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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 Publications

2019

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 2018 IEEE International Conference on Probabilistic Methods Applied to Power Systems (PMAPS). Piscataway, New Jersey:IEEE. PNNL-SA-131932. doi:10.1109/PMAPS.2018.8440361
  • 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
  • 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). PNNL-SA-131920. doi:10.1109/PMAPS.2018.8440495
  • Ren H., Z. Hou, H. Wang, D.V. Zarzhitsky, and P.V. Etingov. 2018. "Pattern Mining and Anomaly Detection based on the Power System Synchrophasor Measurements." In Proceedings of the 51st Hawaii International Conference on System Sciences (HICSS), 2608-2614. Piscataway, New Jersey:IEEE. PNNL-SA-126905. doi:10.24251/HICSS.2018.330
  • 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

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
  • Makarov Y.V., R. Diao, P.V. Etingov, Z. Hou, Z. Huang, D. Meng, and L.E. Miller, et al. 2015. Stochastic Operations and Planning. PNNL-23680. Richland, WA: Pacific Northwest National Laboratory. Stochastic Operations and Planning

2014

  • Etingov P.V., D. Kosterev, and T. Dai. 2014. Frequency Response Analysis Tool. PNNL-23954. Richland, WA: Pacific Northwest National Laboratory. Frequency Response Analysis Tool
  • 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.
  • Lu S., R. Diao, N.A. Samaan, and P.V. Etingov. 2014. Capacity Value of PV and Wind Generation in the NV Energy System. PNNL-22117. Richland, WA: Pacific Northwest National Laboratory. Capacity Value of PV and Wind Generation in the NV Energy System
  • 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, D. Wu, Z. Hou, Y. Sun, S. Maslennikov, and X. Luo, et al. 2013. Analysis of ISO NE Balancing Requirements: Uncertainty-based Secure Ranges for ISO New England Dynamic Inerchange Adjustments. PNNL-22222. Richland, WA: Pacific Northwest National Laboratory. Analysis of ISO NE Balancing Requirements: Uncertainty-based Secure Ranges for ISO New England Dynamic Inerchange Adjustments
  • 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.
  • Lu S., P.V. Etingov, D. Meng, X. Guo, C. Jin, and N.A. Samaan. 2013. NV Energy Large-Scale Photovoltaic Integration Study: Intra-Hour Dispatch and AGC Simulation. PNNL-22069. Richland, WA: Pacific Northwest National Laboratory. NV Energy Large-Scale Photovoltaic Integration Study: Intra-Hour Dispatch and AGC Simulation
  • Makarov Y.V., P. Du, P.V. Etingov, J. Ma, and B. Vyakaranam. 2013. WECC Variable Generation Planning Reference Book: Appendices. PNNL-22142 Volume 2. Richland, WA: Pacific Northwest National Laboratory. WECC Variable Generation Planning Reference Book: Appendices
  • Makarov Y.V., P. Du, P.V. Etingov, J. Ma, and B. Vyakaranam. 2013. WECC Variable Generation Planning Reference Book. PNNL-22142 1. Richland, WA: Pacific Northwest National Laboratory. WECC Variable Generation Planning Reference Book
  • Samaan N.A., R. Bayless, M. Symonds, T.B. Nguyen, C. Jin, D. Wu, and R. Diao, et al. 2013. Analysis of Benefits of an Energy Imbalance Market in the NWPP. PNNL-22877. Richland, WA: Pacific Northwest National Laboratory. Analysis of Benefits of an Energy Imbalance Market in the NWPP

2012

  • Etingov P.V., J. Ma, Y.V. Makarov, and K. Subbarao. 2012. Online Analysis of Wind and Solar Part I: Ramping Tool. PNNL-21112. Richland, WA: Pacific Northwest National Laboratory. Online Analysis of Wind and Solar Part I: Ramping Tool
  • 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, J. Ma, and K. Subbarao. 2012. Online Analysis of Wind and Solar Part II: Transmission Tool. PNNL-21105. Richland, WA: Pacific Northwest National Laboratory. Online Analysis of Wind and Solar Part II: Transmission Tool
  • 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

  • Diao R., S. Lu, P.V. Etingov, J. Ma, Y.V. Makarov, and X. Guo. 2011. NV Energy Solar Integration Study: Cycling and Movements of Conventional Generators for Balancing Services. PNNL-20594. Richland, WA: Pacific Northwest National Laboratory. NV Energy Solar Integration Study: Cycling and Movements of Conventional Generators for Balancing Services
  • 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
  • Lu S., P.V. Etingov, R. Diao, J. Ma, N.A. Samaan, Y.V. Makarov, and X. Guo, et al. 2011. Large-Scale PV Integration Study. PNNL-20677. Richland, WA: Pacific Northwest National Laboratory. Large-Scale PV Integration Study
  • 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, N. Zhou, J. Ma, N.A. Samaan, R. Diao, and S.V. Malhara, et al. 2010. Analysis Methodology for Balancing Authority Cooperation in High Penetration of Variable Generation. PNNL-19229. Richland, WA: Pacific Northwest National Laboratory. Analysis Methodology for Balancing Authority Cooperation in High Penetration of Variable Generation
  • 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
  • Makarov Y.V., Z. Huang, P.V. Etingov, J. Ma, R.T. Guttromson, K. Subbarao, and B.B. Chakrabarti. 2010. Wind Energy Management System EMS Integration Project: Incorporating Wind Generation and Load Forecast Uncertainties into Power Grid Operations. PNNL-19189. Richland, WA: Pacific Northwest National Laboratory. Wind Energy Management System EMS Integration Project: Incorporating Wind Generation and Load Forecast Uncertainties into Power Grid Operations
  • Makarov Y.V., Z. Huang, P.V. Etingov, J. Ma, R.T. Guttromson, K. Subbarao, and B.B. Chakrabarti. 2010. Wind Energy Management System Integration Project Incorporating Wind Generation and Load Forecast Uncertainties into Power Grid Operations. PNNL-19083. Richland, WA: Pacific Northwest National Laboratory. Wind Energy Management System Integration Project Incorporating Wind Generation and Load Forecast Uncertainties into Power Grid Operations
  • 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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