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Energy and Environment Directorate

Pavel Etingov

Pavel Etingov

(206) 528-3367

Biography

Pavel Etingov has been with Pacific Northwest National Laboratory since 2008. Dr. Etingov has over 10 years of experience in power system analysis and control. His research activities include studies on wind generation integration and power system operation, modeling and control.

Research Interests

  • Wind power generation
  • Stability analysis of electric power systems
  • Power system automation and control
  • Application of Artificial Intelligence to Power System

Education and Credentials

  • Ph.D. Electrical Engineering, Energy Systems Institute of the Russian Academy of Sciences, Russia, 2003
  • Electrical Engineer, Irkutsk State Technical University, Russia, 1997

PNNL Patents

PNNL Publications

2024

  • Nguyen Q.H., H. Li, P.V. Etingov, M.A. Elizondo, J. Zhu, and X. Ke. 2024. "Benefits of Multi-Terminal HVdc under Extreme Conditions via Production Cost Modeling Analyses." IEEE Open Access Journal of Power and Energy 11, no. 2024:117-129. PNNL-SA-189320. doi:10.1109/OAJPE.2024.3376734
  • Qin C., K. Guddanti, B. Vyakaranam, T.B. Nguyen, K. Mahapatra, Q.H. Nguyen, and Z. Hou, et al. 2024. "Critical Zone Identification Framework for Bulk Electric System Security Assessment." International Journal of Electrical Power & Energy Systems 115, no. Part B:Art. No. 109542. PNNL-SA-183659. doi:10.1016/j.ijepes.2023.109542

2023

  • Biswas S., J.D. Follum, P.V. Etingov, X. Fan, and T. Yin. 2023. "An Open-Source Library of Phasor Measurement Unit Data Capturing Real Bulk Power Systems Behavior." IEEE Access 11. PNNL-SA-185798. doi:10.1109/ACCESS.2023.3321317
  • Guddanti K., B. Vyakaranam, K. Mahapatra, Z. Hou, P.V. Etingov, N.A. Samaan, and T.B. Nguyen, et al. 2023. "Dynamic Security Analysis Framework for Future Large Grids with High Renewable Penetrations." IEEE Access 11. PNNL-SA-174886. doi:10.1109/ACCESS.2023.3238316
  • Guddanti K., B. Vyakaranam, T.B. Nguyen, S. Kincic, P.V. Etingov, Q.H. Nguyen, and N.A. Samaan, et al. 2023. "Identification of Voltage Stability Critical Locations for Future Large Grids with High Renewable Mix." IEEE Access 11. PNNL-SA-178082. doi:10.1109/ACCESS.2023.3299879
  • Nguyen Q.H., P.V. Etingov, and M.A. Elizondo. 2023. "Characterizing HVDC Transmission Flexibility under Extreme Operating Conditions." In IEEE Power & Energy Society Innovative Smart Grid Technologies Conference (ISGT 2023), January 16-19, 2023, Washington, DC, 1-5. Piscataway, New Jersey:IEEE. PNNL-SA-174883. doi:10.1109/ISGT51731.2023.10066347

2022

  • Follum J.D., M. Khan, F.K. Tuffner, and P.V. Etingov. 2022. "Simultaneous Forward-Backward Prony Estimation." In Proceedings of the 55th Annual Hawaii International Conference on System Sciences, (HICSS 2022), January 3-7, 2023 Virtual, Online, 2022, 3518 - 3527. Los Alamitos, California:IEEE Computer Society. PNNL-SA-143353.
  • Huang R., U. Agrawal, N. Zhou, J.D. Follum, S. Wang, P.V. Etingov, and Y. Chen, et al. 2022. WECC Wide-Area Oscillation Assessment and Trending Study Report. PNNL-33651. Richland, WA: Pacific Northwest National Laboratory. WECC Wide-Area Oscillation Assessment and Trending Study Report
  • Qin C., B. Vyakaranam, P.V. Etingov, M. Venetos, and S. Backhaus. 2022. "Machine Learning Based Network Parameter Estimation Using AMI Data." In IEEE Power & Energy Society General Meeting (PESGM 2022), July 17-21, 2022, Denver, CO, 1-5. Piscataway, New Jersey:IEEE. PNNL-SA-168243. doi:10.1109/PESGM48719.2022.9917034

