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Energy and Environment Directorate

Yuri Makarov

Yuri Makarov

Pacific Northwest National Laboratory
PO Box 999
Richland, WA 99352
(509) 372-4194

Biography

Dr. Yuri V. Makarov received his M. Sc. degree in Computers and Ph.D. in Electrical Engineering from the Leningrad Polytechnic Institute (now St. Petersburg State Technical University), Russia. From until 1997 he was an Associate Professor at the Department of Electrical Power Systems and Networks in the same University. From 1993 to 1998 Yuri conducted research at the University of Newcastle, University of Sydney, Australia, and Howard University, USA. From 1998 to 2000 he worked at the Transmission Planning Department, Southern Company Services, Inc., Birmingham, Alabama as a Senior Engineer. Since 2001 till July 2005 he occupied a senior engineering position at the California Independent System Operator, Folsom, California. Currently he is appointed as a Chief Scientist - Power Systems at the Pacific Northwest National Laboratory.

Research Interests

  • NERC and WECC Control Performance Standards
  • AGC algorithms for providing compliance
  • Frequency response, frequency support
  • Automatic time error correction, inadvertent interchange
  • Real-time dispatch algorithms
  • Impact of intermittent generation resources on transmission grid and their mitigation, wind and solar generation forecasting and market integration
  • Energy storage applications
  • Synchophasor applications
  • Power flow computations and applied case studies
  • Distribution network calculations, network optimization
  • Small signal stability analysis and control
  • Stability margins and their approximations
  • Voltage stability and voltage collapse
  • Centralized on-line and preventive emergency control
  • Transient stability and control
  • Power system model reduction
  • Energy market and open-access power grids
  • Power system reliability assessment
  • Power system state estimation theory and methods
  • Numerical methods for solving the large systems of linear and nonlinear algebraic and differential equations, linear and nonlinear constrained optimization, probabilistic methods, Monte Carlo simulations, artificial intelligence methods.

Education and Credentials

  • Ph.D. Electrical Engineering, Leningrad Polytechnic Institute (now St. Petersburg State Technical University), Russia, 1984.
  • Master of Sciences in Electrical Engineering, Leningrad Polytechnic Institute (now St. Petersburg State Technical University), Russia, 1979.

PNNL Patents

PNNL Publications

2019

  • Miller L.E., Y.V. Makarov, M.R. Weimar, P.V. Etingov, and A. Somani. 2019. Solar-Centered Grid Project Final Technical Report. PNNL-28394. Richland, WA: Pacific Northwest National Laboratory.

2018

  • Berscheid A.P., Y.V. Makarov, Z. Hou, R. Diao, Y. Zhang, N.A. Samaan, and Y. Yuan, et al. 2018. "An Open-Source Tool for Automated Power Grid Stress Level Prediction at Balancing Authorities." In IEEE/PES Transmission and Distribution Conference and Exposition (T&D), April 16-19, 2018, Denver, CO. Piscataway, New Jersey:IEEE. PNNL-SA-128564. doi:10.1109/TDC.2018.8440330
  • 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., 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

