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Energy and Environment Directorate

Yuan Liu

(509) 372-4064

PNNL Publications

2024

  • Du W., Q.H. Nguyen, S. Wang, J. Kim, Y. Liu, S. Zhu, and F.K. Tuffner, et al. 2024. "Positive-Sequence Modeling of Droop-Controlled Grid-Forming Inverters for Transient Stability Simulation of Transmission Systems." IEEE Transactions on Power Delivery 39, no. 3:1736 - 1748. PNNL-SA-182201. doi:10.1109/TPWRD.2024.3376245
  • Fan X., Y. Chen, D. Wang, C. Qin, Y. Liu, K. Guddanti, and Y. Li, et al. 2024. 5G Energy FRAME Report on 5G for Grid Use Case: Year 3 Final Report. PNNL-36588. Richland, WA: Pacific Northwest National Laboratory. 5G Energy FRAME Report on 5G for Grid Use Case: Year 3 Final Report
  • Hossain R.R., T. Yin, Y. Du, R. Huang, J. Tan, W. Yu, and Y. Liu, et al. 2024. "Efficient Learning of Power Grid Voltage Control Strategies via Model-based Deep Reinforcement Learning." Machine Learning 113. PNNL-SA-172082. doi:10.1007/s10994-023-06422-w
  • Huang Q., R. Huang, T. Yin, S. Datta, X. Sun, Z. Hou, and J. Tan, et al. 2024. "Towards Intelligent Emergency Control for Large-scale Power Systems: Convergence of Learning, Physics, Computing and Control." Electric Power Systems Research 235, no. _:Art. No. 110648. PNNL-SA-190811. doi:10.1016/j.epsr.2024.110648
  • Ross B.A., Y. Chen, Y. Liu, and J. Kim. 2024. Challenges, Industry Practice, and Research Opportunities for Protection of IBR-Rich Systems. PNNL-36067. Richland, WA: Pacific Northwest National Laboratory. Challenges, Industry Practice, and Research Opportunities for Protection of IBR-Rich Systems

2023

  • Fan X., D. Wang, C. Qin, K. Guddanti, V. Tiruchirappalli Narayana Kumar, Y. Chen, and J.P. Ogle, et al. 2023. 5G Energy FRAME: The Design and Implementation of Data, Model, and Use Case - Year 2 Report. PNNL-34658. Richland, WA: Pacific Northwest National Laboratory. 5G Energy FRAME: The Design and Implementation of Data, Model, and Use Case - Year 2 Report
  • Liu Y., W. Du, and S.G. Abhyankar. 2023. "An Electromagnetic Transient and Three-Phase Phasor Co-Simulation Platform for Studying Distribution System Transients with High Pentration of DERs." In Proceedings of the IEEE Power & Energy Society General Meeting (PESGM 2023), July 16-20, 2023, Orlando, FL, 1-5. Piscataway, New Jersey:IEEE. PNNL-SA-179902. doi:10.1109/PESGM52003.2023.10253236
  • Mohiuddin S., W. Du, and Y. Liu. 2023. "Examining the Feasibility of Modeling the Inner Current Loop of a Grid-Following Inverter in the Phasor-Based Solver." In Proceedings of the IEEE Power & Energy Society General Meeting (PESGM 2023), July 16-20, 2023, Orlando, FL, 1-5. Piscataway, New Jersey:IEEE. PNNL-SA-179389. doi:10.1109/PESGM52003.2023.10252785
  • Mukherjee S., R. Hossain, Y. Liu, W. Du, V.A. Adetola, S. Mohiuddin, and Q. Huang, et al. 2023. "Enhancing Cyber Resilience of Networked Microgrids using Vertical Federated Reinforcement Learning." In IEEE Power & Energy Society General Meeting (PESGM 2023), July 16-20, 2023, Orlando, FL, 1-5. Piscataway, New Jersey:IEEE. PNNL-SA-178010. doi:10.1109/PESGM52003.2023.10252480
  • Ye Y., C.A. Faulkner, R. Xu, S. Huang, Y. Liu, D.L. Vrabie, and J. Zhang, et al. 2023. "System Modeling for Grid-Interactive Efficient Building Applications." Journal of Building Engineering 69. PNNL-SA-174884. doi:10.1016/j.jobe.2023.106148

