• 제목/요약/키워드: Electric Energy Management System

검색결과 318건 처리시간 0.026초

딥러닝을 이용한 리튬이온 배터리 잔여 유효수명 예측 (Deep Learning Approaches to RUL Prediction of Lithium-ion Batteries)

  • 정상진;허장욱
    • 한국기계가공학회지
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    • 제19권12호
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    • pp.21-27
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    • 2020
  • Lithium-ion batteries are the heart of energy-storing devices and electric vehicles. Owing to their superior qualities, such as high capacity and energy efficiency, they have become quite popular, resulting in an increased demand for failure/damage prevention and useable life maximization. To prevent failure in Lithium-ion batteries, improve their reliability, and ensure productivity, prognosticative measures such as condition monitoring through sensors, condition assessment for failure detection, and remaining useful life prediction through data-driven prognostics and health management approaches have become important topics for research. In this study, the residual useful life of Lithium-ion batteries was predicted using two efficient artificial recurrent neural networks-ong short-term memory (LSTM) and gated recurrent unit (GRU). The proposed approaches were compared for prognostics accuracy and cost-efficiency. It was determined that LSTM showed slightly higher accuracy, whereas GRUs have a computational advantage.

화재사례 및 재현실험을 통한 온도조절장치 고장 및 오동작으로 인한 전자제품 화재 메커니즘 분석 (A Study on the Analysis of Fire Mechanisms in Electronic Products due to Failure and Malfunction of Thermostats Through Fire Cases and Reproduction Experiments)

  • 이정일;임종화
    • 대한안전경영과학회지
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    • 제26권1호
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    • pp.31-38
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    • 2024
  • In this paper, as there are many cases of fires occurring due to the failure or inoperability of the thermostat of electronic products, the purpose is to test and analyze the risks and probabilities through fire cases and reproduction experiments, and suggest countermeasures. Among electronic products, water purifiers are composed of a refrigerant system with a compressor to make cold water, a heating device to make hot water, and an electric device used as an energy source. Due to the nature of the water purifier manufacturing, these devices are subject to a lot of moisture and dust. etc. exist in large quantities and use electrical energy, so there is a possibility of fire due to short circuit in the wire, electrical abnormal overheating (tracking phenomenon) in the thermostat, electronic board, starting relay, etc., and overheating of the heating device (Band Heater). there is. Therefore, in order to prevent fires from these devices, a system to remove foreign substances inside the water purifier is necessary, the use of heat-resistant (fire-resistant) wires for electrical devices is essential, and the use of non-combustible materials (semi-combustible materials) for each part is necessary to prevent fire. The risk must be eliminated through prevention and combustion expansion prevention devices.

경쟁체제 도입시 주택용 전기요금개선에 관한 연구 (A Study of Restructured Residential Electricity Pricing toward the Competitive Power Market)

  • 김민정
    • 전기학회논문지
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    • 제63권7호
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    • pp.889-895
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    • 2014
  • Korea electric power industry had been under vertical monopoly but is typically getting restructured for free competition. An ideal pricing system under the competitive market system is 'unbundled pricing system' and 'marginal pricing system', but the current pricing system still adheres to the traditional bundled system and the average cost pricing system. Especially, progressive electricity rates for residential use reflect governmental policy-making which is focused on income redistribution & welfare, industrial supports and energy saving. This study proposes new and reasonable residential electricity pricing systems which are Time-Of-Use (TOU) and Real-Time Pricing (RTP) to reflect variations in the wholesale price of electricity. It also presents examples of various tariffs for residential electricity pricing systems.