2017

  • Elizondo M.A., N. Mohan, J.G. O'Brien, Q. Huang, D. Orser, W. Hess, and H. Brown, et al. 2017. "HVDC Macrogrid Modeling for Power-Flow and Transient Stability Studies in North American Continental-Level Interconnections." CSEE Journal of Power and Energy Systems 3, no. 4:390-398. PNNL-SA-123296. doi:10.17775/CSEEJPES.2017.00420
  • Elizondo M.A., N.A. Samaan, Y.V. Makarov, J.T. Holzer, M.R. Vallem, R. Huang, and B. Vyakaranam, et al. 2017. "Literature Survey on Operational Voltage Control and Reactive Power Management on Transmission and Sub-Transmission Networks." In IEEE Power & Energy Society General Meeting, July 16-20, 2017, Chicago, Illinois, 1 - 5. Piscataway, New Jersey:IEEE. PNNL-SA-122266. doi:10.1109/PESGM.2017.8274068
  • Huang Q., B. Vyakaranam, R. Diao, Y.V. Makarov, N.A. Samaan, M.R. Vallem, and E. Pajuelo. 2017. "Modeling Zone-3 Protection with Generic Relay Models for Dynamic Contingency Analysis." In IEEE Power & Energy Society General Meeting, July 16-20, 2017, Chicago, Illinois., 1 - 5. Piscataway, New Jersey:IEEE. PNNL-SA-122264. doi:10.1109/PESGM.2017.8274534
  • Ke X., R. Huang, M.R. Vallem, J.T. Holzer, N.A. Samaan, Y.V. Makarov, and M.A. Elizondo, et al. 2017. "A Three-Stage Enhanced Reactive Power and Voltage Optimization Method for High Penetration of Solar." In IEEE Power & Energy Society General Meeting, July 16-20, 2017, Chicago, Illinois, 1 - 5. Piscataway, New Jersey:IEEE. PNNL-SA-122262. doi:10.1109/PESGM.2017.8274312
  • Makarov Y.V., M.A. Elizondo, J.G. O'Brien, Q. Huang, H. Kirkham, Z. Huang, and M. Chinthavali, et al. 2017. Models and methods for assessing the value of HVDC and MVDC technologies in modern power grids. PNNL-26640. Richland, WA: Pacific Northwest National Laboratory.
  • Samaan N.A., J.E. Dagle, Y.V. Makarov, R. Diao, B. Vyakaranam, B.N. Zhang, and M.R. Vallem, et al. 2017. Dynamic Contingency Analysis Tool (DCAT) User Manual with Test System Examples. PNNL-26197. Richland, WA: Pacific Northwest National Laboratory.
  • Samaan N.A., Y.V. Makarov, T.B. Nguyen, and R. Diao. 2017. "Balancing Authority Cooperation Concepts to Reduce Variable Generation Integration Costs in the Western Interconnection: Consolidating Balancing Authorities and Sharing Balancing Reserves." In Integration of Large-Scale Renewable Energy into Bulk Power Systems, edited by P Du, R Baldick and A Tuohy. 189-226. Cham:Springer International Publishing. PNNL-SA-126264. doi:10.1007/978-3-319-55581-2_6
  • Vallem M.R., B. Vyakaranam, J.T. Holzer, N.A. Samaan, Y.V. Makarov, R. Diao, and Q. Huang, et al. 2017. "Hybrid Cascading Outage Analysis of Extreme Events with Optimized Corrective Actions." In 19th International Conference on Intelligent Systems Application to Power Systems (ISAP 2017), September 17-20, 2017, San Antonio, Texas. Piscataway, New Jersey:IEEE. PNNL-SA-125367. doi:10.1109/isap.2017.8071375

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
  • Elizondo M.A., M.R. Vallem, N.A. Samaan, Y.V. Makarov, B. Vyakaranam, T.B. Nguyen, and C. Munoz, et al. 2016. "Transmission Reinforcements in the Central American Regional Power System." In IEEE Power and Energy Society General Meeting (PESGM 2016), July 17-21, 2016, Boston, MA. Piscataway, New Jersey:IEEE. PNNL-SA-112470. doi:10.1109/PESGM.2016.7742055
  • Makarov Y.V., D. Meng, B. Vyakaranam, R. Diao, B.J. Palmer, and Z. Huang. 2016. "Direct methods to estimate the most limiting voltage level and thermal violations in coordinates of power transfers on critical transmission paths." In 49th Hawaii International Conference on System Sciences (HICSS 2016), January 5-8, 2016, Kauai, Hawaii, 2466-2471. Piscataway, New Jersey:IEEE. PNNL-SA-111006. doi:10.1109/HICSS.2016.308
  • Samaan N.A., J.E. Dagle, Y.V. Makarov, R. Diao, M.R. Vallem, T.B. Nguyen, and L.E. Miller, et al. 2016. "Modeling of Protection in Dynamic Simulation Using Generic Relay Models and Settings." In IEEE Power and Energy Society General Meeting (PESGM 2016), July 17-21, 2016, Boston, MA. Piscataway, New Jersey:IEEE. PNNL-SA-114479. doi:10.1109/PESGM.2016.7741981
  • Sun Y., Z. Hou, D. Meng, N.A. Samaan, Y.V. Makarov, and Z. Huang. 2016. "Quantifying and Reducing Uncertainty in Correlated Multi-Area Short-Term Load Forecasting." In IEEE Power and Energy Society General Meeting (PESGM 2016), July 17-21, 2016, Boston, MA. Piscataway, New Jersey:IEEE. PNNL-SA-114275. doi:10.1109/PESGM.2016.7741272

