Multi-objective optimization of urban block morphology for thermal comfort and air quality: An integrated CFD-machine learning framework
Meilin Wang, Hang Ma, Xing Zheng, Yi Zhang, Chunze Li, Pengyuan Shen
Topics & Concepts
Block (permutation group theory)Latin hypercube samplingThermal comfortComputational fluid dynamicsParametric statisticsThermalComputer scienceCity blockRange (aeronautics)Environmental scienceSimulationReduction (mathematics)Mathematical optimizationUrban morphologyBuilt environmentOrientation (vector space)Parametric modelShape optimizationOptimization problemEngineeringGenetic algorithmAspect ratio (aeronautics)Surrogate modelSurface (topology)RangingBlock sizeMulti-objective optimizationAtmospheric modelUrban Heat Island MitigationBuilding Energy and Comfort OptimizationWind and Air Flow Studies