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Bingqing Chen
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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
912019
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
202021
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
182021
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
172021
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
132020
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
112020
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
92020
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
82020
Safe autonomous racing via approximate reachability on ego-vision
B Chen, J Francis, J Oh, E Nyberg, SL Herbert
arXiv preprint arXiv:2110.07699 2 (3), 2021
72021
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
72020
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
62014
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
32020
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, S Genc, ...
arXiv preprint arXiv:2205.02953, 2022
22022
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
12020
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
2022
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
2022
Towards Safe and Sample-efficient Learning for Autonomous Energy Systems
B Chen
Carnegie Mellon University, 2022
2022
Safety-aware Policy Optimisation for Autonomous Racing
B Chen, J Francis, J Herman, J Oh, E Nyberg, SL Herbert
arXiv preprint arXiv:2110.07699, 2021
2021
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