2015

  • 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.
  • Samaan N.A., J.E. Dagle, Y.V. Makarov, R. Diao, M.R. Vallem, T.B. Nguyen, and L.E. Miller, et al. 2015. Dynamic Contingency Analysis Tool - Phase 1. PNNL-24843. Richland, WA: Pacific Northwest National Laboratory.

2014

  • Diao R., Y.V. Makarov, N.A. Samaan, and B. Kujala. 2014. "A Methodology to Analyze the Impact of 30-Minute Wind Scheduling on Load-Following Requirements." In Proceedings of the 2nd IEEE Conference on Technologies for Sustainability (SusTech), July 24-26, 2015, Portland, Oregon, 86-90. Piscataway, New Jersey:IEEE. PNNL-SA-100027. doi:10.1109/SusTech.2014.7046224
  • 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
  • Hafen R.P., N.A. Samaan, Y.V. Makarov, R. Diao, and N. Lu. 2014. "Joint Seasonal ARMA Approach for Modeling of Load Forecast Errors in Planning Studies." In IEEE PES Transmission and Distribution Conference and Exposition, April 14-17, 2014, Chicago, Illinois. Piscataway, New Jersey:IEEE. PNNL-SA-98247. doi:10.1109/TDC.2014.6863150
  • 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.
  • Makarov Y.V., B. Vyakaranam, D. Wu, Z. Hou, S.T. Elbert, and Z. Huang. 2014. "On the Configuration of the US Western Interconnection Voltage Stability Boundary." In IEEE PES Transmission and Distribution Conference and Exposition, April 14-17, 2014, Chicago, Illinois, 1-5. Piscataway, New Jersey:IEEE. PNNL-SA-97919. doi:10.1109/TDC.2014.6863289
  • Makarov Y.V., B. Vyakaranam, Z. Hou, D. Wu, D. Meng, S. Wang, and S.T. Elbert, et al. 2014. Non-iterative Voltage Stability. PNNL-23736. Richland, WA: Pacific Northwest National Laboratory.
  • Makarov Y.V., P. Du, M.A. Pai, and B. McManus. 2014. "Calculating Individual Resources Variability and Uncertainty Factors Based on Their Contributions to the Overall System Balancing Needs." IEEE Transactions on Sustainable Energy 5, no. 1:323-331. PNNL-SA-94995. doi:10.1109/TSTE.2013.2283712
  • 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.

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.
  • 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 N., R. Diao, R.P. Hafen, N.A. Samaan, and Y.V. Makarov. 2013. "A Comparison of Forecast Error Generators for Modeling Wind and Load Uncertainty." In IEEE Power and Energy Society General Meeting (PES 2013), July 21-25, 2013, Vancouver, BC, Canada. Piscataway, New Jersey:IEEE. PNNL-SA-84438. doi:10.1109/PESMG.2013.6672978
  • 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.
  • 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.
  • 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.