2022

  • Du W., Q.H. Nguyen, Y. Liu, and S. Mohiuddin. 2022. "A Current Limiting Control Strategy for Single-Loop Droop-Controlled Grid-Forming Inverters Under Balanced and Unbalanced Faults." In IEEE Energy Conversion Congress and Exposition (ECCE 2022), October 9-13, 2022, Detroit, MI, 1-7. Piscataway, New Jersey:IEEE. PNNL-SA-174934. doi:10.1109/ECCE50734.2022.9947505
  • Du W., Y. Liu, R. Huang, F.K. Tuffner, J. Xie, and Z. Huang. 2022. "Positive-Sequence Phasor Modeling of Droop-Controlled, Grid-Forming Inverters with Fault Current Limiting Function." In IEEE Power & Energy Society Innovative Smart Grid Technologies Conference (ISGT 2022), April 24-28, 2022, New Orleans, LA, 1-5. Piscataway, New Jersey:IEEE. PNNL-SA-166355. doi:10.1109/ISGT50606.2022.9817530
  • Kim J., E. Muljadi, B. Vyakaranam, Q.H. Nguyen, M. Maharjan, A. Tbaileh, and S. Datta, et al. 2022. "Enhanced Frequency Support Scheme of Generic Inverter-Based Resource Models for Renewable-Dominated Power Grids." In IEEE Energy Conversion Congress and Exposition (ECCE 2022), October 9-13, 2022, Detroit, MI, 1-7. Piscataway, New Jersey:IEEE. PNNL-SA-177207. doi:10.1109/ECCE50734.2022.9948100
  • Liu Y., R. Huang, W. Du, A. Singhal, and Z. Huang. 2022. "High-Performance Transmission and Distribution Co-simulation with 10,000+ Inverter-Based Resources." In IEEE Industry Applications Society Annual Meeting (IAS 2022), October 9-14, 2022, Detroit, MI, 1-5. Piscataway, New Jersey:IEEE. PNNL-SA-168426. doi:10.1109/IAS54023.2022.9940149
  • Singhal A., D. Wang, A.P. Reiman, Y. Liu, D.J. Hammerstrom, and S. Kundu. 2022. "Harmonic Modeling, Data Generation and Analysis of Power Electronics-Interfaced Residential Loads." In IEEE Power & Energy Society Innovative Smart Grid Technologies Conference (ISGT 2022), April 24-28, 2022, New Orleans, LA, 1-5. Piscataway, New Jersey:IEEE. PNNL-SA-165234. doi:10.1109/ISGT50606.2022.9817492

2021

  • Du W., Y. Liu, F.K. Tuffner, R. Huang, and Z. Huang. 2021. Model Specification of Droop-Controlled, Grid-Forming Inverters (GFMDRP_A). PNNL-32278. Richland, WA: Pacific Northwest National Laboratory. Model Specification of Droop-Controlled, Grid-Forming Inverters (GFMDRP_A)
  • Shao Y., S. Kim, L. Yan, R.F. Zheng, W. Du, Y. Liu, and R. Huang, et al. 2021. Long-duration Energy Storage Technology Analysis and Development. PNNL-32513. Richland, WA: Pacific Northwest National Laboratory. Long-duration Energy Storage Technology Analysis and Development
  • Tbaileh A., M.A. Elizondo, Y. Liu, Y.V. Makarov, H. Kirkham, N. Mohan, and S. Debnath, et al. 2021. "Frequency Response and Congestion Management using Multi-Terminal HVDC Overlay." In IEEE Power & Energy Society General Meeting (PESGM 2021), July 26-29, 2021, Washington DC, 1-5. Piscataway, New Jersey:IEEE. PNNL-SA-157946. doi:10.1109/PESGM46819.2021.9638163
  • Zhou H., Z. Hou, Y. Liu, and P.V. Etingov. 2021. "Weather and Random Forest-based Load Profiling Approximation Models and its Transferability across Climate Zones." In Proceedings of the 54th Hawaii International Conference on System Sciences (HICSS 2021), January 4-8, 2021, Virtual, Online, 2020-January, 3321-3328. Los Alamitos, California:IEEE Computer Society. PNNL-SA-154506. doi:10.24251/HICSS.2021.403

2020

  • Kundu S., Z. Chu, Y. Liu, Y. Tang, Q. Huang, D.P. James, and Y. Zhang, et al. 2020. "A Nonlinear Regression Method for Composite Protection Modeling of Induction Motor Loads." In IEEE Power and Energy Society Innovative Smart Grid Technologies Conference (ISGT 2020), February 17-20, 2020, Washington DC, Article No. 9087795. Piscataway, New Jersey:IEEE. PNNL-SA-146910. doi:10.1109/ISGT45199.2020.9087795
  • Liu Y., M.A. Elizondo, S. Debnath, J. Sun, A. Tbaileh, Y.V. Makarov, and Q. Huang, et al. 2020. "Hybrid EMT-TS Simulation Strategies to Study High Bandwidth MMC-Based HVdc Systems." In IEEE Power & Energy Society General Meeting (PESGM 2020), August 2-6, 2020, Montreal, Canada, 1-5. Piscataway, New Jersey:IEEE. PNNL-SA-149049. doi:10.1109/PESGM41954.2020.9281688

