The building plan automatic design optimization based on CFD numerical intelligent simulation

被引:2
|
作者
Li, Yangluxi [1 ]
Chen, Lei [1 ]
Li, Guangyao [2 ]
机构
[1] Cardiff Univ, Welsh Sch Architecture, Cardiff, Wales
[2] Tongji Univ, Coll Elect & Informat Engn, Shanghai, Peoples R China
关键词
Layout optimization; numerical simulation; K-means clustering; GA;
D O I
10.1177/1420326X221134981
中图分类号
TU [建筑科学];
学科分类号
0813 ;
摘要
To apply the thermal comfort to the optimization of building layout, a variable design method based on K-means clustering is proposed. The evaluation was based on numerical simulation, genetic algorithm and universal thermal climate index (UTCI) to implement the building layout optimization on Matlab. Finally, the building layouts with centralized type, decentralized type and edge flow type water configuration were optimized, respectively. The results show that after the optimization, a reduction of 0.1 similar to 0.6 degrees C of UTCI was observed. We concluded that under moderate heat stress, the increase in wind velocity is the key to thermal comfort improvement.
引用
收藏
页码:734 / 749
页数:16
相关论文
共 50 条
  • [41] Optimized structural design of concentrated wind energy device based on CFD numerical simulation
    Ji Z.
    Tian D.
    Nongye Gongcheng Xuebao/Transactions of the Chinese Society of Agricultural Engineering, 2019, 35 (24): : 66 - 73
  • [42] The Optimization Space Design on Natural Ventilation in Hunan Rural Houses Based on CFD Simulation
    Xie, Mingjing
    Shi, Lei
    Liu, Runjiao
    Zhang, Ying
    ADVANCED INFORMATION TECHNOLOGY IN EDUCATION, 2012, 126 : 189 - 195
  • [43] NUMERICAL SIMULATION ALGORITHM FOR RELIABILITY ANALYSIS OF COMPLEX STRUCTURAL SYSTEM BASED ON INTELLIGENT OPTIMIZATION
    LU Zhenzhou LIU Chengli FU Lin School of Aeronautics
    Chinese Journal of Mechanical Engineering, 2006, (01) : 67 - 71
  • [44] Design and optimization of molten polymer flow pipelines based on CFD simulation and mathematical programming
    Tang, Jie
    Dong, Yachao
    Zhang, Lei
    Meng, Qingwei
    Du, Jian
    Zeng, Shijun
    Ni, Yan
    Shi, Hao
    Gao Xiao Hua Xue Gong Cheng Xue Bao/Journal of Chemical Engineering of Chinese Universities, 2024, 38 (04): : 652 - 662
  • [45] Design and Simulation-Based Optimization of an Intelligent Autonomous Cruise Control System
    Andalibi, Milad
    Shourangizhaghighi, Alireza
    Hajihosseini, Mojtaba
    Madani, Seyed Saeed
    Ziebert, Carlos
    Boudjadar, Jalil
    COMPUTERS, 2023, 12 (04)
  • [46] Optimization of Induction Hardening for Sprocket Based on Numerical Simulation and Experiment Design
    Ying Sun
    Lianfang He
    Zhichao Li
    Huiping Li
    Journal of Materials Engineering and Performance, 2023, 32 : 4338 - 4351
  • [47] Optimization of Induction Hardening for Sprocket Based on Numerical Simulation and Experiment Design
    Sun, Ying
    He, Lianfang
    Li, Zhichao
    Li, Huiping
    JOURNAL OF MATERIALS ENGINEERING AND PERFORMANCE, 2023, 32 (10) : 4338 - 4351
  • [48] Intelligent mesh refinement based on U-NET for high-fidelity CFD simulation in numerical reactor
    Miao, Xue
    Wang, Zhaoshun
    Ren, Shuai
    Zhang, Lei
    Li, Huizhao
    Dong, Lingyu
    Chen, Dandan
    Hu, Changjun
    NUCLEAR ENGINEERING AND DESIGN, 2023, 411
  • [49] The numerical simulation based on CFD of hydraulic turbine pump
    Duan, X. H.
    Kong, F. Y.
    Liu, Y. Y.
    Zhao, R. J.
    Hu, Q. L.
    7TH INTERNATIONAL CONFERENCE ON PUMPS AND FANS (ICPF2015), 2016, 129
  • [50] THE NUMERICAL SIMULATION OF HEADBOX JET ANGLE BASED CFD
    Kang Guobing
    Chen Kefu
    Li Jun
    RESEARCH PROGRESS IN PAPER INDUSTRY AND BIOREFINERY (4TH ISETPP), VOLS 1-3, 2010, : 1228 - 1231