2021

  • Fan X., M.A. Elizondo, P.V. Etingov, M.R. Vallem, S. Biswas, S. Pal, and C. Erroa, et al. 2021. "Model Validation Study for Central American Regional Electrical Interconnected System." In IEEE Power & Energy Society Innovative Smart Grid Technologies Conference (ISGT 2021), February 16-18, 2021, Washington DC, 01-05. Piscataway, New Jersey:IEEE. PNNL-SA-155496. doi:10.1109/ISGT49243.2021.9372284
  • Follum J.D., J.T. Holzer, and P.V. Etingov. 2021. "A Statistics-Based Threshold for the RMS-Energy Oscillation Detector." International Journal of Electrical Power & Energy Systems 128. PNNL-SA-155196. doi:10.1016/j.ijepes.2020.106685
  • Follum J.D., J.T. Holzer, and P.V. Etingov. 2021. "Statistics-Based Thresholds for RMS-Energy Oscillation Detectors." International Journal of Electrical Power & Energy Systems. PNNL-SA-151935. doi:10.1016/j.ijepes.2020.106685
  • Follum J.D., P.V. Etingov, F.K. Tuffner, H. Wang, U. Agrawal, D. Kosterev, and S. Yang, et al. 2021. "Detecting and Analyzing Power System Disturbances in PMU Data with the Open-Source Archive Walker Tool." In IEEE PES Transmission and Distribution Conference and Exposition (T&D 2020), October 12-15, 2020, Chicago, IL, 1-5. Piscataway, New Jersey:IEEE. PNNL-SA-144961. doi:10.1109/TD39804.2020.9299888
  • Follum J.D., T. Becejac, and P.V. Etingov. 2021. "A Robust Yule-Walker Method for Online Monitoring of Power System Electromechanical Modes of Oscillation." In IEEE Power & Energy Society Innovative Smart Grid Technologies Conference (ISGT 2021), February 16-18, 2021, Washington DC, 01-05. Piscataway, New Jersey:IEEE. PNNL-SA-155195. doi:10.1109/ISGT49243.2021.9372152
  • Follum J.D., U. Agrawal, and P.V. Etingov. 2021. "Evaluation of Mode Meters Robust to Forced Oscillations using Field-Measured Data." In Proceedings of the 54th Hawaii International Conference on System Sciences (HICSS 2021), January 4-8, 2021, Virtual, Online, Volume 2020-January, 3185 - 3194. Los Alamitos, California:IEEE Computer Society. PNNL-SA-154587. doi:10.24251/HICSS.2021.388
  • Vyakaranam B., K. Mahapatra, X. Li, H. Wang, P.V. Etingov, Z. Hou, and Q.H. Nguyen, et al. 2021. "Novel Data-Driven Distributed Learning Framework for Solving AC Power Flow for Large Interconnected Systems." IEEE Open Access Journal of Power and Energy 8. PNNL-SA-158500. doi:10.1109/OAJPE.2021.3092264
  • 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

  • Elizondo M.A., X. Fan, S.H. Davis, B. Vyakaranam, X. Ke, E.L. Barrett, and S.F. Newman, et al. 2020. Risk-Based Dynamic Contingency Analysis Applied to Puerto Rico Electric Infrastructure. PNNL-29985. Richland, WA: Pacific Northwest National Laboratory. doi:10.2172/1771798.Risk-Based Dynamic Contingency Analysis Applied to Puerto Rico Electric Infrastructure
  • Fan X., U. Agrawal, S.H. Davis, J.G. O'Brien, P.V. Etingov, T.B. Nguyen, and Y.V. Makarov, et al. 2020. "Bulk Electric System Protection Model Demonstration with 2011 Southwest Blackout in DCAT." In 2020 IEEE Power & Energy Society General Meeting (PESGM). PNNL-SA-148949. doi:10.1109/PESGM41954.2020.9281441
  • 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
  • Ren H., Z. Hou, B. Vyakaranam, H. Wang, and P.V. Etingov. 2020. "Power System Event Classification and Localization Using a Convolutional Neural Network." Frontiers in Energy Research 8. PNNL-SA-156351. doi:10.3389/fenrg.2020.607826
  • Ren H., Z. Hou, H. Wang, and P.V. Etingov. 2020. "Synchrophasor Measurements-based Events Detection Using Deep Learning." In Proceedings of the 11th ACM International Conference on Future Energy Systems (e-Energy 2020), June 22-26, 2020, 410-412. New York, New York:Association for Computing Machinery. PNNL-SA-144475. doi:10.1145/3396851.3403513
  • Vyakaranam B., P.V. Etingov, H. Wang, X. Li, M.A. Elizondo, D.V. Zarzhitsky, and N.A. Samaan, et al. 2020. "Database Management Module Framework for Dynamic Contingency Analysis and Visualization." In IEEE Power & Energy Society General Meeting (PESGM 2020), August 2-6, 2020, Montreal, Canada, 1-5. Piscataway, New Jersey:IEEE. PNNL-SA-149097. doi:10.1109/PESGM41954.2020.9281566