2019

  • Chakraborty I., S. Kundu, Y. Liu, and P.V. Etingov. 2019. "Cross-Categorical Transfer Learning based Composite Load Protection Modeling." In Proceedings of the Tenth ACM International Conference on Future Energy Systems (e-Energy 2019), June 25-28, 2019, Phoenix, AZ. New York, New York:ACM. PNNL-SA-141727. doi:10.1145/3307772.3331026
  • Dai Y., H.A. Ogilvie, Y. Liu, M. Huang, L. Markillie, H.D. Mitchell, and E.J. Borrego, et al. 2019. "Rosette Core Fungal Resistance in Arabidopsis thaliana." Planta. PNNL-SA-142134. doi:10.1007/s00425-019-03273-5
  • Huang Q., R. Huang, B.J. Palmer, Y. Liu, S. Jin, R. Diao, and Y. Chen, et al. 2019. "A Generic Modeling and Development Approach for WECC Composite Load Model." Electric Power Systems Research 172. PNNL-SA-125265. doi:10.1016/j.epsr.2019.02.027
  • Liu Y., and P.V. Etingov. 2019. "Distribution-Level Phasor Measurement Units Application to Composite Load Model Validation." In 51st North American Power Symposium (NAPS 2019), October 13-15, 2019, Wichita, KS. Piscataway, New Jersey:IEEE. PNNL-SA-144864. doi:10.1109/NAPS46351.2019.9000387
  • Liu Y., Z. Hou, P.V. Etingov, and H. Zhou. 2019. "Update of Residential Load Profile for WECC Load Composition Model Using Cross-Correlation Method." In Proceedings of the IEEE Power & Energy Society General Meeting (PESGM 2019), August 4-8, 2019, Atlanta, GA. Piscataway, New Jersey:IEEE. PNNL-SA-139433. doi:10.1109/PESGM40551.2019.8973557
  • Zhou H., Z. Hou, P.V. Etingov, and Y. Liu. 2019. "Machine Learning of Commercial and Residential Load Components in Northwestern United States." In The ACM e-Energy 2019 Conference, 385-387. New York, New York:ACM. PNNL-SA-142105. doi:10.1145/3307772.3330160
  • Zhou H., Z. Hou, P.V. Etingov, and Y. Liu. 2019. "Machine Learning-Based Investigation of the Associations between Residential Power Consumption and Weather Conditions." In The 3rd International Conference on Smart Grid and Smart Cities, June 25-28, 2019, Berkeley, CA, 85-91. Piscataway, New Jersey:IEEE. PNNL-SA-139398. doi:10.1109/ICSGSC.2019.00-13
  • Zhou H., Z. Hou, P.V. Etingov, and Y. Liu. 2019. "Machine-Learning-Based Investigation of the Associations between Residential Power Consumption and Weather Conditions." In The 3rd International Conference on Smart Grid and Smart Cities, (ICSGSC 2019), June 25-28, 2019, Berkeley, CA, 85-91. Piscataway, New Jersey:IEEE. PNNL-SA-144595. doi:10.1109/ICSGSC.2019.00-13
  • Zhou H., Z. Hou, P.V. Etingov, and Y. Liu. 2019. "Machine-Learning-Based Investigation of the Associations between Residential Power Consumption and Weather Conditions." In The 3rd International Conference on Smart Grid and Smart Cities, 2019. PNNL-SA-144595.

2018

  • Etingov P.V., F.K. Tuffner, J.D. Follum, X. Li, H. Wang, R. Diao, and Y. Zhang, et al. 2018. "Open-Source Suite for Advanced Synchrophasor Analysis." In 2018 IEEE PES Transmission and Distribution Conference & Exposition. Piscataway, New Jersey:IEEE. PNNL-SA-128061. doi:10.1109/TDC.2018.8440500
  • Huang Q., Y. Zhang, S. Kundu, Y. Tang, D.P. James, Y. Liu, and P.V. Etingov. 2018. "Aggregate Protection Response of Motor Loads in Commercial Buildings." In IEEE/PES Transmission and Distribution Conference and Exposition (T&D 2018), April 16-19, 2018, Denver, CO, 1-5. Piscataway, New Jersey:IEEE. PNNL-SA-128450. doi:10.1109/TDC.2018.8440288
  • Liu Y., Y. Zhang, Q. Huang, S. Kundu, Y. Tang, D.P. James, and P.V. Etingov, et al. 2018. "Impact of Building-Level Motor Protection on Power System Transient Behaviors." In IEEE Power and Energy Society General Meeting 2018. Piscataway, New Jersey:IEEE. PNNL-SA-130468. doi:10.1109/PESGM.2018.8586530
  • Tang Y., S. Kundu, Y. Zhang, D.P. James, Y. Liu, Q. Huang, and J. Zhang, et al. 2018. "Generation of Composite Load Protection Profiles for Reliable System Operation." In IEEE Power & Energy Society Innovative Smart Grid Technologies Conference (ISGT 2018), February 19-22, 2018, Washington DC, 1-5. Piscataway, New Jersey:IEEE. PNNL-SA-129187. doi:10.1109/ISGT.2018.8403400

Energy and Environment

Core Research Areas

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