Philipp Heer

1. Input Convex Neural Networks for Building MPC
   2020/11/26 by Felix Bünning, Adrian Schalbetter, Bünning, Felix +9 · 8 citations
   Engineering · Physics and Astronomy · #Advanced Control Systems Optimization #Building Energy and Comfort Optimization #FOS: Computer and information sciences #FOS: Electrical engineering #Machine Learning (cs.LG) #Model Reduction and Neural Networks #Systems and Control (eess.SY) #electronic engineering #information engineering
2. Physically Consistent Neural Networks for building thermal modeling: theory and analysis
   2021/12/06 by Loris Di Natale, Di Natale, Loris, Bratislav Svetozarevic +5 · 3 citations
   Computer Science · Engineering · Physics and Astronomy · #Artificial Intelligence (cs.AI) #Building Energy and Comfort Optimization #FOS: Computer and information sciences #FOS: Electrical engineering #Machine Learning (cs.LG) #Model Reduction and Neural Networks #Neural Networks and Applications #Systems and Control (eess.SY) #electronic engineering #information engineering
3. Physics-informed linear regression is competitive with two Machine Learning methods in residential building MPC
   2022/03/01 by Felix Bünning, Benjamin Huber, Adrian Schalbetter +5 · 3 citations
4. Predictive energy management of residential buildings while self-reporting flexibility envelope
   2021/04/01 by Jan Gasser, Hanmin Cai, Stavros Karagiannopoulos +2 · 2 citations
5. Data-driven adaptive building thermal controller tuning with constraints: A primal-dual contextual Bayesian optimization approach
   2023/10/01 by Wenjie Xu, Xu, Wenjie, Bratislav Svetozarevic +7 · 1 citation
   Computer Science · Engineering · #Advanced Multi-Objective Optimization Algorithms #Building Energy and Comfort Optimization #FOS: Computer and information sciences #FOS: Electrical engineering #Machine Learning (cs.LG) #Systems and Control (eess.SY) #electronic engineering #information engineering
6. SIMBa: System Identification Methods leveraging Backpropagation
   2023/11/23 by Loris Di Natale, Muhammad Zakwan, Di Natale, Loris +7 · 1 citation
   Computer Science · Engineering · #Blind Source Separation Techniques #Control Systems and Identification #FOS: Electrical engineering #Fault Detection and Control Systems #Systems and Control (eess.SY) #electronic engineering #information engineering