Publications

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Preprints / Working Papers

• Estimating Heterogeneous Treatment Effects in Residential Demand Response
  D.P. Zhou, M. Balandat, and C.J. Tomlin
  [arXiv: 1710:03190]

• Experimental Demonstration of Frequency Regulation from HVAC Systems of Commercial Buildings
  Q. Hu, M. Balandat, E. Vrettos, D.P. Zhou, S. Bhattacharya, and C.J. Tomlin
  In preparation

Peer-Reviewed / Refereed Articles

• Budget-Constrained Multi-Armed Bandits with Multiple Plays
  D.P. Zhou and C.J. Tomlin
  32nd AAAI Conference on Artificial Intelligence (AAAI), 2018
  [arXiv:1711.05928] [Talk Slides]

• Eliciting Private User Information for Demand Response
  D.P. Zhou, M. Balandat, M.A. Dahleh, and C.J. Tomlin
  56th IEEE Conference on Decision and Control (CDC), 2017
  [arXiv:1703.00972] [Talk Slides] [DOI]

• How Peer Effects Influence Energy Consumption
  D.P. Zhou, M. Roozbehani, M.A. Dahleh, and C.J. Tomlin
  56th IEEE Conference on Decision and Control (CDC), 2017
  [arXiv:1703.00980] [Talk Slides] [DOI]

• Hedging Strategies in Wholesale Electricity Markets
  D.P. Zhou, M.A. Dahleh, and C.J. Tomlin
  56th IEEE Conference on Decision and Control (CDC), 2017
  [arXiv:1703.00976] [Talk Slides] [DOI]

• Estimating Treatment Effects of a Residential Demand Response Program Using Non-Experimental Data
  D.P. Zhou, M. Balandat, and C.J. Tomlin
  2017 International Conference on Data Mining Workshops (ICDM)
  [PDF] [DOI]

• Stability Analysis of Wholesale Electricity Markets under Dynamic Consumption Models and Real-Time Pricing
  D.P. Zhou, M. Roozbehani, M.A. Dahleh, and C.J. Tomlin
  2017 American Control Conference (ACC)
  [arxiv:1609.06193] [PDF] [Talk Slides] [DOI]

• Quantitative Comparison of Data-Driven and Physics-Based Models for Commercial Building HVAC Systems
  D.P. Zhou, Q. Hu, and C.J. Tomlin
  2017 American Control Conference (ACC)
  [PDF] [Talk Slides] [DOI]

• Residential Demand Response Targeting Using Observational Data
  D.P. Zhou, M. Balandat, and C.J. Tomlin
  55th IEEE Conference on Decision and Control (CDC), 2016
  [arXiv:1607.00595] [PDF] [DOI] [Talk Slides]

• A Bayesian Perspective on Residential Demand Response Using Smart Meter Data
  D.P. Zhou, M. Balandat, and C.J. Tomlin
  54th Annual Allerton Conference on Communication, Control, and Computing, 2016
  [arXiv:1608.03862] [PDF] [DOI] [Talk Slides]

• Building Model Identification during Regular Operation - Empirical Results and Challenges
  Q. Hu, F. Oldewurtel, M. Balandat, E. Vrettos, D.P. Zhou, and C.J. Tomlin.
  2016 American Control Conference (ACC)
  [arXiv:1603.06872] [PDF] [DOI]