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改进粒子群优化算法在建筑能耗优化中的参数设置 被引量:8
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作者 刘刚 孙佳琦 董伟星 《天津大学学报(自然科学与工程技术版)》 EI CSCD 北大核心 2021年第1期82-90,共9页
粒子群及其改进算法是进行建筑能耗优化的重要方法,但是算法性能很大程度上取决于其参数设置.目前针对改进粒子群算法在建筑性能优化领域的最优参数设置的研究较少.本文旨在探讨两种常见的改进粒子群算法:差分粒子群(dPSO)算法和遗传粒... 粒子群及其改进算法是进行建筑能耗优化的重要方法,但是算法性能很大程度上取决于其参数设置.目前针对改进粒子群算法在建筑性能优化领域的最优参数设置的研究较少.本文旨在探讨两种常见的改进粒子群算法:差分粒子群(dPSO)算法和遗传粒子群(gPSO)算法在建筑能耗优化中的最优参数设置问题.在使用测试函数验证改进算法的有效性后,针对以能耗为目标的办公建筑形体优化问题,使用15组常见的参数组合进行重复实验.建立以稳定性、准确性和收敛时间3个指标为目标的算法性能多目标评价模型,计算pareto解集,得到性能表现优异的算法参数组合,即进行建筑能耗优化时,当对计算速度或计算准确度有较高要求时,建议采用参数设置为c_1=c_2=1.5,p_m=0.5,p_c=0.9或c_1=c_2=2.0,p_m=0.1,p_c=0.9的gPSO算法;当对优化过程没有偏好时,可采用参数设置为c_1=c_2=2.0,C_R=0.5,F=0.4的dPSO算法.最后使用不同气候区的同类型建筑优化问题,对得到的高效参数组合进行了验证. 展开更多
关键词 建筑能耗优化 粒子群优化 差分算子 遗传算子 参数设置
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Modeling and optimization of a multi-carrier renewable energy system for zero-energy consumption buildings 被引量:7
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作者 SOULEY AGBODJAN Yawovi LIU Zhi-qiang +2 位作者 WANG Jia-qiang YUE Chang LUO Zheng-yi 《Journal of Central South University》 SCIE EI CAS CSCD 2022年第7期2330-2345,共16页
For the carbon-neutral,a multi-carrier renewable energy system(MRES),driven by the wind,solar and geothermal,was considered as an effective solution to mitigate CO2emissions and reduce energy usage in the building sec... For the carbon-neutral,a multi-carrier renewable energy system(MRES),driven by the wind,solar and geothermal,was considered as an effective solution to mitigate CO2emissions and reduce energy usage in the building sector.A proper sizing method was essential for achieving the desired 100%renewable energy system of resources.This paper presented a bi-objective optimization formulation for sizing the MRES using a constrained genetic algorithm(GA)coupled with the loss of power supply probability(LPSP)method to achieve the minimal cost of the system and the reliability of the system to the load real time requirement.An optimization App has been developed in MATLAB environment to offer a user-friendly interface and output the optimized design parameters when given the load demand.A case study of a swimming pool building was used to demonstrate the process of the proposed design method.Compared to the conventional distributed energy system,the MRES is feasible with a lower annual total cost(ATC).Additionally,the ATC decreases as the power supply reliability of the renewable system decreases.There is a decrease of 24%of the annual total cost when the power supply probability is equal to 8%compared to the baseline case with 0%power supply probability. 展开更多
关键词 multi-carrier renewable energy system constrained genetic algorithm loss of power supply probability(LPSP)method zero-energy consumption building optimal device capacity
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