I am actively looking for self-motivated and talented students to join my research group. Please email me with your CV or drop by my office.

Selected Research Publications: Google Scholar

  1. sat2pc: Generating Building Roof's Point Cloud from a Single 2D Satellite Images Yoones Rezaei, Stephen Lee.
    Proceedings of the ACM/IEEE 14th International Conference on Cyber-Physical Systems (with CPS-IoT Week 2023)
    Best Paper Award Runner-up
    [PDF] Code
  2. REACT: Streaming Video Analytics On The Edge With Asynchronous Cloud Support
    Anurag Ghosh, Srinivasan Iyengar, Stephen Lee, Anuj Rathore, and Venkata N. Padmanabhan.
    In Proceedings of the 8th ACM/IEEE Conference on Internet of Things Design and Implementation, 2023.
    [PDF]
  3. Solar-powered Parking Analytics System Using Deep Reinforcement Learning
    Yoones Rezaei, Talha Khan, Stephen Lee, Daniel Mossé
    ACM Transactions on Sensor Networks, 2023.
    [PDF] Code
  4. IoT-enabled User Agency for Building Sustainability
    Stephen Lee, Ousmane DIENG, Longfei Shangguan, Jacob Biehl, Adam Lee, Daniel Mossé, Panos Chrysanthis
    Frontiers in the Internet of Things, 2023.
    [PDF]
  5. Distributed Rate Control of Smart Solar Arrays with Batteries
    Phuthipong Bovornkeeratiroj, Stephen Lee, Srinivasan Iyengar, David Irwin, Prashant Shenoy
    Frontiers in the Internet of Things, 2023.
    [PDF]
  6. Differentially Private Federated Continual Learning with Heterogeneous Cohort Privacy
    Ajesh Koyatan Chathoth, Clark P Necciai, Abhyuday Jagannatha, Stephen Lee
    IEEE International Conference on Big Data (Big Data), 2022.
    [PDF]
  7. Bringing Energy into Utility-Privacy Tradeoff in IoT
    Henrique Pötter, Daniel Mossé, Stephen Lee
    IEEE International Conference on Smart Computing (SMARTCOMP), 2022
    [PDF]
  8. AutoShare: Virtual community solar and storage for energy sharing
    Stephen Lee, Prashant Shenoy, Krithi Ramamritham, David Irwin
    Energy Informatics, 2021
    [PDF]
  9. Energy-efficient parking analytics system using deep reinforcement learning
    Yoones Rezaei, Stephen Lee, Daniel Mosse
    Proceedings of the 8th ACM International Conference on Systems for Energy-Efficient Buildings, Cities, and Transportation, 2021
    Best Paper Award Runner-up
    [PDF]
  10. Towards privacy-preserving framework for non-intrusive load monitoring
    Henrique Pötter, Stephen Lee, Daniel Mossé
    Proceedings of the Twelfth ACM international conference on future energy systems, 2021
    [PDF] Code
  11. Ride substitution using electric bike sharing: feasibility, cost, and carbon analysis
    John Wamburu, Stephen Lee, Mohammad H Hajiesmaili, David Irwin, Prashant Shenoy
    Proceedings of the ACM on Interactive, Mobile, Wearable and Ubiquitous Technologies (IMWUT), 2021
    [PDF]
  12. WattScale: A Data-driven Approach for Energy Efficiency Analytics of Buildings at Scale
    Srinivasan Iyengar, Stephen Lee, David Irwin, Prashant Shenoy, Benjamin Weil
    ACM Transactions on Data Science, 2021
    [PDF]
  13. Maintaining privacy and utility in IoT system analytics
    Daniel Mossé, Henrique Pötter, Stephen Lee
    Second IEEE international conference on trust, privacy and security in intelligent systems and applications (TPS-ISA), 2020
    [PDF]
  14. FastFabric: Scaling hyperledger fabric to 20 000 transactions per second
    Christian Gorenflo, Stephen Lee, Lukasz Golab, Srinivasan Keshav
    International Journal of Network Management, 2020
    [PDF]
  15. Emission-aware Energy Storage Scheduling for a Greener Grid
    Rishikesh Jha, Stephen Lee, Srinivasan Iyengar, Mohammad Hajiesmaili, David Irwin and Prashant Shenoy
    Proceedings of ACM Intl. Conference on Future Energy Systems (e-Energy), Melbourne, Australia, June 2020.
    Best Paper Award Runner-up [PDF]
  16. RepEL: A Utility-preserving Privacy System for IoT-based Energy Meters
    Phuthipong Bovornkeeratiroj, Srinivasan Iyengar, Stephen Lee, David Irwin and Prashant Shenoy
    Proceedings of ACM/IEEE Conference on Internet of Things Design and Implementation (IoTDI), Sydney, April 2020.
    [PDF]
  17. DeepRoof: A Data-driven Approach For Solar Potential Estimation for Rooftop Imagery.
    Stephen Lee, Srinivasan Iyengar, Menghong Feng, Prashant Shenoy, Subhransu Maji
    Proceedings of 25th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining (KDD 2019), Anchorage, Alaska, August 2019 (oral presentation paper).
