Bingqing Chen
Bingqing Chen
Bosch Center for Artificial Intelligence
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Gnu-RL: A precocial reinforcement learning solution for building HVAC control using a Differentiable MPC policy
B Chen, Z Cai, M Bergés
Proceedings of the 6th ACM International Conference on Systems for Energy …, 2019
Enforcing policy feasibility constraints through differentiable projection for energy optimization
B Chen, PL Donti, K Baker, JZ Kolter, M Bergés
Proceedings of the Twelfth ACM International Conference on Future Energy …, 2021
Learn-to-race: A multimodal control environment for autonomous racing
J Herman, J Francis, S Ganju, B Chen, A Koul, A Gupta, A Skabelkin, ...
proceedings of the IEEE/CVF International Conference on Computer Vision …, 2021
Ten questions concerning reinforcement learning for building energy management
Z Nagy, G Henze, S Dey, J Arroyo, L Helsen, X Zhang, B Chen, ...
Building and Environment 241, 110435, 2023
AlphaBuilding ResCommunity: A multi-agent virtual testbed for community-level load coordination
Z Wang, B Chen, H Li, T Hong
Advances in Applied Energy 4, 100061, 2021
Gnu-rl: A practical and scalable reinforcement learning solution for building hvac control using a differentiable mpc policy
B Chen, Z Cai, M Bergés
Frontiers in Built Environment 6, 562239, 2020
Learning a distributed control scheme for demand flexibility in thermostatically controlled loads
B Chen, W Yao, J Francis, M Bergés
2020 IEEE International Conference on Communications, Control, and Computing …, 2020
Damage-sensitive and domain-invariant feature extraction for vehicle-vibration-based bridge health monitoring
J Liu, B Chen, S Chen, M Bergés, J Bielak, HY Noh
ICASSP 2020-2020 IEEE International Conference on Acoustics, Speech and …, 2020
COHORT: Coordination of heterogeneous thermostatically controlled loads for demand flexibility
B Chen, J Francis, M Pritoni, S Kar, M Bergés
Proceedings of the 7th ACM International Conference on Systems for Energy …, 2020
Safe autonomous racing via approximate reachability on ego-vision
B Chen, J Francis, J Oh, E Nyberg, SL Herbert
arXiv preprint arXiv:2110.07699, 2021
Learn-to-race challenge 2022: Benchmarking safe learning and cross-domain generalisation in autonomous racing
J Francis, B Chen, S Ganju, S Kathpal, J Poonganam, A Shivani, V Vyas, ...
arXiv preprint arXiv:2205.02953, 2022
Learning to solve ac optimal power flow by differentiating through holomorphic embeddings
H Lange, B Chen, M Berges, S Kar
arXiv preprint arXiv:2012.09622, 2020
What went wrong? closing the sim-to-real gap via differentiable causal discovery
P Huang, X Zhang, Z Cao, S Liu, M Xu, W Ding, J Francis, B Chen, ...
Conference on Robot Learning, 734-760, 2023
Does the income elasticity of road traffic depend on the source of income?
S Le Vine, BE Chen, J Polak
Transportation Research Part A: Policy and Practice 67, 15-29, 2014
Towards off-policy evaluation as a prerequisite for real-world reinforcement learning in building control
B Chen, M Jin, Z Wang, T Hong, M Bergés
Proceedings of the 1st International Workshop on Reinforcement Learning for …, 2020
Learning to adapt to domain shifts with few-shot samples in anomalous sound detection
B Chen, L Bondi, S Das
2022 26th International Conference on Pattern Recognition (ICPR), 133-139, 2022
Safety-aware Policy Optimisation for Autonomous Racing
B Chen, J Francis, J Herman, J Oh, E Nyberg, SL Herbert
Dyna-Bolt: Domain Adaptive Binary Factorization Of Current Waveforms For Energy Disaggregation
B Chen, J Liu, H Lange, M Bergés
ICASSP 2020-2020 IEEE International Conference on Acoustics, Speech and …, 2020
Distribution-aware goal prediction and conformant model-based planning for safe autonomous driving
J Francis, B Chen, W Yao, E Nyberg, J Oh
arXiv preprint arXiv:2212.08729, 2022
Towards Safe and Sample-efficient Learning for Autonomous Energy Systems
B Chen
Carnegie Mellon University, 2022
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