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BP神经网络技术在城市建筑热环境研究中的应用
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作者 李宁 刘金祥 +2 位作者 陈晓春 李雅昕 丁高 《建筑科学》 北大核心 2010年第2期103-107,共5页
本文针对现代城市中越来越严重的热岛现象与能源问题,首先分析了北京市近60年的温度资料,可知60年来城区内的年平均温度升高了2.28℃,温度增幅为0.38℃/10 a。而后综合考虑城市建筑热环境的各种影响因素,利用BP神经网络技术建立了城市... 本文针对现代城市中越来越严重的热岛现象与能源问题,首先分析了北京市近60年的温度资料,可知60年来城区内的年平均温度升高了2.28℃,温度增幅为0.38℃/10 a。而后综合考虑城市建筑热环境的各种影响因素,利用BP神经网络技术建立了城市尺度下针对建筑热环境(温度)的预测模型,并对以往的数学模型和计算方法进行了改进。在改进后的预测模型中,通过枚举法选择隐含层最佳神经元个数,用贝叶斯正规化算法进行了网络训练,结果表明:与BP神经网络基本的L-M优化算法相比,该算法有较高的泛化能力和准确性,更适合于这一问题的研究。 展开更多
关键词 城市建筑热环境 温度增幅 BP神经网络 隐含层最佳神经元个数 贝叶斯正规化算法
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Role of outdoor trees on pedestrian wind and thermal conditions around a pre-education building for sustainable energy management
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作者 LI Xiao-jie TANG Hui-li 《Journal of Central South University》 SCIE EI CAS CSCD 2024年第6期2039-2053,共15页
Finding sustainable energy resources is essential to face the increasing energy demand.Trees are an important part of ancient architecture but are becoming rare in urban areas.Trees can control and tune the pedestrian... Finding sustainable energy resources is essential to face the increasing energy demand.Trees are an important part of ancient architecture but are becoming rare in urban areas.Trees can control and tune the pedestrian-level wind velocity and thermal condition.In this study,a numerical investigation is employed to assess the role of trees planted in the windward direction of the building complex on the thermal and pedestrian wind velocity conditions around/inside a pre-education building located in the center of the complex.Compared to the previous studies(which considered only outside buildings),this work considers the effects of trees on microclimate change both inside/outside buildings.Effects of different parameters including the leaf area density and number of trees,number of rows,far-field velocity magnitude,and thermal condition around the main building are assessed.The results show that the flow velocity in the spacing between the first-row buildings is reduced by 30%-40% when the one-row trees with 2 m height are planted 15 m farther than the buildings.Furthermore,two rows of trees are more effective in higher velocities and reduce the maximum velocity by about 50%.The investigation shows that trees also could reduce the temperature by about 1℃around the building. 展开更多
关键词 sustainable management energy trees urban area thermal condition building
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