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.
  • 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. Du, M.C. Kintner-Meyer, C. Jin, and H. Illian. 2012. "Sizing Energy Storage to Accommodate High Penetration of Variable Energy Resources." IEEE Transactions on Sustainable Energy 3, no. 1:34-40. PNNL-SA-84388. doi:10.1109/TSTE.2011.2164101
  • 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.
  • 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

  • De Mello P., N. Lu, and Y.V. Makarov. 2011. "An Optimized Autoregressive Forecast Error Generator for Wind and Load Uncertainty Study." Wind Energy 14, no. 8:967-976. PNNL-SA-75696. doi:10.1002/we.460
  • 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.
  • 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
  • Jin C., N. Lu, S. Lu, Y.V. Makarov, and R.A. Dougal. 2011. "Coordinated Control Algorithm for Hybrid Energy Storage Systems." In Proceedings of the 2011 IEEE Power & Energy Society General Meeting, July 24-29, 2011, Detroit, Michigan. Piscataway, New Jersey:Institute of Electrical and Electronics Engineers. PNWD-SA-9210. doi:10.1109/PES.2011.6039893
  • Kirkham H., Y.V. Makarov, J.E. Dagle, J.G. DeSteese, M.A. Elizondo, and R. Diao. 2011. Geomagnetic Storms and Long-Term Impacts on Power Systems. PNNL-21033. Richland, WA: Pacific Northwest National Laboratory.
  • Lu N., M.R. Weimar, Y.V. Makarov, and C. Loutan. 2011. "An Evaluation of the NaS Battery Storage Potential for Providing Regulation Service in California." In IEEE/PES Power Systems Conference & Exhibition (PSCE 2011), March 20-23, 2011, Phoenix, Arizona. Piscataway, New Jersey:Institute of Eletrical and Electronics Engineers. PNNL-SA-75415. doi:10.1109/PSCE.2011.5772494
  • 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.
  • 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
  • Ma J., Y.V. Makarov, C. Loutan, and Z. Xie. 2011. "Impact of Wind and Solar Generation on the California ISO's Intra-hour Balancing Needs." In IEEE Power and Energy Society General Meeting, July 24-29, 2011, Detroit, Michigan. Piscataway, New Jersey:Institute of Electrical and Electronics Engineers. PNWD-SA-9274. doi:10.1109/PES.2011.6039410
  • Makarov Y.V., N.A. Samaan, R. Diao, M. Kumbale, Y. Chen, R. Singh, and I. Green, et al. 2011. "Assessment of Critical Events Corridors through Multivariate Cascading Outages Analysis." In IEEE 2011 Power and Energy Society General Meeting, July 24-29, 2011, Detroit, Michigan. Piscataway, New Jersey:IEEE. PNNL-SA-78197. doi:10.1109/PES.2011.6039900
  • 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

