Distribution Grid Modeling
Y. Guo, Y. Yuan, and Z. Wang, "Distribution Grid Modeling Using Smart Meter Data," IEEE Transactions on Power Systems, vol. 37, no. 3, pp. 1995-2004, May 2022. [PDF]
Outage Detection
Y. Yuan, Y. Wang, and Z. Wang, "A Data-driven Framework for Power System Event Type Identification via Safe Semi-Supervised Techniques," IEEE Transactions on Power Systems, vol. 39, no. 1, pp. 1460-1471, January 2024. [PDF]
Y. Yuan, K. Dehghanpour, Z. Wang, and F. Bu, "Multi-Source Data Fusion Outage Location in Distribution Systems via Probabilistic Graphical Models," IEEE Transactions on Smart Grid, vol. 13, no. 2, pp. 1357-1371, March 2022. [PDF]
Y. Yuan, K. Dehghanpour, F. Bu, and Z. Wang, "Outage Detection in Partially Observable Distribution Systems using Smart Meters and Generative Adversarial Networks, " IEEE Transactions on Smart Grid, vol. 11, no. 6, pp. 5418-5430, November 2020. [PDF]
State Estimation
L. Liu, S. Shi, D. Wang, Z. Ma, Z. Wang, M. Reno, and J. Azzolini, "Voltage Calculations in Secondary Distribution Networks via Physics-Inspired Neural Network Using Smart Meter Data," IEEE Transactions on Smart Grid, vol. 15, no. 5, pp. 5205-5218, September 2024. [PDF]
Y. Yuan, K. Dehghanpour, Z. Wang, and F. Bu, "A Joint Distribution System State Estimation Framework via Deep Actor-Critic Learning Method," IEEE Transactions on Power Systems, vol. 38, no. 1, pp.796-806, January 2023. [PDF]
F. Bu, K. Dehghanpour, and Z. Wang, "Enriching Load Data Using Micro-PMUs and Smart Meters," IEEE Transactions on Smart Grid, vol. 12, no. 6, pp. 5084-5094, November 2021. [PDF]
Y. Yuan, K. Dehghanpour, and Z. Wang, "Mitigating Smart Meter Asynchrony Error Via Multi-Objective Low Rank Matrix Recovery," IEEE Transactions on Smart Grid, vol. 12, no. 5, pp. 4308-4317, September 2021. [PDF]
K. Dehghanpour, Y. Yuan, Z. Wang, and F. Bu, "A Game-Theoretic Data-Driven Approach for Pseudo-Measurement Generation in Distribution System State Estimation," IEEE Transactions on Smart Grid, vol. 10, no. 6, pp. 5942-5951, November 2019. [PDF]
L. Fang, K. Ma, R. Li, and Z. Wang, "A Statistical Approach to Estimate Imbalance-Induced Energy Losses for Data-Scarce Low Voltage Networks," IEEE Transactions on Power Systems, vol. 34, no. 4, pp. 2825-2835, July 2019. [PDF]
K. Dehghanpour, Z. Wang, J. Wang, Y. Yuan, and F. Bu, "A Survey on State Estimation Techniques and Challenges in Smart Distribution Systems," IEEE Transactions on Smart Grid, vol. 10, no. 2, pp. 2312-2322, March 2019. [PDF]
Behind-the-Meter Solar Disaggregation
F. Bu, R. Cheng, and Z. Wang, "A Two-layer Approach for Estimating Behind-the-Meter PV Generation Using Smart Meter Data," IEEE Transactions on Power Systems, vol. 38, no. 1, pp.885-896, January 2023. [PDF]
F. Bu, K. Dehghanpour, Y. Yuan, Z. Wang, and Y. Guo, "Disaggregating Customer-level Behind-the-Meter PV Generation Using Smart Meter Data and Solar Exemplars," IEEE Transactions on Power Systems, vol. 36, no. 6, pp. 5417-5427, November 2021. [PDF]
F. Bu, K. Dehghanpour, Y. Yuan, Z. Wang, and Y. Zhang, "A Data-Driven Game-Theoretic Approach for Behind-the-Meter PV Generation Disaggregation," IEEE Transactions on Power Systems, vol. 35, no. 4, pp. 3133-3144, July 2020. [PDF]
M. Khodayar, J. Wang, and Z. Wang, "Energy Disaggregation via Deep Temporal Dictionary Learning," IEEE Transactions on Neural Networks and Learning Systems, vol. 31, no. 5, pp. 1696-1709, May 2020. [PDF]
Customer Load Modeling
Y. Yuan and Z. Wang, "Mining Smart Meter Data to Enhance Distribution Grid Observability for Behind-the-Meter Load Control," IEEE Electrification Magazine, vol. 9, no. 3, pp. 92-103, September 2021. [PDF]
Y. Yuan, K. Dehghanpour, F. Bu, and Z. Wang, "A Data-Driven Customer Segmentation Strategy Based on Contribution to System Peak Demand," IEEE Transactions on Power Systems, vol. 35, no. 5, pp. 4026-4035, September 2020. [PDF]
F. Bu, K. Dehghanpour, Z. Wang, and Y. Yuan, "A Data-Driven Framework for Assessing Cold Load Pick-up Demand in Service Restoration," IEEE Transactions on Power Systems, vol. 34, no. 6, pp. 4739-4750, November 2019. [PDF]
Y. Yuan, K. Dehghanpour, F. Bu, and Z. Wang, "A Multi-Timescale Data-Driven Approach to Enhance Distribution System Observability," IEEE Transactions on Power Systems, vol. 34, no. 4, pp. 3168-3177, July 2019. [PDF]
T. Lu, Z. Wang, J. Wang, Q. Ai, and C. Wang, "A Data-Driven Stackelberg Market Strategy for Demand Response-Enabled Distribution Systems," IEEE Transactions on Smart Grid, vol. 10, no. 3, pp. 2345-2357, May 2019. [PDF]