2 모듈 스택을 이용한 SOFC 시스템 운전결과 (Operation Results of the SOFC System Using 2 Sub-Module Stacks)

  • 이태희
    • 한국수소및신에너지학회논문집
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    • 제21권5호
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    • pp.405-411
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    • 2010
  • A 5kW class SOFC cogeneration system consisted of a hot box part, a cold BOP (balance of plant) part, and a hot water reservoir. The hot box part contained a stack, a fuel reformer, a catalytic combustor, and heat exchangers. A cold BOP part was composed of blowers, pumps, a water trap, and system control units. A 5kW stack was designed to integrate 2 sub-modules. In this paper, the 5kW class SOFC system was operated using 2 short stacks connected in parallel to test the sub-module and the system. A short stack had 15 cells with $15{\times}15 cm^2$ area. When a natural gas was used, the total power was about 1.38 kW at 120A. Because the sub-modules were connected in parallel and current was loaded using a DC load, voltages of sub-modules were same and the currents were distributed according to the resistance of sub-modules. The voltage of the first stack was 11.46 V at 61A and the voltage of the second stack was 11.49V at 59A.

잠수함 추진용 리튬이온전지 충방전 특성 및 안전성 확보를 위한 실험적 연구 (An Experimental Study on the Charging/Discharging Characteristics and Safety of Lithium-Ion Battery System for Submarine Propulsion)

  • 김범석;손승현;강석중
    • 대한조선학회논문집
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    • 제58권4호
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    • pp.225-233
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    • 2021
  • Conventional submarine propulsion batteries have mainly used lead acid batteries, which have proved relatively safe, but in recent years, research on mounting lithium-ion batteries to improve the underwater operation capability of submarines is underway in advanced countries such as Japan. Korea has world-class technology in the development of electric vehicles and lithium-ion batteries for energy storage, but fire safety accidents continue to occur in electric vehicles and energy storage lithium-ion batteries. In order to mount the lithium-ion battery in a submarine, it is necessary to check the safety as well as whether the performance is improved compared to the lead acid battery. Through the charge/discharge experiment of this lithium-ion battery module unit, it was possible to measure how much performance was improved compared to the lead acid battery. Safety tests were conducted on the lithium-ion battery module assuming that it was mounted on a submarine, and it was confirmed that safety was secured when applied to a submarine. Since many modules are mounted on actual submarines, it has been confirmed that it can be applied to submarine systems by simulating charge/discharge characteristics through Hardware-in-the Loop(HILS). Through the results of this study, the application of lithium-ion batteries to submarines is expected to significantly improve the sustainability of underwater operations.

전기자동차용 리튬이온 배터리 제어를 위한 제어기 개발 (The development of controller for lithium-ion battery of electric vehicle)

  • 조세봉;홍현주;전윤석
    • 한국신재생에너지학회:학술대회논문집
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    • 한국신재생에너지학회 2010년도 추계학술대회 초록집
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    • pp.96.2-96.2
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    • 2010
  • EV(Electric Vehicle) 차량에서 BMS(Battery Management System) 은 모터에 공급되는 고전압 배터리의 충전상태를 감지하여 VCU(Vehicle Control Unit)에 전송하게 된다. VCU에서는 배터리의 충전상태를 확인하여 모터 구동 전략을 수립하여 각 제어기에 전송하게 된다. 위와 같이 EV에서 배터리 충전상태를 정확하게 감지하지 못한다면, 모터 구동을 위한 전략 수립에 많은 제약이 따르게 된다. 정확한 배터리 충전 상태를 감지하기 위해서는 배터리 각 셀의 전압/전류/온도 등을 측정하여 연산에 의해 결정된다. 그 중 셀 전압 측정 방식은 Photomos relay를 이용한 방식으로 하드웨어적인 오차에 ${\pm}$수십mV보다 더둑 더 정밀하게 측정할 수 있는 방법이 없었다. 하지만, 셀 전압 측정 정밀도를 향상시키기 위해 신규로 개발된 battery monitoring IC를 이용한 BMS의 H/W 개발에 대해 설명할 것이다. 또한, Monitoring IC를 이용한 BMS의 셀 전압 측정 정밀도를 얼마나 개선시킬 수 있는지에 대해 연구하였다.

