基于响应面的全民健身中心自然通风性能优化研究

白晓伟; 刘德明; 张伶伶; 夏柏树

doi:10.13204/j.gyjz202003009

基于响应面的全民健身中心自然通风性能优化研究

doi: 10.13204/j.gyjz202003009

1. 哈尔滨工业大学建筑学院, 哈尔滨 150006;
2. 沈阳建筑大学建筑与规划学院, 沈阳 110168;
3. 寒地城乡人居环境科学与技术工业和信息化部重点实验室, 哈尔滨 150090

基金项目:

“十三五”国家重点研发计划（2016YFC0700200）；国家自然科学基金重点项目（51738006）；辽宁省自然科学基金指导计划（2019-ZD-0657）；国家自然科学基金项目（51978418）。

详细信息

作者简介:
白晓伟,男,1985年出生,博士研究生,讲师。电子信箱:394345275@qq.com

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出版历程
- 收稿日期: 2019-10-10

RESEARCH ON OPTIMIZATION OF NATURAL VENTILATION PERFORMANCE OF NATIONAL FITNESS CENTER BUILDINGS BASED ON RESPONSE SURFACE

1. School of Architecture, Harbin Institute of Technology, Harbin 150006, China;
2. School of Architecture and Urban Planning, Shenyang Jianzhu University, Shenyang 110168, China;
3. Key Laboratory of Cold Region Urban and Rural Human Settlement Environment Science and Technology, Ministry of Industry and Information Technology, Harbin 150090, China

摘要

摘要: 在解析现有自然通风性能优化方法特征的基础上，提出适用于方案阶段基于响应面的自然通风优化流程，核心环节依次为：参数敏感性分析、试验设计、响应面模型建构、多目标优化，并采用ANSYS Workbench搭建协同优化平台。以全民健身中心典型空间模型为例展开实践探讨，提取11个几何形态参数作为输入变量，选取空气龄、温度和风速作为优化目标。应用参数化建模技术、流体动力学计算数值模拟技术获得200组数据，采用Kriging算法构建响应面模型；利用遗传算法调用响应面模型数据进行快速寻优，最终获得优化候选方案，以及各几何参数的优化区间。
- 响应面 /
- 自然通风性能优化 /
- 流体动力学计算数值模拟 /
- 多目标遗传算法 /
- 全民健身中心
Abstract: Based on the analysis of the characteristics of existing natural ventilation performance optimization methods, the optimization process based on response surface suitable for design stage was proposed. The core steps were: parameter sensitivity analysis, experimental design, response surface model construction, multi-objective optimization, and collaborative optimization platform was established by using ANSYS Workbench. Taking the typical space model of the National Fitness Center as an example, 11 geometric parameters were explored as input variables, and the air age, temperature and wind speed were selected as the optimization targets. By using the parametric modeling technology and CFD numerical simulation technology, 200 sets of data were obtained, and the response surface model was constructed by Kriging algorithm. The genetic algorithm was used to call the response surface model data for fast optimization, and finally the optimization candidates and the optimization interval of each geometric parameter were obtained.
- response surface /
- natural ventilation performance optimization /
- CFD numerical simulation /
- multi-objective genetic algorithm /
- the National Fitness Center

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参考文献(12)

谭子龙.基于建筑风环境分析的Grasshopper与Fluent接口技术研究[D].南京:南京大学,2016.

KARAGKOUNI C, SCHIECK A F, TSIGKARI M,et al.Facade Apertures Optimization:Integrating Cross-Ventilation Performance Analysis in Fluid Dynamics Simulation[C]//Orlando:Symposium on Simulation for Architecture and Urban Sign,2013.

KYLE K,ALEJANNDRO G,KAREN K.Passive Performance and Building Form-An Optimization Framework for Early-Stage Design Support[J].Solar Energy,2016,125(2):161-179.

WANG B, MALKAWI A.Genetic Algorithm based Building Form Optimization Study for Natural Ventilation Potential[C].Proceedings of BS,2015:640-647.

吉国华.参数化图解与性能化设计[J].时代建筑,2016(5):44-47.

MENICOVICH D,GALLARDO D, BEVILAQUA R,et al.Generation and Integration of an Aerodynamic Performance Database within the Concept Design Phase of Tall Buildings[C]//San Francisco:ACADIA 2012. 2012.

袁烽.从图解思维到数字建造[M].上海:同济大学出版社,2016.

BOX G E P,WILSON K B.On the Experiment Attainment of Optimum Conditions[J].Journal of the Royal Statistical Society Series B,1951,13(3):1-45.

刘文卿.试验设计[M].北京:清华大学出版社,2005.

LOEPPKY J L, SACKS J, WELCH W J.Choosing the Sample Size of a Computer Experiment:A Practical Guide[J].Technometrics,2009(51):366-376.

CAVAZZUTI M. Optimization Methods:from Theory to Design[M]. Berlin:Spring-Verlag,2013.

李坚. 代理模型近似技术研究及其在结构可靠度分析中的作用[D]. 上海:上海交通大学,2013.

施引文献

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3.	白晓伟，黄勇，张民意，夏柏树. 界面开口几何参数对寒地大空间建筑自然通风的影响研究——以全民健身中心为例. 西部人居环境学刊. 2020(02): 15-23 . 百度学术
4.	白晓伟，刘德明，张伶伶，张龙巍. 全民健身中心通风腔体几何参数对自然通风性能的敏感性分析. 建筑科学. 2020(08): 114-122+159 . 百度学术
5.	白晓伟，王超，夏柏树. 方案设计阶段建筑自然通风性能优化方法研究. 建筑学报. 2020(S2): 100-104 . 百度学术