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
  • 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

  • Chen Y., P.V. Etingov, E.B. Fitzhenry, P. Sharma, T.B. Nguyen, Y.V. Makarov, and M.J. Rice, et al. 2018. "Bringing Probabilistic Analysis Capability from Planning to Operation." Control Engineering Practice 71. PNNL-SA-118424. doi:10.1016/j.conengprac.2017.06.006
  • 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
  • Etingov P.V., L.E. Miller, Z. Hou, Y.V. Makarov, C. Loutan, and W. Katzenstein. 2018. "Improving BA Control Performance Through Advanced Regulation Requirements Prediction." In IEEE Power & Energy Society General Meeting (PESGM 2018), August 5-10, 2018, Portland, OR. Piscataway, New Jersey:IEEE. PNNL-SA-130443. doi:10.1109/PESGM.2018.8586317
  • Etingov P.V., L.E. Miller, Z. Hou, Y.V. Makarov, K. Pennock, P. Beaucage, and C. Loutan, et al. 2018. "Balancing Needs Assessment Using Advanced Probabilistic Forecasts." In 2018 International Conference on Probabilistic Methods Applied to Power Systems (PMAPS). Piscataway, New Jersey:IEEE. PNNL-SA-131887. doi:10.1109/PMAPS.2018.8440392
  • Hou Z., J.D. Follum, P.V. Etingov, F.K. Tuffner, D. Kosterev, and G.H. Matthews. 2018. "Machine Learning of Factors Influencing Damping and Frequency of Dominant Inter-area Modes in the WECC Interconnect." In IEEE International Conference on Probabilistic Methods Applied to Power Systems (PMAPS 2018), June 24-28, 2018, Boise, ID, 1-6. Piscataway, New Jersey:IEEE. PNNL-SA-130439. doi:10.1109/PMAPS.2018.8440361
  • 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
  • Huang R., R. Diao, Y. Li, J. Sanchez-Gasca, Z. Huang, B. Thomas, and P.V. Etingov, et al. 2018. "Calibrating Parameters of Power System Stability Models using Advanced Ensemble Kalman Filter." IEEE Transactions on Power Systems 33, no. 3:2895-2905. PNNL-SA-124548. doi:10.1109/TPWRS.2017.2760163
  • Li Y., R. Diao, R. Huang, P.V. Etingov, X. Li, Z. Huang, and S. Wang, et al. 2018. "An Innovative Software Tool Suite for Power Plant Model Validation and Parameter Calibration using PMU Measurements." In IEEE Power & Energy Society General Meeting, July 16-20, 2017, Chicago, Illinois. Piscataway, New Jersey:IEEE. PNNL-SA-121826. doi:10.1109/PESGM.2017.8274654
  • 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
  • Ren H., Z. Hou, and P.V. Etingov. 2018. "Online Anomaly Detection Using Machine Learning and HPC for Power System Synchrophasor Measurements." In 2018 IEEE International Conference on Probabilistic Methods Applied to Power Systems (PMAPS), June 24-28, 2018, Boise, ID, 1-5. Piscataway, New Jersey:IEEE. PNNL-SA-131920. doi:10.1109/PMAPS.2018.8440495
  • 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
  • Vaiman M., R.D. Quint, A. Silverstein, M. Papic, M. Papic, D. Kosterev, and N. Leitschuh, et al. 2018. "Using Synchrophasors to Improve Bulk Power System Reliability in North America." In 2018 IEEE General Meeting. PNNL-SA-130540.
  • Weimar M.R., A. Somani, P.V. Etingov, L.E. Miller, Y.V. Makarov, C. Loutan, and W. Katzenstein. 2018. "Benefit Cost Analysis of Improved Forecasting for Day-Ahead Hourly Regulation Requirements." In IEEE Power & Energy Society General Meeting (PESGM 2018), August 5-10, 2018, Portland, OR, 1-5. Piscataway, New Jersey:IEEE. PNNL-SA-130142. doi:10.1109/PESGM.2018.8586106

