Journal Publications

Smart Meter Data Analytics

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, accepted for publication.

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]

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