이내믹스와 복합 리얼옵션 기반 신·재생에너지 기술가치평가)

  • Jeon, Chanwoong;Shin, Juneseuk
    • Journal of Korean Institute of Industrial Engineers
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    • v.40 no.2
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    • pp.195-204
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    • 2014
  • The transition from fossil to renewable energy is inevitable due to fossil depletion. So, Renewable energy is very important for energy security and economic growth although it's R&D is long-term and high risky project. We propose new valuation method which combined system dynamics and compound real option method for long-term and high risk projects such as renewable energy. This method can show dynamic valuation results for the complex causal interaction and be easy for Monte-Carlo simulation to estimate volatility. And it can reflect the value of flexible decision for uncertainty. We applied the empirical analysis for Korea's photovoltaic industry by using this method. As results by empirical analysis, photovoltaic's R&D has high valuation using this method compared by traditional valuation methods such as DCF.

A Design of KVM Heap Memory Management for Effective Power Management in Banked Memory System (Banked Memory System에서 효율적일 전력관리를 위한 KVM의 힙 메모리 관리체계 설계)

  • Choi In-Bum;kang Hui-Sung;Jeong Myung-Jo;Lee Cheol-Hoon
    • Proceedings of the Korean Information Science Society Conference
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    • 2005.07a
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    • pp.868-870
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    • 2005
  • 최근에는 자원이 제한적인 시스템을 위한 embedded JVM 환경에서 자바 응용 프로그램을 수행할 때 embedded JVM 의 성능에 따른 performance 뿐만 아니라 에너지 소비를 줄이는 일이 크게 대두되고 있다. 메모리에서 사용되는 에너지는 메모리에 접근할 때마다 소비되는 dynamic energy와 메모리에 파워가 들어와 있을 때 항상 소비되는 leakage energy 로 구분할 수 있다. embedded 환경을 고려하지 않았던 이전에는 leakage energy 가 중요한 부분으로 인식되지 않았지만, 현재는 dynamic energy 못지 않게 중요한 부분으로 인식되고 있다. 본 논문에서는 Banked Memory System을 사용하는 임베디드 JVM의 환경하에서 leakage energy를 효과적으로 줄일 수 있는 KVM의 힙 메모리 관리체계를 설계하였다.

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Variable Priority Number Control of SPMS for Leisure Ship

  • Oh, Jin-Seok;Park, Do-Young
    • Journal of Advanced Marine Engineering and Technology
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    • v.36 no.1
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    • pp.141-148
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    • 2012
  • The power system of leisure ship has a character of stand-alone type, so it continuously checks the usable power. Especially, the leisure ship using renewable energy needs to adjust the power consumption of loads according to the usable power. Also, the important loads of leisure ship are different by operation mode. However, current power management system doesnot consider such character. This paper studied load management system of the SPMS(Smart Power Management System) and composed using the smart plug. The SPMS controls the loads depending on a user's pattern and character through variable priority number control. This control algorithm was verified through simulation of assumed user and situation using LabVIEW.

The Nutrition Assessment and Care for the Elderly in Japan

  • Sugiyama, Michiko;Nishimura, Akio;Koyama, Hideo
    • Journal of Community Nutrition
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    • v.2 no.1
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    • pp.12-26
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    • 2000
  • In Japan, a new nursing insurance system was enforced in April 2000, where premiums were paid according to the level of necessary care. Our project, Nutrition Care and Management(NCM) for the elderly was started in 1995, funded by the Ministry of Health and Welfare of Japan. The NCM project was to provide appropriate nutrition care for the elderly and to see that it effectively functions as part of the health care services. There were 4 stages to the project : the first stage was to find out the PEM status among the elderly patients in hospital and home-care settings in Japan. The 2nd stage was to develop and evaluate nutritional assessment methods, anthropometry, resting energy expenditure measuring methods using of portable indirect calorimeter, and the convenient protein energy intake assessment methods, etc. for the elderly patients with PEM risk. The 3rd stage was to examine the effectiveness of the nutrition care plan induced of protein energy supplement and team care in improving nutrition among the elderly patients. The last stage was to develop the NCM set for the elderly patient based on the past three years of scientific evidence. it is expected that the NCM system for the elderly will provide adequate nutritional care management, improve the elderly care environment and create effective resource management.

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Development of Smart Energy Profile(SEP) for Integrate Energy Storage System(ESS) at Smart Home (에너지 저장 시스템의 스마트 홈 연동을 위한 SEP 개발)

  • Lee, Sang-hak
    • The Journal of Korean Institute of Communications and Information Sciences
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    • v.41 no.6
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    • pp.678-680
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    • 2016
  • Due to changes in the energy environment, it's very popular to introduce the solar energy at home. More effective energy management is achieved together with an energy storage system(ESS). The electricity generated by solar can be used effectively to achieve the peak cut and price reduction. In this paper, we developed Smart Energy Profile(SEP) to make an ESS as a component of home energy management system(HEMS) cooperating with home network. First, we defined the functions equipped on the ESS and then developed a standard-based protocol to achieve compatibility between products. Our main contribution is to establish the foundation to introduce the HEMS at home.

Efficient Management System for Mercury-containing Waste according to the Current Status of Spent Fluorescent Lamps (폐형광등 현황에 따른 수은함유폐기물의 효율적 관리 방안)

  • RHEE, Seung-Whee;Park, Hun-Su;Yoo, Ho-Sik
    • Journal of Environmental Policy
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    • v.14 no.1
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    • pp.135-158
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    • 2015
  • An efficient management system of mercury-containing waste was designed by reviewing the management and treatment of spent fluorescent lamp in Korea and foreign countries. According to Waste Management Act in Korea, mercury-containing wastes from households are classified as municipal solid wastes even though mercury-containing wastes pose hazardous risks. In general, hence, mercury-containing wastes from households are not being managed properly because those wastes from households were not classified as specific wastes (or hazardous wastes). Some mercury-containing wastes are managed as a mandatory target item in waste charge system and Extended Producer Responsibility (EPR) system under Act on Promotion for Saving and Recycling of Resources. An efficient management plan of mercury-containing wastes can be derived with an improved collection system, designating disposal sites and advanced treatment facilities for spent fluorescent lamps. Finally, the role of each agent involved from collection to disposal of mercury-containing wastes was suggested to establish the efficient management system for mercury-containing waste.

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Impacts of Demand Response from Different Sectors on Generation System Well Being

  • Hassanzadeh, Muhammad Naseh;Fotuhi-Firuzabad, Mahmud;Safdarian, Amir
    • Journal of Electrical Engineering and Technology
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    • v.12 no.5
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    • pp.1719-1728
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    • 2017
  • Recent concerns about environmental conditions have triggered the growing interest in using green energy resources. These sources of energy, however, bring new challenges mainly due to their uncertainty and intermittency. In order to alleviate the concerns on the penetration of intermittent energy resources, this paper investigates impacts of realizing demand-side potentials. Among different demand-side management programs, this paper considers demand response wherein consumers change their consumption pattern in response to changing prices. The research studies demand response potentials from different load sectors on generation system well-being. Consumers' sensitivity to time-varying prices is captured via self and cross elasticity coefficients. In the calculation of well-being indices, sequential Monte Carlo simulation approach is accompanied with fuzzy logic. Finally, IEEE-RTS is used as the test bed to conduct several simulations and the associated results are thoroughly discussed.