2017

  • Chen Y., P.V. Etingov, H. Ren, T.B. Nguyen, and Z. Hou. 2017. "Smart Sampling and HPC-based Probabilistic Look-ahead Contingency Analysis Implementation and its Evaluation with Real-world Data." In IEEE Power & Energy Society General Meeting, July 16-20, 2017, Chicago, Illinois, 1-5. Piscataway, New Jersey:IEEE. PNNL-SA-122201. doi:10.1109/PESGM.2017.8274058
  • Etingov P.V., Z. Hou, H. Wang, H. Ren, D.V. Zarzhitsky, J.A. De Chalendar, and D. Kosterev, et al. 2017. "Cloud Based Analytical Framework for Synchrophasor Data Analysis." In CIGRE US National Committee 2017 Grid of the Future Symposium, October 22-25, 2017, Cleveland, OH. Paris:CIGRE. PNNL-SA-127703.

2016

  • Chen Y., P.V. Etingov, H. Ren, Z. Hou, M.J. Rice, and Y.V. Makarov. 2016. "A look-ahead probabilistic contingency analysis framework incorporating smart sampling techniques." In IEEE Power and Energy Society General Meeting (PESGM 2016), July 17-21, 2016, Boston, MA. Piscataway, New Jersey:IEEE. PNNL-SA-114459. doi:10.1109/PESGM.2016.7741449

2015

  • Chassin D.P., Y. Zhang, P.V. Etingov, D.P. James, D.D. Hatley, H. Kirkham, and J. Kueck, et al. 2015. ARRA Interconnection Planning - Load Modeling Activities. PNNL-24425. Richland, WA: Pacific Northwest National Laboratory. ARRA Interconnection Planning - Load Modeling Activities
  • Chen Y., P.V. Etingov, E.B. Fitzhenry, P. Sharma, T.B. Nguyen, Y.V. Makarov, and M.J. Rice, et al. 2015. "A Framework to Support the Fusion of Operation and Planning." In Proceedings of 9th IFAC Symposium on Control of Power and Energy Systems (CPES 2015), December 9-11, 2015, New Delhi, India. IFAC-PapersOnLine, 48, 427-432. Amsterdam:Elsevier. PNNL-SA-106843. doi:10.1016/j.ifacol.2015.12.416

2014

  • Etingov P.V., Y.V. Makarov, D. Wu, Z. Hou, Y. Sun, S. Maslennikov, and X. Luo, et al. 2014. "Uncertainty-based Estimation of the Secure Range for ISO New England Dynamic Interchange Adjustment." In 2014 IEEE PES Transmission & Distribution Conference & Exposition, April 14-17, 2014, Chicago, Illinois, 1-5. Piscataway, New Jersey:IEEE. PNNL-SA-97885. doi:10.1109/TDC.2014.6863202
  • Hou Z., P.V. Etingov, Y.V. Makarov, and N.A. Samaan. 2014. "Uncertainty Reduction in Power Generation Forecast Using Coupled Wavelet-ARIMA." In IEEE PES General Meeting, Conference & Exposition, July 27-31, 2014, National Harbor, MD. Piscataway, New Jersey:IEEE. PNNL-SA-99910.
  • Kosterev D., D. Davies, P.V. Etingov, A. Silverstein, and J.H. Eto. 2014. "Using Synchrophasors for Frequency Response Analysis in the Western Interconnection." In CIGRE US National Committee: 2014 Grid of the Future Symposium, October 19-21, 2014, Houston, Texas. College Station, Texas:Texas A&M University. PNNL-SA-103924.
  • Makarov Y.V., P.V. Etingov, and J. Ma. 2014. "Incorporating Forecast Uncertainty in Utility Control Center." In Renewable Energy Integration: Practical Management of Variability, Uncertainty & Flexibility in Power Grids, edited by LE Jones. 159-171. San Diego, California:Academic Press. PNNL-SA-99925.
  • Subbarao K., P.V. Etingov, and T.A. Reddy. 2014. "An actuarial approach to retrofit savings in buildings." ASHRAE Transactions 120, no. 1:308-315. PNNL-SA-91271.