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Practical Methodology of the Integrated Design and Power Control Unit for SHEV with Multiple Power Sources

  • Lee, Seongjun;Kim, Jonghoon
    • Journal of Electrical Engineering and Technology
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    • 제11권2호
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    • pp.353-360
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    • 2016
  • Series hybrid electric vehicles (SHEVs) having multiple power sources such as an engine- generator (EnGen), a battery, and an ultra-capacitor require a power control unit with high power density and reliable control operation. However, manufacturing using separate individual power converters has the disadvantage of low power density and requires a large number of power and signal cable wires. It is also difficult to implement the optimal power distribution and fault management algorithm because of the communication delay between the units. In order to address these concerns, this approach presents a design methodology and a power control algorithm of an integrated power converter for the SHEVs powered by multiple power sources. In this work, the design methodology of the integrated power control unit (IPCU) is firstly elaborately described, and then efficient and reliable power distribution algorithms are proposed. The design works are verified with product-level and vehicle-level performance experiments on a 10-ton SHEV.

수요관리용 3상 EES시스템의 성능시험 및 고찰 (Performance Test and Consideration of Three Phase EES System for Demand Side Management)

  • 이태승;이동주
    • 전력전자학회:학술대회논문집
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    • 전력전자학회 2018년도 전력전자학술대회
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    • pp.486-488
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    • 2018
  • 본 연구에서는 3상 EES(전기에너지저장시스템: Electrical Energy Storage) 시스템의 성능시험에 관한 내용을 소개 및 분석하고, 시험데이터를 통한 시험방법의 적절성에 관한 의견을 제시한다. EES 시스템의 단체표준 규격을 검토하기 전에, 전력변환장치의 단체표준규격 (SPS-SGSF-025-4-1972 : 2016)과 EES 시스템의 일반사항 및 시험방법을 제시하는 단체표준 규격 (SGSF-025-5-1, SGSF-025-5-2)에 각각 명시된 형식시험 항목을 상호 비교 및 분석하고, EES 시스템의 형식시험 항목 중 특정 항목은 시험을 수행하여 결과 데이터를 분석하고 규격내의 평가기준 및 시험방법의 적절성 여부를 고찰하였다.

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태양광 발전 시스템의 화재 위험 감소 방안에 관한 이론적 연구 (Study on Theoretical Research to Reduce Fire Risk of Solar Power System)

  • 박경진;이근출;이봉우
    • 한국산업융합학회 논문집
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    • 제23권2_2호
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    • pp.219-224
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    • 2020
  • This study is based on the principle of solar power system and fire breakout. The result of the survey indicates that a solar power system is vulnerable to fire due to lack of maintenance after the installation. Currently the national fire safety agency does not have standards and legal provisions for the installation and maintenance of solar power facilities. Therefore, it increases the risk of fire breakouts as well as possibility of electric shock for the firefighters during fire fighting. This results possible damages to the human and equipments. In this study is proposing an automatic fire extinguishing system to reduce the power generation of solar panels during fire breakouts. Also, propose an over load current alarm system and fire prevention measures for fire fighters. The results of this study will be used as basic data for further fire testing of solar power systems.

최적 제어와 신경회로망을 이용한 하이브리드 전기자동차 시뮬레이션 (The Realization of Optimal Control Operation of a Hybrid Electric Vehicle using Neural Network and the Cruise HEV Simulator)

  • 김남욱;안국현;조성태;임원식;이장무
    • 한국신재생에너지학회:학술대회논문집
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    • 한국신재생에너지학회 2005년도 춘계학술대회
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    • pp.349-352
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    • 2005
  • The energy management of an HEV using optimal control and global optimization is thought to be closest to the best operation of the system. However, there are some controversies on the ways of defining the optimization problems and constituting the optimal control simulators. Here, we presented a simulator which adopts the concept of equivalent fuel economy and leads the vehicle to run in a more efficient way. In order to realize the optimal operation of the HEV and check the validity of the control logics, we also developed a forward-facing simulator. The simulator was developed with the Cruise and MATLAB co-simulation interface. Especially, neural network controller was used for the hybrid control module in the simulator. With the simulator, the optimal operation could be converted into hybrid control rules and the validity of the operation was verified.

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