• 한국산업융합학회 논문집
• /
• 제26권4_2호
• /
• pp.715-724
• /
• 2023

Solar energy forecasting is essential for (1) power system planning, management, and operation, requiring accurate predictions. It is crucial for (2) ensuring a continuous and sustainable power supply to customers and (3) optimizing the operation and control of renewable energy systems and the electricity market. Recently, research has been focusing on developing solar energy forecasting models that can provide daily plans for power usage and production and be verified in the electricity market. In these prediction models, various data, including solar energy generation and climate data, are chosen to be utilized in the forecasting process. The most commonly used climate data (such as temperature, relative humidity, precipitation, solar radiation, and wind speed) significantly influence the fluctuations in solar energy generation based on weather conditions. Therefore, this paper proposes a hybrid forecasting model by combining the strengths of the Prophet model and the GRU model, which exhibits excellent predictive performance. The forecasting periods for solar energy generation are tested in short-term (2 days, 7 days) and medium-term (15 days, 30 days) scenarios. The experimental results demonstrate that the proposed approach outperforms the conventional Prophet model by more than twice in terms of Root Mean Square Error (RMSE) and surpasses the modified GRU model by more than 1.5 times, showcasing superior performance.

• 한국항공우주학회지
• /
• 제43권12호
• /
• pp.1097-1107
• /
• 2015

일반적인 수직이착륙 항공기는 높은 출력대 중량비의 가스터빈엔진을 사용한다. 그러나 높은 연료 소모율로 인해 소형 항공기에는 적합하지 않다. 본 연구에서는 직렬 하이브리드-전기 추진시스템을 대안으로 제안하였으며, 시스템을 구성할 소형엔진과 전기모터, 배터리에 대한 기술조사 비교분석을 수행하였다. 연구를 위한 고정익 수직이착륙 무인항공기로 I사(社)의 65 kg급 수직이착륙 P-무인기를 사용하였다. 개발한 발전제어 및 전력제어 알고리즘의 타당성과 항속시간을 예측하기 위해 Matlab/simulink$^{(R)}$를 이용한 시뮬레이션을 수행하였다. 그 결과 알고리즘이 비교적 잘 작동하는 것을 확인하였고, 직렬 하이브리드-전기 시스템이 임무형상을 만족하는 7시간의 항속시간을 충분히 만족 할 수 있을 것으로 예측하였다.

• 전력전자학회:학술대회논문집
• /
• 전력전자학회 2003년도 춘계전력전자학술대회 논문집(2)
• /
• pp.740-744
• /
• 2003

The development of electric vehicle has been accelerated by the recent 'California Initiative' which has required increasing proportions of new vehicle in Los Angeles area to be ZEV(Zero Emission Vehicles) But, because skill of battery is feeble, ZEV regulation was postponed but that is by CO2 restriction and environmental pollution problem the latest because do development require. In the electric vehicle and hybrid electric vehicle, the battery ECU(Battery Management System, BMS) is very important and an essential equipment. The accurate state of charge(SOC) is required for the battery for hybrid electric vehicles. This paper proposes SOC algorithm for the HEV based on the terminal voltage. Also, designed and analyzed battery ECU to apply on HEV.

• Journal of Electrical Engineering and Technology
• /
• 제12권2호
• /
• pp.726-737
• /
• 2017

The use of energy storage systems (ESSs) has become a feasible solution to solve the wind power intermittency issue. However, the use of ESSs increases the system cost significantly. In this paper, an optimal power flow control scheme to minimize the ESS capacity is proposed by using the zero-phase delay low-pass filter which can eliminate the phase delay between the dispatch power and the wind power. In addition, the filter time constant is optimized at the beginning of each dispatching interval to ensure the fluctuation mitigation requirement imposed by the grid code with a minimal ESS capacity. And also, a short-term power dispatch control algorithm is developed suitable for the proposed power dispatch based on the zero-phase delay low-pass filter with the predetermined ESS capacity. In order to verify the effectiveness of the proposed power management approach, case studies are carried out by using a 3-MW wind turbine with real wind speed data measured on Jeju Island.

• 한국자동차공학회논문집
• /
• 제20권6호
• /
• pp.46-51
• /
• 2012

Fuel Cell Hybrid Vehicles (FCHVs) have become a major topic of interest in the automotive industry owing to recent energy supply and environmental problems. Several types of power management strategies have been developed to improve the fuel economy of FCHVs including optimal control strategy based on optimal control theory, rule-based strategy, and equivalent consumption minimization strategy (ECMS). The ECMS is applied in this study. This strategy is based on the heuristic concept that the usage of the electric energy can be exchanged to equivalent fuel consumption. This strategy is known as one of the promising solutions for real-time control of hybrid vehicles. The ECMS for an FCHV is introduced in this paper as well as the equivalent fuel consumption parameter. The relationship between the battery final state of charge (SOC) and the fuel consumption while changing the equivalent fuel consumption parameter is obtained for three different driving cycles. The function of the equivalent fuel consumption parameter is also discussed.