2013

  • Etingov P.V., Y.V. Makarov, N.A. Samaan, J. Ma, and C. Loutan. 2013. "Prediction of Regulation Reserve Requirements in California ISO Control Area based on BAAL Standard." In 2013 IEEE Power and Energy Society General Meeting (PES), 1-5. Piscataway, New Jersey:IEEE. PNNL-SA-92541. doi:10.1109/PESMG.2013.6672633
  • Hou Z., Y.V. Makarov, N.A. Samaan, and P.V. Etingov. 2013. "Standardized Software for Wind Load Forecast Error Analyses and Predictions Based on Wavelet-ARIMA Models - Applications at Multiple Geographically Distributed Wind Farms." In Proceedings of the 46th Hawaii International Conference on System Sciences (HICSS), January 7-10, 2013, Wailea, Hawaii, edited by RH Sprague, Jr., 5005-5011. Los Alamitos, California:IEEE Computer Society. PNNL-SA-88799.

2012

  • Etingov P.V., S. Lu, X. Guo, J. Ma, Y.V. Makarov, V. Chadliev, and R. Salgo. 2012. "Identifying Challenging Operating Hours for Solar Intergration in the NV Energy System." In IEEE PES Transmission and Distribution Conference and Exposition (T&D 2012), May 7-10, 2012, Orlando, Florida, 1-8. Piscataway, New Jersey:IEEE. PNNL-SA-83236. doi:10.1109/TDC.2012.6281711
  • Ma J., S. Lu, P.V. Etingov, and Y.V. Makarov. 2012. "Evaluating the Impact of Solar Generation on Balancing Requirements in Southern Nevada System." In IEEE Power and Energy Society General Meeting, July 22-27, 2012San Diego, CA. Piscataway, New Jersey:IEEE. PNNL-SA-84144. doi:10.1109/PESGM.2012.6344606
  • Ma J., S. Lu, R.P. Hafen, P.V. Etingov, Y.V. Makarov, and V. Chadliev. 2012. "The Impact of Solar Photovoltaic Generation on Balancing Requirements in the Southern Nevada System." In 2012 IEEE PES Transmission and Distribution Conference and Exposition (T&D 2012), May 7-10, 2012, Orlando, Florida, 1-9. Piscataway, New Jersey:IEEE. PNNL-SA-83237. doi:10.1109/TDC.2012.6281606
  • Ma J., Y.V. Makarov, R. Diao, P.V. Etingov, J.E. Dagle, and E.E. De Tuglie. 2012. "The Characteristic Ellipsoid Methodology and Its Application in Power Systems." IEEE Transactions on Power Systems 27, no. 4:2206-2214. PNNL-SA-83577. doi:10.1109/TPWRS.2012.2195232
  • Makarov Y.V., P.V. Etingov, N.A. Samaan, N. Lu, J. Ma, K. Subbarao, and P. Du, et al. 2012. "Improving Performance of Power Systems with Large-scale Variable Generation Additions." In Proceedings of the IEEE Power and Energy Society General Meeting, July 22-26, 2012, San Diego, California. Piscataway, New Jersey:IEEE. PNNL-SA-84585. doi:10.1109/PESGM.2012.6345430

