A Programmable Data-Driven Testbed for Sustainable Buildings Research

This project developed a programmable data-driven testbed to enable a range of research and education activities focused on sustainable smart buildings. Our testbed is comprised of two components: a data collection component based on a large number of real instrumented buildings of various types to gather anonymous fine-grained energy usage and operational data at scale; and a programmable smart building component that uses programmable power sources and electrical loads to enable the evaluation of a variety of energy management mechanism. This project was funded by the National Science Foundation under grant CNS-1405826, and has supported the infrastructure requirements of a wide range of our research.

Publications

Hot or Not: Leveraging Mobile Devices for Ubiquitous Temperature Sensing

Joe Breda, Amee Trivedi, Chulabhya Wijesundara, Phuthipong Bovorkeeratiroj, David Irwin, Prashant Shenoy, and Jay TanejaBuildSys 2019

Solar-TK: A Data-driven Toolkit for Solar PV Performance Modeling and Forecasting

Noman Bashir, Dong Chen, David Irwin, and Prashant ShenoyMASS 2019Solar-TK code released on GitHub!

On the Feasibility, Cost, and Carbon Emissions of Grid Defection

Akansha Singh Bansal and David IrwinSmartGridComm 2019

Building Virtual Power Meters for Online Load Tracking

Sean Barker, Sandeep Kalra, David Irwin, Prashant ShenoyTCPS 2019

Helios: A Programmable Software-defined Solar Module

Noman Bashir, David Irwin, and Prashant ShenoyBuildSys 2018

Staring at the Sun: A Physical Black-box Solar Performance Model

Dong Chen and David IrwinBuildSys 2018

WattHome: A Data-driven Approach for Energy Efficiency Analytics at City-scale

Srini Iyengar, Stephen Lee, David Irwin, Prashant Shenoy, Benjamin WeilKDD 2018

Analyzing Distribution Transformers at City Scale and the Impact of EVs and Storage

John Wamburu, Stephen Lee, Prashant Shenoy, and David Irwine-Energy 2018

vSolar: Virtualizing Community Solar and Storage for Energy Sharing

Stephen Lee, Prashant Shenoy, Krithi Ramamritham, and David Irwine-Energy 2018 (short paper)

Private Memoirs of IoT Devices: Safeguarding User Privacy in the IoT Era

Dong Chen, Phuthipong Bovornkeeratiroj, David Irwin, and Prashant ShenoyICDCS 2018

Mechanisms and Policies for Controlling Distributed Solar Capacity

Noman Bashir, David Irwin, Prashant Shenoy, and Jay TanejaTOSN 2018

Inferring Smart Schedules for Dumb Thermostats

Srini Iyengar, Sandeep Kalra, Anushree Ghosh, David Irwin, Prashant Shenoy, and Benjamin MarlinTCPS 2018

Weatherman: Exposing Weather-based Privacy Threats in Big Energy Data

Dong Chen and David IrwinBigData 2017

Enforcing Fair Grid Energy Access for Controllable Distributed Solar Capacity

Noman Bashir, David Irwin, Prashant Shenoy, and Jay TanejaBuildSys 2017Nominated for Best Paper Award!

Black-box Solar Performance Modeling: Comparing Physical, Machine Learning, and Hybrid Approaches

Dong Chen and David IrwinGreenmetrics 2017

Pervasive Energy Monitoring and Control through Low-Bandwidth Power Line Communication

Sean Barker, David Irwin, and Prashant ShenoyIEEE IoT 2017

SunDance: Black-box Behind-the-Meter Solar Disaggregation

Dong Chen and David Irwine-Energy 2017

iSchedule: Campus-scale HVAC Schedule via Mobile WiFi Monitoring

Amee Trivedi, Prashant Shenoy, Deepak Ganesan, and David Irwine-Energy 2017

Distributed Rate Control for Smart Solar-powered Systems

Stephen Lee, Srinivasan Iyengar, David Irwin, and Prashant Shenoye-Energy 2017

A Cloud based Black Box Solar Predictor for Smart Homes

Srinivasan Iyengar, Navin Sharma, David Irwin, Prashant Shenoy, and Krithi RamamrithamTCPS 2017

Enabling Distributed Energy Storage by Incentivizing Small Load Shifts

David Irwin, Srinivasan Iyengar, Stephen Lee, Aditya Mishra, Prashant Shenoy, and Ye XuTCPS 2017

SunShade: Enabling Software-defined Solar-powered Systems

Akansha Singh, Stephen Lee, David Irwin, and Prashant ShenoyICCPS 2017

Minimizing Transmission Loss in Smart Microgrids by Sharing Renewable Energy

Zhichuan Huang, Ting Zhu, David Irwin, Aditya Mishra, Daniel Menasche, and Prashant ShenoyTCPS 2017

SunSpot: Exposing the Location of Anonymous Solar-powered Homes

Dong Chen, Srini Iyengar, David Irwin, and Prashant ShenoyBuildSys 2016

Analyzing Energy Usage on a City-scale using Utility Smart Meters

Srini Iyengar, David Irwin, and Prashant ShenoyBuildSys 2016

SmartSim: A Device-Accurate Smart Home Simulator for Energy Analytics

Dong Chen, David Irwin, and Prashant ShenoySmartGridComm 2016

AutoPlug: An Automated Metadata Service for Smart Outlets

Pradeep Lambati and David IrwinIGSC 2016

Shared Solar-powered EV Charging Stations: Feasibility and Benefits

Stephen Lee, Srini Iyengar, David Irwin, and Prashant ShenoyIGSC 2016

Non-Intrusive Model Detection: Automated Modeling of Residential Electrical Loads

Srini Iyengar, David Irwin, and Prashant Shenoye-Energy 2016

iProgram: Inferring Smart Schedules for Dumb Thermostats

Srinivasan Iyengar, Sandeep Kalra, Anushree Ghosh, David Irwin, Prashant Shenoy, and Benjamin MarlinBuildSys 2015

Integrating Energy Storage in Electricity Distribution Networks

Aditya Mishra, Ramesh Sitaraman, David Irwin, Ting Zhu, Prashant Shenoy, Bhavana Dalvi, and Stephen Leee-Energy 2015

Preventing Occupancy Detection from Smart Meter Data

Dong Chen, Sandeep Kalra, David Irwin, Prashant Shenoy, and Jeannie AlbrechtIEEE ToSG 2015