Conference Talks
Keynote
- "Frontiers in Electric Load Forecasting," The 2nd Forum on Frontiers in Forecasting, Wuxi, China, May 11-12, 2019.
- "Sharing in Power & Energy Grids," 2017 Workshop on Network Economy and Big Data, Beijing, China, December 17, 2017.
- "Probabilistic Load Forecasting: Past, Present and Future", The 2nd International Conference on Forecasting Economic and Financial Systems, Beijing, China, October 30 - November 1, 2015
- "Big Data Analytics for Grid Modernization", 2014 Electric System Brazilian Symposium (SBSE2014), Paraná, Brazil, April 22-25, 2014
- "Energy Forecasting in the Smart Grid Era", Tutorial at 2016 IEEE PES General Meeting, Boston, MA, July 17-21, 2016 (with Hamidreza Zareipour and Pierre Pinson)
- "Energy Forecasting in the Smart Grid Era", Tutorial at 2015 IEEE PES General Meeting, Denver, CO, July 26-30, 2015 (with Shu Fan and Hamidreza Zareipour)
- "Energy Forecasting in the Smart Grid Era", Tutorial at 2014 IEEE PES General Meeting, National Harbor, MD, July 27-31, 2014 (with Hamidreza Zareipour)
- "100 Years of Load Forecasting: Classics, Challenges, and Best Practices with Smart Grid Information", 2014 Electric System Brazilian Symposium (SBSE2014), Paraná, Brazil, April 22-25, 2014
- "Energy Forecasting in the Smart Grid Era", Tutorial at 2013 IEEE PES General Meeting, Vancouver, BC, Canada, July 21-25, 2013 (with Shu Fan, Hamidreza Zareipour and Pierre Pinson)
- "100 Years of Load Forecasting: Classics, Challenges, and Best Practices with Smart Grid Information", Pre-conference Workshop at Western Load Research Association Conference, Long Beach, CA, Oct 9, 2012
- "AI and ML for power systems applications: past, present, and future," Public Power Forward Virtual Summit, Nov 10, 2020
- "Net load forecasting," EPRI Load Forecasting Interest Group Webcast, Oct 6, 2020
- "Load Forecasting for small medium utilities", APPA Business Intelligence and Data Analytics Workshop, May 20, 2020
2019
- "Daily load forecasting with hourly temperatures," 39th International Symposium on Forecasting, Thessaloniki, Greece, June 17, 2019
- "Data cleansing: three case studies and beyond", Smart Grid Edge Analytics Workshop, Atlanta, GA, June 4, 2019
2018
- "Temperature anomaly detection," 2018 AEIC Load Research Conference, September 24, 2018
- "Load Forecasting for Small Medium Utilities", 2018 SEDC Executive Forum, Charlotte, NC, August 20, 2018
- "Competing for energy analytics talents", 2018 IEEE PES General Meeting, Portland, OR, August 5-9, 2018
- "Emergency department forecasting", 38th International Symposium on Forecasting, Boulder, CO, June 16, 2018
- "Training energy data scientists", 2018 Electric Utility Forecaster Forum, Raleigh, NC, May 24, 2018
2017
- "Lessons Learned from the Open Data Track of Global Energy Forecasting Competition 2017", 2017 IEEE PES General Meeting, Chicago, IL, July 16 - 20, 2017
- "Research Trends in Load Forecasting and Their Implications to Energy Trading", 2017 IEEE PES General Meeting, Chicago, IL, July 16 - 20, 2017
- "Forecasting Load of New England Using 24 Solar Terms of China", 2017 International Symposium on Energy Analytics, Cairns, Australia, June 22 - 23, 2017
- "Load Forecasting with Big Models: the Surprising Accuracy Improvement from Big Computers", 2016 AEIC Load Research Conference and WLRA Fall Conference, Chicago, IL, September 18 - 21, 2016
- "Energy Forecasting: Past, Present and Future", Southwest Forecasting & Customer Analytics Forum, Tucson, AZ, September 15 - 16, 2016
- "What's New in Load Forecasting since 2010?", 2016 IEEE PES General Meeting, Boston, MA, July 17 - 21, 2016
- "What's New in Load Forecasting since 2010?", 36th International Symposium on Forecasting, Santander, Spain, June 19 - 22, 2016
- "Lessons Learned from Organizing Energy Forecasting Competitions", ARPA-E GRID DATA Kick-off Meeting, Denver, CO, March 30 - 31, 2016
2015
- "Analytics, Smart Grid and Big Data: Are They Like Teenage Sex?", 2015 CAPER Summer Research Planning Workshop, Boone, NC, August 27 - 28, 2015
- "Weather Station Selection for Load Forecasting", 2015 AEIC Load Research Conference and WLRA Fall Conference, Chicago, IL, August 23 - 26, 2015
- "GEFCom2014 Institute Prize - University of North Carolina at Charlotte", 2015 IEEE PES General Meeting, Denver, Colorado, July 26-30, 2015
