Exploring the Relationship Between Technical and Comfort Factors in Designing Efficient Buildings: A Statistical Analysis of a Real-World Dataset

Nastaran Deljavan, Hajar Franoudkia
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Abstract

This study investigates the three factors that contribute to designing efficient buildings, namely technical solutions, facade systems, and occupant requirements, through the use of a real-world dataset consisting of 49 efficient buildings from various locations across the globe. Each factor comprises distinct elements that are essential in achieving building efficiency. Statistical methods, including correlation and Kruskal-Wallis methods, as well as advanced statistical methods such as the reversible jump Markov chain Monte Carlo method, were employed to estimate parameters that represent the conditional dependence between the elements of each factor. The undirected graphs were generated for each factor based on the conditional depence between the elements of the factor which is shown by a link. Through the analysis of these graphs, designers can enhance their comprehension of the correlation between the various elements of each factor, which can ultimately result in improved building efficiency. This, in turn, may lead to a decrease in air pollution and energy consumption while enhancing human comfort.
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探索高效建筑设计中技术因素与舒适度因素之间的关系:对现实世界数据集的统计分析
本研究通过使用由全球各地 49 座高效建筑组成的真实世界数据集,调查了有助于设计高效建筑的三个因素,即技术解决方案、外墙系统和居住者要求。每个因素都包含对实现建筑节能至关重要的不同要素。我们采用了包括相关法和 Kruskal-Wallis 法在内的统计方法,以及可逆跃迁马尔科夫链蒙特卡罗法等高级统计方法,来估算代表各要素之间条件依赖关系的参数。根据各要素之间的条件依存关系,为每个要素生成无向图,无向图以链接表示。通过对这些图的分析,设计人员可以加深对各要素之间相关性的理解,从而最终提高建筑效率。这反过来又可以减少空气污染和能源消耗,同时提高人类的舒适度。
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