• 한국산학기술학회논문지
• /
• 제20권1호
• /
• pp.419-425
• /
• 2019

본 연구의 목적은 상용차 운행 시, 야간 및 운휴중에 냉방시스템을 운전하기 위하여서, 기계식과 전동식 압축기를 적용한 하이브리드 냉방시스템에 대한 냉방성능 특성을 분석하는 것이다. 기계식압축기는 170cc의 왕복동 형식이고, 전동식 압축기는 18cc 스크롤 형식이다. 전동식 압축기는 운휴시나 야간에 사용할 목적으로 적용되었기 때문에, 냉방용량은 기계식 압축기 대비 낮은 성능을 가지고 있다. 기계식 압축기를 사용하였을 경우, 6.0kW 수준의 냉방성능을 보이고 있고, 시스템 효율은 2.0이하의 결과를 가졌다. 반면, 전동식 압축기는 냉방성능 4.0kW수준, 시스템 효율은 3.5 수준을 가지고 있었다. 본 연구에서는 전동식 압축기는 냉방성능 4.0kW수준, 시스템 효율은 3.5 수준을 가지고 있었다. 기계식 압축기와 전동식 압축기를 운전조건에 따라서, 선택적으로 운전하는 것을 고려하였기 때문에, 운전모드가 바뀔 때의 시스템 특성을 분석하기 위하여서, 운전모드 변경에 대한 영향을 알아보았다. 운전모드가 변경될 때, 토출압력이 일시적으로 증가하는 경향을 보이는데, 안정적인 운전을 위하여서, 외기 부하 등을 고려한 운전모드 변경 로직에 대한 연구가 필요할 것으로 판단된다.

• 한국자동차공학회논문집
• /
• 제19권5호
• /
• pp.143-147
• /
• 2011

Operating points of a fuel cell system (FCS) can be shifted to its high-efficiency region by hybridization in a fuel cell hybrid vehicle (FCHV), so the hydrogen can be saved. In this paper, the hydrogen consumption of an FCHV is compared to that of a fuel cell vehicle (FCV). A power management strategy is applied to the FCHV and the related simulation is carried out. The concept of equivalent hydrogen consumption is introduced in order to consider the effect of the difference between initial and final battery SOC on the total hydrogen consumption.

• 전력전자학회논문지
• /
• 제21권3호
• /
• pp.231-237
• /
• 2016

Recently, the interest in DC systems to achieve more efficient connection with renewable energy sources, energy storage systems, and DC loads has been growing extensively. DC systems are more advantageous than AC systems because of their low conversion losses. However, the DC-link voltage is variable during operation because of different random effects. This study focuses on DC voltage stabilization applied in stand-alone DC microgrids by means of voltage ranges, power management, and coordination scheme. The quality and stability of the entire system are improved by keeping the voltage within acceptable limits. In terms of optimized control, the maximum power should be tracked from renewable resources during different operating modes of the system. The ESS and VSDG cover the power shortage after all available renewable energy is consumed. Keeping the state of charge of the ESS within the allowed bands is the key role of the control system. Load shedding or power generation curtailment should automatically occur if the maximum tolerable voltage variation is exceeded. PSIM-based simulation results are presented to evaluate the performance of the proposed control measures.

• Journal of Communications and Networks
• /
• 제8권4호
• /
• pp.401-409
• /
• 2006

Orthogonal frequency division multiplexing (OFDM) and multiple input multiple output (MIMO) technologies provide additional dimensions of freedom with spectral and spatial resources for radio resource management. Multi-dimensional radio resource management has recently been identified to exploit the full dimensions of freedom for more flexible and efficient utilization of scarce radio spectrum while provide diverse quality of service (QoS) guarantees. In this work, a multi-dimensional radio resource scheduling scheme is proposed to achieve above goals in hybrid orthogonal frequency division multiple access (OFDMA) and space division multiple access (SDMA) systems. Cochannel interference (CCI) introduced by frequency reuse under SDMA is eliminated by frequency division and time division between highly interfered users. This scheme maximizes system throughput subjected to the minimum data rate guarantee. for heterogeneous users and transmit power constraint. By numerical examples, system throughput and fairness superiority of the our scheduling scheme are verified.

• 마이크로전자및패키징학회지
• /
• 제21권3호
• /
• pp.7-17
• /
• 2014

Power electronics modules are semiconductor components that are widely used in airplanes, trains, automobiles, and energy generation and conversion facilities. In particular, insulated gate bipolar transistors(IGBT) have been widely utilized in high power and fast switching applications for power management including power supplies, uninterruptible power systems, and AC/DC converters. In these days, IGBT are the predominant power semiconductors for high current applications in electrical and hybrid vehicles application. In these application environments, the physical conditions are often severe with strong electric currents, high voltage, high temperature, high humidity, and vibrations. Therefore, IGBT module packages involves a number of challenges for the design engineer in terms of reliability. Thermal and thermal-mechanical management are critical for power electronics modules. The failure mechanisms that limit the number of power cycles are caused by the coefficient of thermal expansion mismatch between the materials used in the IGBT modules. All interfaces in the module could be locations for potential failures. Therefore, a proper thermal design where the temperature does not exceed an allowable limit of the devices has been a key factor in developing IGBT modules. In this paper, we discussed the effects of various package materials on heat dissipation and thermal management, as well as recent technology of the new package materials.