  • Ernst B., U. Schreirer, F. Berster, J. Pease, J. Pease, C. Scholz, and H. Erbring, et al. 2010. Large Scale Wind and Solar Integration in Germany. PNNL-19225. Richland, WA: Pacific Northwest National Laboratory.
  • 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
  • Lu N., M.R. Weimar, Y.V. Makarov, F. Rudolph, S. Murthy, J. Arseneaux, and C. Loutan. 2010. "An Evaluation of the Flywheel Potential for Providing Regulation Service in California." In 2010 IEEE Power and Energy Society General Meeting. Piscataway, New Jersey:Institute of Electrical and Electronics Engineers. PNNL-SA-69780. doi:10.1109/PES.2010.5590114
  • Lu N., Y.V. Makarov, and M.R. Weimar. 2010. The Wide-area Energy Management System Phase 2 Final Report. PNNL-19720. Richland, WA: Pacific Northwest National Laboratory.
  • Lu N., Y.V. Makarov, M.R. Weimar, F. Rudolph, S. Murthy, J. Arseneaux, and C. Loutan, et al. 2010. THE WIDE-AREA ENERGY STORAGE AND MANAGEMENT SYSTEM PHASE II Final Report - Flywheel Field Tests. PNNL-19669. Richland, WA: Pacific Northwest National Laboratory.
  • Lu S., A.J. Brothers, C.A. McKinstry, S. Jin, and Y.V. Makarov. 2010. Low Probability Tail Event Analysis and Mitigation in the BPA Control Area. PNNL-20120. Richland, WA: Pacific Northwest National Laboratory.
  • Lu S., Y.V. Makarov, A.J. Brothers, C.A. McKinstry, S. Jin, and J. Pease. 2010. "Prediction of Power System Balancing Requirement and Tail Event." In IEEE PES Transmission and Distribution Conference 2010, 1-7. Piscataway, New Jersey:IEEE. PNNL-SA-68522. doi:10.1109/TDC.2010.5484347
  • Lu S., Y.V. Makarov, Y. Zhu, N. Lu, N. Prakash Kumar, and B.B. Chakrabarti. 2010. "Unit Commitment Considering Generation Flexibility and Environmental Constraints." In 2010 IEEE Power and Energy Society General Meeting. Piscataway, New Jersey:IEEE. PNNL-SA-69872.
  • 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
  • Ma J., Y.V. Makarov, and Z.Y. Dong. 2010. "Phasor Measurement Unit and Its Application in Modern Power Systems." In Emerging Techniques in Power System Analysis, edited by ZY Dong and P Zhang. 147-184. New York, New York:Springer. PNNL-SA-70083.
  • Makarov Y.V., J.F. Reyes Spindola, N.A. Samaan, R. Diao, and R.P. Hafen. 2010. "Wind and Load Forecast Error Model for Multiple Geographically Distributed Forecasts." 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. w151. Langen:Energynautics GmbH. PNNL-SA-74487.
  • 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. Du, M.C. Kintner-Meyer, C. Jin, and H. Illian. 2010. "Optimal Size of Energy Storage to Accommodate High Penetration of Renewable Resources in WECC." In Innovative Smart Grid Technologies (ISGT 2010), January 19-21, 2010, Gaithersburg, Maryland. Piscataway, New Jersey:IEEE. PNNL-SA-69243. doi:10.1109/ISGT.2010.5434768
  • 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.
  • 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., S. Lu, X. Guo, J. Gronquist, P. Du, T.B. Nguyen, and J.W. Burns. 2010. Wide Area Security Region Final Report. PNNL-19331. Richland, WA: Pacific Northwest National Laboratory.
  • 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.
  • 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.
  • 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.

2009

  • Lu N., M.R. Weimar, Y.V. Makarov, J. Ma, and V.V. Viswanathan. 2009. The Wide-Area Energy Storage and Management System - Battery Storage Evaluation. PNNL-18679. Richland, WA: Pacific Northwest National Laboratory.
  • Lu S., and Y.V. Makarov. 2009. Low Probability Tail Event Analysis and Mitigation in BPA Control Area: Task One Report. PNNL-19027. Richland, WA: Pacific Northwest National Laboratory.
  • Lu S., Y.V. Makarov, C.A. McKinstry, A.J. Brothers, and S. Jin. 2009. Low Probability Tail Event Analysis and Mitigation in BPA Control Area: Task 2 Report. PNNL-18769. Richland, WA: Pacific Northwest National Laboratory.
  • Makarov Y.V., B. Yang, J.G. DeSteese, P. Nyeng, C.H. Miller, J. Ma, and S. Lu, et al. 2009. "Wide-Area Energy Storage and Management System to Balance Intermittent Resources in the Bonneville Power Administration and California ISO Control Areas." In Proceedings of the 8th International Workshop on Large-Scale Integration of Wind Power into Power Systems, October 14-15, 2009, Bremen, Germany, edited by U Betancourt and T Ackermann. Langen:Energynautics GmbH. PNNL-SA-68121.
  • Makarov Y.V., C. Loutan, J. Ma, and P. De Mello. 2009. "Operational Impacts of Wind Generation on California Power Systems." IEEE Transactions on Power Systems 24, no. 2:1039-1050. PNWD-SA-8140.

