Sundaravelpandian Singaravel

Deep-learning neural-network architectures and methods: Using component-based models in building-design energy prediction

Sundaravelpandian Singaravel, Johan A. K. Suykens, Philipp Geyer · Advanced Engineering Informatics · 2018 · 223 citations · Full text

Engineering, Machine Learning, Energy-efficient Design +21

Component-based machine learning for performance prediction in building design

Philipp Geyer, Sundaravelpandian Singaravel · Applied Energy · 2018 · 130 citations · Full text

Simulation-based support for product development of innovative building envelope components

Roel Loonen, Sundaravelpandian Singaravel, M Marija Trcka et al. · Automation in Construction · 2014 · 89 citations · Full text

Industrial Design, Engineering, Performance-based Building Design +10

Quick energy prediction and comparison of options at the early design stage

Manav Mahan Singh, Sundaravelpandian Singaravel, Ralf Klein et al. · Advanced Engineering Informatics · 2020 · 48 citations · Full text

Design Space Exploration, Engineering, Energy-efficient Design +10

Deep convolutional learning for general early design stage prediction models

Sundaravelpandian Singaravel, Johan A. K. Suykens, Philipp Geyer · Advanced Engineering Informatics · 2019 · 32 citations · Full text

Design Space Exploration, Convolutional Neural Network, Deep Convolutional Learning +8