Publications: Energy & Data Behavior Analytics
Jin, Ling, Alina Azar, Caitlin Brown, Bingrong Sun, Venu Garikapati, Srinath Ravulaparthy, Qianmiao Chen, Alex Sim, Kesheng Wu, Tin Ho, Thomas P. Wenzel, and C. Anna Spurlock."What Makes You Hold on to That Old Car? Joint Insights from Machine Learning and Multinomial Logit on Vehicle-level Transaction Decisions."Frontiers in Future Transportation - Connected Mobility and Automation (2022). DOI
Lazar, Alina, Ling Jin, Caitlin Brown, C. Anna Spurlock, Alex Sim, and Kesheng Wu."Performance of the Gold Standard and Machine Learning in Predicting Vehicle Transactions."2021 IEEE International Conference on Big Data (Big Data) (2021). DOI
Popovich, Natalie, C. Anna Spurlock, Zachary Needell, Ling Jin, Thomas P. Wenzel, Colin Sheppard, and Mona Asudegi."A methodology to develop a geospatial transportation typology."Journal of Transport Geography 93 (2021) 103061. DOI
Jin, Ling, Alina Lazar, James Sears, Annika Todd, Alex Sim, Kesheng Wu, Hung-Chia Yang, and C. Anna Spurlock."Clustering Life Course to Understand the Heterogeneous Effects of Life Events, Gender, and Generation on Habitual Travel Modes."IEEE Access (2020) 1-17. DOI
Sohn, Michael D., and Laurel N. Dunn."Exploratory Analysis of Energy Use Across Building Types and Geographic Regions in the United States."Frontiers in Built Environment 5 (2019). DOI
Lazar, , Alina, Alexandra Ballow, Ling Jin, C. Anna Spurlock, Alex Sim, and Kesheng Wu."Machine Learning for Prediction of Mid to Long Term Habitual Transportation Mode Use."2019 IEEE International Conference on Big Data (Big Data)2019 IEEE International Conference on Big Data (Big Data) (2019). DOI
Todd, Annika, Peter Cappers, C. Anna Spurlock, and Ling Jin."Spillover as a cause of bias in baseline evaluation methods for demand response programs."Applied Energy 250 (2019) 344 - 357. DOI
Lazar, Alina, Ling Jin, C. Anna Spurlock, Kesheng Wu, Alex Sim, and Annika Todd."Evaluating the Effects of Missing Values and Mixed Data Types on Social Sequence Clustering Using t-SNE Visualization."Journal of Data and Information Quality 11.2 (2019) 1 - 22. DOI
Dunn, Laurel N., Michael D. Sohn, Kristina Hamachi LaCommare, and Joseph H Eto."Exploratory analysis of high-resolution power interruption data reveals spatial and temporal heterogeneity in electric grid reliability."Energy Policy 129 (2019) 206 - 214. DOI
Wei, Max, Sarah Josephine Smith, and Michael D. Sohn."Experience curve development and cost reduction disaggregation for fuel cell markets in Japan and the US."Applied Energy 191 (2017) 346 - 357. DOI
Jin, Ling, Doris Lee, Alex Sim, Sam Borgeson, Kesheng Wu, C. Anna Spurlock, and Annika Todd."Comparison of Clustering Techniques for Residential Energy Behavior using Smart Meter Data." AAAI Workshops - Artificial Intelligence for Smart Grids and Buildings, March 2017 (2017).
Smith, Sarah Josephine, Max Wei, and Michael D. Sohn."A retrospective analysis of compact fluorescent lamp experience curves and their correlations to deployment programs."Energy Policy 98 (2016) 505 - 512. DOI
Walter, Travis, and Michael D. Sohn."A regression-based approach to estimating retrofit savings using the Building Performance Database."Applied Energy 179 (2016) 996 - 1005. DOI
Cappers, Peter, C. Anna Spurlock, Annika Todd, and Ling Jin."Experiences of Vulnerable Residential Customer Subpopulations with Critical Peak Pricing." (2016).
Jin, Ling, C. Anna Spurlock, Sam Borgeson, Daniel Fredman, Liesel Hans, Siddharth Patel, and Annika Todd."Load Shape Clustering Using Residential Smart Meter Data: a Technical Memorandum." (2016).
Berger, Michael A., Liesel Hans, Kate Piscopo, and Michael D. Sohn."Exploring the Energy Benefits of Advanced Water Metering." (2016).
Morrow, William R. III, Arman Shehabi, and Sarah Josephine Smith."Lifecycle Industry GreenHouse gas, Technology and Energy through the Use Phase (LIGHTEnUP) – Analysis Tool User’s Guide." (2016).
Huang, Sen, Wangda Zuo, and Michael D. Sohn."Amelioration of the cooling load based chiller sequencing control."Applied Energy 168 (2016) 204 - 215. DOI
Spurlock, C. Anna, Peter Cappers, Ling Jin, Annika Todd, and Patrick Baylis."Go for the Silver? Evidence from field studies quantifying the difference in evaluation results between “gold standard” randomized controlled trial methods versus quasi-experimental methods."2016 ACEEE Summer Study on Energy Efficiency in Buildings (2016).
Patel, Siddharth, Sam Borgeson, Ram Rajagopal, C. Anna Spurlock, Ling Jin, and Annika Todd."Time Will Tell: Using Smart Meter Time Series Data to Derive Household Features and Explain Heter ogeneity in Pricing Programs."2016 ACEEE Summer Study on Energy Efficiency in Buildings (2016).
Wei, Max, Sarah Josephine Smith, and Michael D. Sohn."Non-Constant Learning Rates in Retrospective Experience Curve Analyses and their Correlation to Deployment Programs."Energy Policy 107 (2015) 356–369. DOI
Yang, Hung-Chia, Sally M. Donovan, Scott J. Young, Jeffery B. Greenblatt, and Louis-Benoit Desroches."Assessment of household appliance surveys collected with Amazon Mechanical Turk."Energy Efficiency (2015). DOI
Mathew, Paul A., Laurel N. Dunn, Michael D. Sohn, Andrea C. Mercado, Claudine Custudio, and Travis Walter."Big-data for building energy performance: Lessons from assembling a very large national database of building energy use."Applied Energy 140 (2015) 85 - 93. DOI
Smith, Sarah Josephine, Max Wei, and Michael D. Sohn."Retrospective North American CFL Experience Curve Analysis and Correlation to Deployment Programs." (2015).
Walter, Travis, Phillip N. Price, and Michael D. Sohn."Uncertainty estimation improves energy measurement and verification procedures."Applied Energy 130 (2014) 230 - 236. DOI