Publications

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. A Review of Deep Reinforcement Learning Applications in Power System Parameter Estimation. IEEE PowerCon, 2021.

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. Tensor-Based Parameter Reduction of Dynamic Load Models with Variable Frequency Drive. IEEE Transactions on Power Systems, 2021.

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. Unsupervised Learning for Non-intrusive Load Monitoring in Smart Grid Based on Spiking Deep Neural Network. MPCE, 2021.

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. Real-time Energy Disaggregation at Substations with Behind-the-Meter Solar Generation. IEEE Transactions on Power Systems, 2020.

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. Imitation and Transfer Q-learning-Based Parameter Identification for Composite Load Modeling. IEEE Transactions on Smart Grid, 2020.

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. Mathematical representation of the WECC composite load model. MPCE, 2020.

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. Evaluating Load Models and Their Impacts on Power Transfer Limits. IEEE ICCA, 2020.

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. Using Transfer Learning to Distinguish between Natural and Forced Oscillations. IEEE PESGM, 2020.

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. Data-Driven Low Frequency Oscillation Mode Identification and Preventive Control Strategy Based on Gradient Descent. Electric Power System Research, 2020.

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. Self-organizing Probability Neural Network Based Intelligent Non-Intrusive Load Monitoring with Applications to Low-cost Residential Measuring Devices. Transactions of the Institute of Measurement and Control, 2020.

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. Two-stage WECC Composite Load Modeling: A Double Deep Q-Learning Networks Approach. IEEE Transactions on Smart Grid, 2020.

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. Global Sensitivity Analysis in Load Modeling via Low-rank Tensor. IEEE Transactions on Smart Grid, 2020.

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. Residential Customer Baseline Load Estimation Using Stacked Autoencoder with Pseudo-load Selection. IEEE J-SAC, 2020.

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. Robust Time-Varying Synthesis Load Modeling in Distribution Networks Considering Voltage Disturbances. IEEE Transactions on Power Systems, 2019.

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. Probabilistic Load Forecasting via Point Forecast Feature Integration. IEEE ISGT ASIA, 2019.

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. Short-term Load Forecasting at Different Aggregation Levels with Predictability Analysis. IEEE ISGT ASIA, 2019.

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. Sizing battery storage for islanded microgrid systems to enhance robustness against attacks on energy sources. MPCE, 2019.

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. Submodular Load Clustering with Robust Principal Component Analysis. IEEE PESGM, 2019.

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. A Stacked Autoencoder Application for Residential Load Curve Forecast and Peak Shaving. IEEE PESGM, 2019.

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. Conditional Residual Modeling for Probabilistic Load Forecasting. IEEE Transactions on Power Systems, 2018.

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. An Extended Kalman Filter Enhanced Hilbert-Huang Transform in Power System Oscillation Detection. IEEE ISGT Europe, 2018.

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. A Resilient Power System Operation Strategy Considering Transmission Line Attacks. IEEE Access, 2018.

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. Optimal Distributed Energy Resources Sizing for Commercial Building Hybrid Microgrids. IEEE PESGM, 2018.

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. Finite-Control-Set Model Predictive Control (FCS-MPC) for Islanded Hybrid Microgrids. IEEE PESGM, 2018.

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. Efficient scenario generation of multiple renewable power plants considering spatial and temporal correlations. Applied Energy, 2018.

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. Model-Free Renewable Scenario Generation Using Generative Adversarial Networks. IEEE Transactions on Power Systems, 2018.

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. Co-Planning of Investments in Transmission and Merchant Energy Storage. IEEE Transactions on Power Systems, 2018.

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. Scalable Planning for Energy Storage in Energy and Reserve Markets. IEEE Transactions on Power Systems, 2017.

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. Impact of local transmission congestion on energy storage arbitrage opportunities. IEEE PESGM, 2017.

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. Energy storage: Market power and social welfare. IEEE PESGM, 2017.

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. Look-Ahead Bidding Strategy for Energy Storage. IEEE Transactions on Sustainable Energy, 2017.

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. Scenario Reduction With Submodular Optimization. IEEE Transactions on Power Systems, 2017.

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. Optimal Energy Storage Siting and Sizing: A WECC Case Study. IEEE Transactions on Sustainable Energy, 2017.

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. Stochastic Multistage Coplanning of Transmission Expansion and Energy Storage. IEEE Transactions on Power Systems, 2017.

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. Systematic Evaluation of Stochastic Methods in Power System Scheduling and Dispatch with Renewable Energy. Argonne National Lab (ANL), 2016.

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. Look-Ahead strategic energy storage in Ramp-Constrained markets. FERC Conference, 2016.

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. Incorporating storage as a flexible transmission asset in power system operation procedure. IEEE PSCC, 2016.

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. Evaluating stochastic methods in power system operations with wind power. IEEE ENERGYCON, 2016.

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. Toward Cost-Efficient and Reliable Unit Commitment Under Uncertainty. IEEE Transactions on Power Systems, 2016.

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. Near-Optimal Method for Siting and Sizing of Distributed Storage in a Transmission Network. IEEE Transactions on Power Systems, 2015.

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. Unit commitment under uncertainty–GAMS models. Library of the Renewable Energy Analysis Lab (REAL), 2015.

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. Flex-Grid: A dynamic and adaptive configurable power distribution system. IEEE Eindhoven PowerTech, 2015.

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. A novel transient rotor current control scheme of a doubly-fed induction generator equipped with superconducting magnetic energy storage for voltage and frequency support. Chinese Phys. B, 2015.

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. Effect of time resolution on unit commitment decisions in systems with high wind penetration. IEEE PESGM, 2014.

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. Comparison of scenario reduction techniques for the stochastic unit commitment. IEEE PESGM, 2014.

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. A Comparison of Unit Commitment Techniques Dealing with Uncertainty. FERC Conference, 2014.

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