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A multi-objective optimization framework for designing urban block forms considering daylight, energy consumption, and photovoltaic energy potential

能源消耗 光伏系统 多目标优化 块(置换群论) 日光 帕累托原理 计算机科学 环境经济学 数学优化 工程类 数学 物理 光学 机器学习 经济 电气工程 几何学
作者
Ke Liu,Xiaodong Xu,W. Huang,Ran Zhang,Lingyu Kong,Xi Wang
出处
期刊:Building and Environment [Elsevier BV]
卷期号:242: 110585-110585 被引量:137
标识
DOI:10.1016/j.buildenv.2023.110585
摘要

Urban form significantly influences building energy consumption. However, most research has primarily focused on quantifying the relationship between the two factors, with limited exploration of optimizing urban form to enhance building energy performance. Moreover, studies often fail to consider multiple performance objectives simultaneously. This study proposes a multi-objective optimization framework for early urban design stage to improve energy and environmental performance in residential block layouts. The performance objectives include energy consumption, photovoltaic energy potential, and sunlight hours. The framework is implemented using the parametric platform Rhino & Grasshopper, where a parametric model controls the layout of blocks. Ladybug Tools plugin is employed for performance simulation, and Wallacei is used for optimization. An ideal residential block in Jianhu City, China, is taken as a case study. The study generates a total of 1896 valid solutions, including 58 Pareto solutions. The performance of the Pareto solutions demonstrates considerable improvements, indicating the effectiveness of optimizing urban form for enhancing energy and environmental performance. Compared to the initial solution, a typical Pareto solution showcases a 1.5% reduction in energy consumption, a 52.7% increase in photovoltaic energy potential, and a 50% increase in sunlight hours. These findings underscore the pivotal role of urban block morphology in influencing energy consumption, photovoltaic potential, and daylighting. The proposed multi-objective framework in this study enhances and facilitates sustainable block form design, which is expected to provide technical support for energy-efficient or low-carbon urban design.
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