2011

  • Heydt G.T., V. Vittal, S.V. Malhara, Y.V. Makarov, N. Zhou, and P.V. Etingov. 2011. "Characterization and Impact of Extreme Forecast Errors on Power Systems." Electric Power Components and Systems 39, no. 15:1685-1700. PNNL-SA-72487. doi:10.1080/15325008.2011.608766
  • Ma J., R. Diao, Y.V. Makarov, P.V. Etingov, and J.E. Dagle. 2011. "Event Classification and Identification Based on the Characteristic Ellipsoid of Phasor Measurement." In Proceedings of the 43rd North American Power Symposium (NAPS 2011), August 4-6, 2011, Boston, Massachusetts. Piscataway, New Jersey:IEEE. PNNL-SA-80950. doi:10.1109/NAPS.2011.6024872
  • Makarov Y.V., P.V. Etingov, J. Ma, Z. Huang, and K. Subbarao. 2011. "Incorporating Uncertainty of Wind Power Generation Forecast into Power System Operation, Dispatch, and Unit Commitment Procedures." IEEE Transactions on Sustainable Energy 2, no. 4:433-442. PNNL-SA-75818. doi:10.1109/TSTE.2011.2159254
  • Makarov Y.V., S. Lu, N.A. Samaan, Z. Huang, K. Subbarao, P.V. Etingov, and J. Ma, et al. 2011. "Integration of Uncertainty Information into Power System Operations." In Proceedings of the 2011 IEEE Power and Energy Society General Meeting, July 24-29, 2011, Detroit, Michigan. Piscataway, New Jersey:Institute of Electrical and Electronics Engineers. PNNL-SA-78030. doi:10.1109/PES.2011.6039913

2010

  • Etingov P.V., N. Zhou, Y.V. Makarov, J. Ma, R.T. Guttromson, B. McManus, and C. Loutan. 2010. "Possible Improvements of the ACE Diversity Interchange Methodology." In 2010 IEEE Power and Energy Society General Meeting, 1-8. Piscataway, New Jersey:Institute of Electrical and Electronics Engineers. PNNL-SA-69863. doi:10.1109/PES.2010.5590067
  • Ma J., R. Diao, Y.V. Makarov, P.V. Etingov, N. Zhou, and J.E. Dagle. 2010. "Building Decision Trees for Characteristic Ellipsoid Method to Monitor Power System Transient Behaviors." In 2010 IEEE Power and Energy Society General Meeting. Piscataway, New Jersey:IEEE. PNNL-SA-69827. doi:10.1109/PES.2010.5590036
  • Makarov Y.V., N. Zhou, P.V. Etingov, N.A. Samaan, J. Ma, R. Diao, and R.T. Guttromson. 2010. "Analyzing of Balancing Authorities Cooperation Methods with High Variable Generation Penetration." In Proceedings of the 9th International Workshop on Large-Scale Integration of Wind Power into Power Systems as well as on Transmission Networks for Offshore Wind Power Plants, Québec City, Québec, Canada, October 18- 19, Paper No. 036. Langen:Energynautics GmbH. PNNL-SA-74593.
  • Makarov Y.V., P.V. Etingov, Z. Huang, J. Ma, and K. Subbarao. 2010. "Incorporating Wind Generation Forecast Uncertainty into Power System Operation, Dispatch, and Unit Commitment Procedures." In Proceedings of the 9th International Workshop on Large-Scale Integration of Wind Power into Power Systems as well as on Transmission Networks for Offshore Wind Power Plants, Québec City, Québec, Canada, October 18- 19, Paper No. w147. Langen:Energynautics GmbH. PNNL-SA-74448.
  • Makarov Y.V., P.V. Etingov, Z. Huang, J. Ma, B.B. Chakrabarti, K. Subbarao, and C. Loutan, et al. 2010. "Integration of Wind Generation and Load Forecast Uncertainties into Power Grid Operations." In IEEE PES Transmission and Distribution Conference and Exposition. Piscataway, New Jersey:IEEE. PNNL-SA-68106. doi:10.1109/TDC.2010.5484201
  • Zhou N., P.V. Etingov, Y.V. Makarov, R.T. Guttromson, and B. McManus. 2010. "Improving Area Control Error Diversity Interchange (ADI) Program by Incorporating Congestion Constraints." In Proceedings of IEEE PES 2010 Transmission and Distribution Conference and Exposition. Piscataway, New Jersey:Institute of Electrical and Electronics Engineers. PNNL-SA-67985.

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