Pattern-free heliostat layout optimization using a modified Artificial Bee Colony Algorithms: Comparison between staggered and spiral layouts

IF 6 2区 工程技术 Q2 ENERGY & FUELS
Toufik Arrif, Mawloud Guermoui, Abdelfetah Belaid, Badraddine Bezza
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引用次数: 0

Abstract

This study develops and presents a novel pattern-free heliostat layout optimization technique based on a modified Artificial Bee Colony (ABC), a metaheuristic optimization method. In this respect, the PS10 solar power tower plant in Sanlúcar la Mayor, Spain, is used to compare the performances of two field layout, staggered and spiral. The annual insolation weighted heliostat field efficiency is considered as objective function for field layout optimization. The ABC algorithm is modified and adapted to achieve the highest annual optical efficiency of the heliostat field. The mathematical model of the optical efficiency, encompassing, cosine, shading blocking, attenuation and interception factors, is developed and validated against published data. The optimization is performed for a constrained case, where all heliostats must be kept inside the original PS10′s outer perimeter. Compared to the original PS10, the findings indicate that for both spiral and staggered layouts, the insolation weighted optical efficiency has increased by 1.46% and 1.05%, respectively, with 8.72% and 7.76% reduction in heliostat field area and consequently a reduction in LCOE by 3.89% and 4.14%.
利用改进的人工蜂群算法优化无图案定日镜布局:交错布局与螺旋布局的比较
提出了一种基于改进人工蜂群(ABC)的无图案定日镜布局优化方法。在这方面,以西班牙Sanlúcar la Mayor的PS10太阳能塔式电站为例,对比了交错和螺旋两种场地布局的性能。以年日照加权定日镜场效率为目标函数,对定日镜场布置进行优化。对ABC算法进行了改进和调整,以实现定日镜场的最高年光学效率。建立了光学效率的数学模型,包括余弦、遮光阻挡、衰减和拦截因素,并根据已发表的数据进行了验证。优化是在受限的情况下进行的,所有定日镜必须保持在原始PS10的外围。结果表明,与原设计的PS10相比,螺旋形和交错形两种布局下,定日镜的光效分别提高了1.46%和1.05%,定日镜面积分别减小了8.72%和7.76%,LCOE分别降低了3.89%和4.14%。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
Solar Energy
Solar Energy 工程技术-能源与燃料
CiteScore
13.90
自引率
9.00%
发文量
0
审稿时长
47 days
期刊介绍: Solar Energy welcomes manuscripts presenting information not previously published in journals on any aspect of solar energy research, development, application, measurement or policy. The term "solar energy" in this context includes the indirect uses such as wind energy and biomass
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