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Optimal sizing of wind/ concentrated solar plant/ electric heater hybrid renewable energy system based on two-stage stochastic programming

机译:基于两阶段随机编程的风/集中太阳能厂/电热加热器混合能源系统的最佳施胶

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摘要

Component capacity and energy management strategy are two key issues for the optimal sizing of a hybrid renewable energy system. In this study, a two-stage stochastic programming problem is proposed for the optimal sizing of a hybrid renewable energy system consisted of wind turbine, concentrated solar plant, and electric heater. In the problem, component capacity optimization is the first-stage problem to minimize the levelized cost of energy while satisfying the reliability constraint, and energy management strategy optimization is the second-stage problem to minimize the loss of power supply probability while satisfying the operation constraints. The problem is solved by combining of an improved differential evolution algorithm, namely JADE, and Cplex, and the superiority of JADE is validated by algorithm comparisons with several popular intelligent optimization algorithms. Furthermore, economic benefits of the electric heater in the hybrid system are investigated by techno-economic comparisons with a reference wind turbine/concentrated solar plant hybrid energy system without electric heater under their optimal capacity. The results show the electric heater is beneficial for a lower levelized cost of energy, reducing by 0.004 ($/kWh) and 0.009 ($/kWh) respectively when the loss of power supply probability is 2% and 5%.
机译:组件容量和能源管理策略是混合可再生能源系统最佳尺寸的两个关键问题。在该研究中,提出了一种两级随机编程问题,用于最佳尺寸的混合可再生能源系统组成,包括风力涡轮机,集中的太阳能厂和电加热器。在问题中,组件容量优化是第一阶段问题,以最小化能量的级别成本,同时满足可靠性约束,而能量管理策略优化是第二阶段问题,以最小化电源概率的损失,同时满足操作约束。通过组合改进的差分演进算法,即玉器和CPLEX来解决问题,并且通过算法比较验证了玉器的优越性,具有几个流行的智能优化算法。此外,通过技术经济比较,通过技术经济比较来研究混合动力系统中的电加热器的经济效益,并在其最佳容量下没有电加热器的参考风力涡轮机/集中的太阳能厂混合能量系统。结果表明,电加热器有利于较低的能量成本,在电源概率损耗为2%和5%时,分别减少0.004($ / kWh)和0.009($ / kWh)。

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