基于SMUGF的FPA在孤立电力系统中优化风/太阳能/水电的尺寸

Manohar Potli, Y. Damodharam, J. Balachandra
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引用次数: 3

摘要

风能、太阳能、生物质能、潮汐能、水能、地热能等可再生能源是发电的一种,作为常规发电的替代品而受到广泛关注。可再生能源(RER)有助于减少温室气体的排放。本文对孤立电力系统的可靠性约束优化问题进行了研究。它由25千瓦的风力发电机组、10千瓦的太阳能发电机组和10千瓦的水力发电机组组成。利用数据合成器获得了每小时风速、太阳辐射量和水量及负荷剖面。首先,建立了风速、太阳辐照、水分利用和负荷分布的半马尔可夫和通用生成函数(SMUGF)组合模型。然后从总体SMUGF模型中得到可靠性约束载荷损失概率(LOLP)。建立了具有成本、单元数和可靠性约束的目标函数。使用花授粉算法(FPA)实现成本最小化和最优尺寸。以上分析均在MATLAB 2014b软件中进行。本文将介绍和分析两种算法的比较结果。
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Optimal sizing of Wind/Solar/Hydro in an isolated power system using SMUGF based FPA
Renewable Energy Resources like Wind, Solar, Biomass, Tidal, Hydropower and Geothermal constitute a type of power generation and received much attention as alternatives for conventional power generation. Renewable Energy Resources (RER) will help to mitigate the emission of green house gases. In this paper, a study on reliability constrained optimization of an isolated power system is carried out. It consists of 25-kW Wind unit, 10-kW solar unit and 10-kW Hydro unit. Hourly speed of wind, solar radiation and water discharge and load profile is obtained using data synthesizer. Firstly, combined Semi-Markov and Universal Generating Function (SMUGF) models for the wind speed, solar irradiation, water availability and load profile with transitions among all states are formulated. Then the reliability constraint Loss of Load Probability (LOLP) is obtained from Aggregate SMUGF model. The objective function with cost and number of units and reliability constraint is formulated. Cost minimization and optimal sizing is performed using Flower Pollination Algorithm (FPA). All the above analysis is carried out in MATLAB 2014b software. A comparison of results between the algorithms will be presented and analyzed.
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