2008

  • Makarov Y.V., and S. Lu. 2008. Operational Impacts of Wind Energy Resources in the Bonneville Power Administration Control Area - Phase I Report. PNNL-17558. Richland, WA: Pacific Northwest National Laboratory.
  • Makarov Y.V., B. Yang, J.G. DeSteese, S. Lu, C.H. Miller, P. Nyeng, and J. Ma, et al. 2008. Wide-Area Energy Storage and Management system to Balance Intermittent Resources in the Bonneville Power Administration and California ISO Control Areas. PNNL-17574. Richland, WA: Pacific Northwest National Laboratory.
  • Makarov Y.V., C. Loutan, J. Ma, P. De Mello, and S. Lu. 2008. "Evaluating Impacts of Wind Generation on Regulation and Load Following Requirements in the California ISO Service Area." In Windpower 2008 Conference & Exhibition, June 104, 2008, Houston, Texas., 372-377. Washington, District Of Columbia:American Wind Energy Association. PNWD-SA-8232.
  • Makarov Y.V., C. Loutan, J. Ma, P. De Mello, and S. Lu. 2008. "Impacts of Integration of Wind Generation on Regulation and Load Following Requirements of California Power Systems." In Proceedings of 5th International Conference on the European Electricity Market - EEM 2008, 1-6. Piscataway, New Jersey:Institute of Electrical and Electronics Engineers. PNWD-SA-8100. doi:10.1109/EEM.2008.4579027
  • Makarov Y.V., C. Loutan, J. Ma, P. De Mello, and S. Lu. 2008. "Impacts of Wind Generation on Regulation and Load Following Requirements in the California System." In IEEE Power and Energy Society General Meeting: Conversion and Delivery of Electrical Energy in the 21st, 1-9. Piscataway, New Jersey:Institute of Electical and Electronics Engineers. PNWD-SA-8228. doi:10.1109/PES.2008.4596097
  • Makarov Y.V., S. Lu, B. McManus, J. Pease, and J. Pease. 2008. "The Future Impact of Wind on BPA Power System Ancillary Services." In 2008 IEEE PES Transmission and Distribution Conference and Exposition. Piscataway, New Jersey:Institute of Electrical and Electronics Engineers. PNNL-SA-59172. doi:10.1109/TDC.2008.4517101
  • Makarov Y.V., S. Lu, B. McManus, J. Pease, and J. Pease. 2008. "The Future Impact of Wind on BPA Power System Load Following and Regulation Requirements." In Proceedings 5th International Conference on the European Electricity Market - EEM08. Piscataway, New Jersey:IEEE. PNNL-SA-59229. doi:10.1109/EEM.2008.4579079
  • Makarov Y.V., S. Lu, J. Ma, and T.B. Nguyen. 2008. Assessing the Value of Regulation Resources Based on Their Time Response Characteristics. PNNL-17632. Richland, WA: Pacific Northwest National Laboratory.
  • Makarov Y.V., Z. Dong, and D.J. Hill. 2008. "On Convexity of Power Flow Feasibility Boundary." IEEE Transactions on Power Systems 23, no. 2:811-813. PNNL-SA-50145.
  • Yang B., Y.V. Makarov, J.G. DeSteese, V.V. Vishwanathan, P. Nyeng, B. McManus, and J. Pease, et al. 2008. "On the Use of Energy Storage Technologies for Regulation Services in Electric Power Systems with Significant Penetration of Wind Energy." In Proceedings of the 5th International Conference on the European Electricity Market: EEM 2008 European Electricity Market, 2008. EEM 2008. 5th International Conference on, 1-6. Piscataway, New Jersey:IEEE. PNNL-SA-59250. doi:10.1109/EEM.2008.4579075

2007

  • Makarov Y.V., J. Ma, and Z.Y. Dong. 2007. "Determining Static Stability Boundaries Using A Non-Iterative Method." In IEEE Power Engineering Society General Meeting, June 24-28, 2007, Tampa, FL, USA, 9 pages. Piscataway, New Jersey:Institute of Electrical and Electronics Engineers. PNNL-SA-59316. doi:10.1109/PES.2007.385897

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