Machine learning as CFD surrogate models for rapid prediction of building-related physical fields: A review of methods and state-of-the-art
Tianle Chen, Ruibin Li, Xuesong Hu, Bingyang Zhang, Yuanyuan Liu, Liangzhu Wang, Naiping Gao
Topics & Concepts
Machine learningComputer sciencePreprocessorField (mathematics)Artificial intelligenceData pre-processingLimitingComputational fluid dynamicsSelection (genetic algorithm)Surrogate modelPredictive modellingData collectionModel selectionData miningComputational modelFeature selectionModel buildingData modelingExperimental dataPhysical systemStatistical modelData typeSupport vector machineWind and Air Flow StudiesBuilding Energy and Comfort OptimizationAir Quality Monitoring and Forecasting