- "How does Relative Humidity Affect Electricity Demand?", 3rd International Conference on Energy & Meteorology, Boulder, Colorado, June 22 - 26, 2015
- "Electricity Demand Interval Forecasting With Quantile Regression Averaging", 35th International Symposium on Forecasting, Riverside, California, June 21 - 24, 2015
- "The Myths Of Residual Simulation For Probabilistic Load Forecasting", 35th International Symposium on Forecasting, Riverside, California, June 21 - 24, 2015
- "Combining Sister Load Forecasts", 35th International Symposium on Forecasting, Riverside, California, June 21 - 24, 2015
- "Load Forecasting with Energy Efficiency: Challenges and Fundamentals", 2015 OPSI Spring Meeting, Phoenixville, PA, April 13, 2015
- "A Crowdsourcing Approach to Energy Forecasting", 2014 Great Lakes Symposium on Smart Grid and the New Energy Economy, Chicago, IL, September 22-25, 2014
- "The Art and Science of Reconciliation in Long Term Load Forecasting", 2014 AEIC Load Research Conference and WLRA Fall Conference, Chicago, IL, September 21-24, 2014
- "Combining Load Forecasts from Multiple Vendors", 2014 IEEE PES General Meeting, National Harbor, MD, July 27-31, 2014
- "Energy Forecasting Competition: Past, Present and Future", 34th International Symposium on Forecasting, Rotterdam, The Netherlands, June 29 - July 2, 2014
- "Understanding Electricity Consumer Behavior through Smart Meter Data", NSF Workshop on Understanding Human Behaviors for Sustainable Building Ecosystems, Charlotte, NC, May 27, 2014
- "Four Best Practices of Load Forecasting for Electric Coorperatives", 2014 IEEE Rural Electric Power Conference, Fort Worth, TX, May 18 - 21, 2014
- "Integrating Energy Forecasts into Utility Planning and Operations: Perspectives from Market Participants", 2014 IEEE PES T&D Conference & Exposition, Chicago, IL, April 14-17, 2014
- "Forecasting in the Smart Grid Era", Utility Analytics Summit, Raleigh-Durham, NC, April 9-11, 2014
- "Modernization of Electric Load Forecasting", Eastern Interconnection States' Planning Council Meeting: Approaches to Load Forecasting, Naples, FL, March 13-14, 2014
- "Driving the Value of Smart Grid Data through Predictive Analytics", The 5th Innovative Smart Grid Technologies Conference, Washington DC, February 19-22, 2014
- "Load Forecasting in the Smart Grid Era", 2013 Technology Conference, Myrtle Beach, SC, August 7-9, 2013 (with Jason Wilson, download presentation slides)
- "Opportunities and Challenges of Energy Forecasting in the Smart Grid Era", 2013 IEEE PES General Meeting, Vancouver, BC, Canada, July 21-25, 2013
- "Global Energy Forecasting Competition: An Introduction", 2013 IEEE PES General Meeting, Vancouver, BC, Canada, July 21-25, 2013
- "Three Myths about Weather Normalization", AEIC Load Research Conference, Alexandria, VA, July 7-10, 2013
- "Modernization of Long Term Load Forecasting: An Integrated Approach Taking Advantage of Hourly Load and Weather Information", Electric Utility Forecasters Forum, Orlando, FL, November 8, 2012
- "When Predictive Analytics Meets Smart Grid: Electric Load Forecasting with Geographic Hierarchy", 2012 SAS Analytics Conference, Las Vegas, NV, October 8-9, 2012 (with Sen-hao Lai)
- "Modernization of Long Term Load Forecasting: An Integrated Approach Taking Advantage of Hourly Load and Weather Information", AEIC Load Research Conference, Alexandria, VA, July 9, 2012
- "Electric Load Forecasting with Holiday Effect", AEIC 2012 Load Research Workshop, Orlando, FL, March 18, 2012
- "On the Holiday Effect of Electricity Demand", 2011 SAS Analytics Conference, Orlando, FL, October 24-25, 2011
- "Rethinking Short Term Electric Load Forecasting: Experience at US Utilities," 2011 INFORMS Conference on Business Analytics and Operations Research, Chicago, IL, April 10-12, 2011
- "Behavior Mining of Electric Load Consumption: A Regression Approach", SAS' 12th Annual Data Mining Conference, M2009, Las Vegas, NV, October 26-27, 2009
- "Electric Load Forecasting: Two Perspectives", INFORMS Annual Meeting, San Diego, CA, October 11-14, 2009 (with Pu Wang and Simon Hsiang)
- "Models and Algorithms for Pack Optimization Problem", INFORMS Annual Meeting, San Diego, CA, October 11-14, 2009 (with Pu Wang and Shu-Cherng Fang)