    [PDF]
  18. FastFabric: Scaling Hyperledger Fabric to 20,000 Transactions per Second.
    Christian Gorenflo, Stephen Lee, Lukasz Golab, Srinivasan Keshav
    IEEE International Conference on Blockchain and Cryptocurrency (ICBC 2019), Seoul, South Korea, May 2019.
    [PDF]
  19. Managing Risk in a Derivative IaaS Cloud.
    Prateek Sharma, Stephen Lee, Tian Guo, David Irwin, and Prashant Shenoy.
    Proceedings of IEEE Transactions on Parallel and Distributed Systems, (TPDS '18).
    [PDF]
  20. WattHome: A Data-driven Approach for Energy Efficiency Analytics at City-scale.
    Srinivasan Iyengar, Stephen Lee, David Irwin, Prashant Shenoy, and Benjamin Weil.
    Proceedings of the 24th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, (KDD '18).
    [PDF]
  21. SolarClique: Detecting Anomalies in Residential Solar Arrays.
    Srinivasan Iyengar, Stephen Lee, Daniel Sheldon, and Prashant Shenoy.
    Proceedings of the 1st ACM SIGCAS Conference on Computing and Sustainable Societies, (ACM COMPASS '18).
    [PDF]
  22. Analyzing Distribution Transformers at City Scale and the Impact of EVs and Storage .
    John Wamburu, Stephen Lee, Prashant Shenoy, and David Irwin.
    Proceedings of the Ninth International Conference on Future Energy Systems, (ACM e-Energy '18).
    [PDF]
  23. vSolar: Virtualizing Community Solar and Storage for Energy Sharing.
    Stephen Lee, Prashant Shenoy, Krithi Ramamritham, David Irwin.
    Proceedings of the Ninth International Conference on Future Energy Systems, (ACM e-Energy '18). (Notes Paper).
    [Notes]
  24. Distributed Rate Control for Smart Solar Arrays.
    Stephen Lee, Srinivasan Iyengar, David Irwin, and Prashant Shenoy.
    Proceedings of the Eighth International Conference on Future Energy Systems, (ACM e-Energy '17)
    [PDF]
  25. SunShade: Enabling Software-Defined Solar-Powered Systems.
    Akansha Singh, Stephen Lee, David Irwin, and Prashant Shenoy.
    Proceedings of the 8th ACM/IEEE International Conference on Cyber-Physical Systems, (ICCPS '17)
    [PDF]
  26. Enabling Distributed Energy Storage by Incentivizing Small Load Shifts..
    David Irwin, Srinivasan Iyengar, Stephen Lee, Aditya Mishra, Prashant Shenoy, and Ye Xu.
    ACM Transactions on Cyber-Physical Systems (ACM TCPS '17).
    [PDF]
  27. Analyzing Energy Usage on a City-scale using Utility Smart Meters.
    Srinivasan Iyengar, Stephen Lee, David Irwin, Prashant Shenoy.
    Proceedings of the 3rd ACM International Conference on Embedded Systems for Energy-Efficient Built Environments (ACM BuildSys). 2016.
    [PDF]
  28. Shared Solar-powered EV Charging Stations: Feasibility and Benefits.
    Stephen Lee, Srinivasan Iyengar, David Irwin, Prashant Shenoy.
    Proceedings of the seventh Intl. Green and Sustainable Computing (IGSC), Hangzhou, China, Nov 2016.
    [PDF]
  29. How to Cool Internet-Scale Distributed Networks on the Cheap.
    Vani Gupta, Stephen Lee, Prashant Shenoy, Ramesh Sitaraman, Rahul Urgaonkar.
    Proceedings of the seventh ACM Intl. Conference on Future Energy Systems (ACM e-Energy), Waterloo, Canada, June 2016.
    [PDF]
  30. Integrating Energy Storage in Electricity Distribution Networks.
    Aditya Mishra, Ramesh Sitaraman, David Irwin, Ting Zhu, Prashant Shenoy, Bhavana Dalvi, Stephen Lee.
    Proceedings of the sixth ACM Intl. Conference on Future Energy Systems (ACM e-Energy), Bengaluru, India, July 2015.
    [PDF]
  31. Cost Minimization using Renewable Cooling and Thermal Energy Storage in CDNs.
    Stephen Lee, Rahul Urgaonkar, Ramesh Sitaraman, Prashant Shenoy.
    Proceedings of the 12th IEEE International Conference on Autonomic Computing (ICAC), July 2015.
    [PDF]
  32. Towards cooling Internet-Scale Distributed Networks on the Cheap.
    Vani Gupta, Stephen Lee, Prashant Shenoy, Ramesh Sitaraman, Rahul Urgaonkar.
    Proceedings of the ACM Sigmetrics Conference, (ACM SIGMETRICS '15) Portland, Oregon, June 2015.
    [Extended Abstract]
  33. SpotCheck: Designing a Derivative IaaS Cloud on the Spot Market.
    Prateek Sharma, Stephen Lee, Tian Guo, David Irwin, Prashant Sharma.
    Proceedings of the Tenth European Conference on Computer Systems, (EuroSys '15), April 2015.
    [PDF]