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Energy and Environment Directorate

Di Wu

Di Wu

Pacific Northwest National Laboratory
PO Box 999
Richland, WA 99352
(509) 375-3975

Biography

Di Wu is a Chief Engineer and a Team Leader within the Optimization and Control Group at Pacific Northwest National Laboratory (PNNL). He received the B.S. and M.S. degrees in electrical engineering from Shanghai Jiao Tong University, China, in 2003 and 2006, respectively, and the Ph.D. in electrical and computer engineering from Iowa State University, Ames, in 2012. At PNNL, Dr. Wu leads several research projects on energy storage analytics, building-to-grid integration, and microgrid design. His other research interests include plug-in electric vehicles, distributed control, production cost modeling, advanced grid analytics, and hybrid energy systems. Dr. Wu is a Senior Member of IEEE and a member of the IEEE Power and Energy Society and the Control System Society. He serves as an Editor for the IEEE Open Access Journal of Power and Energy. He is a co-Chair of the working group on Microgrid Business and Use Case Development, and a former secretary of the working group on Economics of Energy Storage in the IEEE Power and Energy Society.

Research Interests

  • Energy storage analytics
  • Demand response
  • Distributed energy resources
  • Building-to-grid integration
  • Microgrid
  • Production cost modeling

Education and Credentials

  • Ph.D. Electrical & Computer Engineering, Iowa State University, 2012
  • M.S. Electrical Engineering, Shanghai Jiao Tong University, China, 2006
  • B.S. Electrical Engineering, Shanghai Jiao Tong University, China, 2003

PNNL Patents

PNNL Publications

2024

  • Hao W., B. Huang, W. Pan, D. Wu, and S. Mou. 2024. "Deep Koopman Learning of Nonlinear Time-Varying Systems." Automatica 159. PNNL-SA-172533. doi:10.1016/j.automatica.2023.111372
  • Li Y., L. Song, Y. Hu, H. Lee, D. Wu, P. Rehm, and N. Lu. 2024. "Load Profile Inpainting for Missing Load Data Restoration and Baseline Estimation." IEEE Transactions on Smart Grid 15, no. 2:2251-2260. PNNL-SA-180344. doi:10.1109/TSG.2023.3293188
  • Wu D. 2024. Vouchers to Enable Laboratory and Organizational Collaboration for Innovation and Technology Improvements (VELOCITI) Round 6 - CRADA 639 (Abstract). PNNL-36194. Richland, WA: Pacific Northwest National Laboratory. Vouchers to Enable Laboratory and Organizational Collaboration for Innovation and Technology Improvements (VELOCITI) Round 6 - CRADA 639 (Abstract)

2023

  • Balducci P.J., M.R. Weimar, X. Ma, D. Wu, J. Kwon, A. Schliefer, and V. Koritarov, et al. 2023. "New Tool Evaluates the Financial Viability of Pumped Storage Hydropower." IEEE Power & Energy Magazine 21, no. 6:98-109. PNNL-SA-189844. doi:10.1109/MPE.2023.3308240
  • Bhatti B., S. Hanif, M.E. Alam, B. Mitra, R.L. Kini, and D. Wu. 2023. "Using Energy Storage Systems to Extend the Life of Hydropower Plants." Applied Energy 337. PNNL-SA-174080. doi:10.1016/j.apenergy.2023.120894
  • Farakhor A., D. Wu, Y. Wang, and H. Fang. 2023. "A Novel Modular, Reconfigurable Battery Energy Storage System: Design, Control, and Experimentation." IEEE Transactions on Transportation Electrification 9, no. 2:2878-2890. PNNL-SA-174130. doi:10.1109/TTE.2022.3223993
  • Farakhor A., Y. Wang, D. Wu, and H. Fang. 2023. "Distributed Optimal Power Management for Battery Energy Storage Systems: A Novel Accelerated Tracking ADMM Approach." In Proceedings of the American Control Conference (ACC 2023), May 31- June 2, 2023, San Diego, CA, 3106-3112. Piscataway, New Jersey:IEEE. PNNL-SA-182023. doi:10.23919/ACC55779.2023.10156008
  • Hu R., K. Ye, H. Kim, H. Lee, N. Lu, D. Wu, and P. Rehm. 2023. "Design Considerations of a Coordinative Demand Charge Mitigation Strategy." 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-179948. doi:10.1109/PESGM52003.2023.10252618
  • Huang B., S. Huang, X. Ma, S. Katipamula, D. Wu, and R.G. Lutes. 2023. "Stochastic Scheduling for Commercial Building Cooling Systems: Considering Uncertainty in Zone Temperature Prediction." Applied Energy 346. PNNL-SA-181045. doi:10.1016/j.apenergy.2023.121367
  • Kazimierczuk K., C.D. Henderson, K.P. Duffy, S. Hanif, S. Bhattacharya, S. Biswas, and E.C. Jacroux, et al. 2023. "A socio-technical assessment of marine renewable energy potential in coastal communities." Energy Research & Social Science 100. PNNL-SA-178137. doi:10.1016/j.erss.2023.103098
  • Kim H., K. Ye, H. Lee, R. Hu, N. Lu, D. Wu, and P. Rehm. 2023. "An ICA-Based HVAC Load Disaggregation Method Using Smart Meter Data." 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-177301. doi:10.1109/ISGT51731.2023.10066402
  • Ma X., D. Wu, and A.J. Crawford. 2023. "Incorporating Operational Uncertainties into the Dispatch of an Integrated Solar and Storage System." 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-177048. doi:10.1109/ISGT51731.2023.10066460
  • Ma X., D. Wu, R. Rebich, D. McCaughey, R. Major, T. Barham, and D. Quintana, et al. 2023. Energy Northwest - Advanced Grid Interactive Load Efficiency (AGILE) : A Techno-economic Assessment. PNNL-ACT-10136. Richland, WA: Pacific Northwest National Laboratory. Energy Northwest - Advanced Grid Interactive Load Efficiency (AGILE) : A Techno-economic Assessment
  • Ye K., H. Kim, Y. Hu, N. Lu, D. Wu, and P. Rehm. 2023. "A Modified Sequence-to-point HVAC Load Disaggregation Algorithm." In IEEE Power & Energy Society General Meeting (PESGM 2023), July 16-20, 2023, Orlando, FL, 1-5. Piscataway, New Jersey:IEEE. PNNL-SA-179949. doi:10.1109/PESGM52003.2023.10252553
  • Zhu Y., X. Ma, D. Wu, and J. Do. 2023. "A Multi-objective Microgrid Assessment and Sizing Framework for Economic and Resilience Benefits." In IEEE Power & Energy Society General Meeting (PESGM 2023), July 16-20, 2023, Orlando, FL, 1-5. Piscataway, New Jersey:IEEE. PNNL-SA-179479. doi:10.1109/PESGM52003.2023.10253339

2022

  • Crawford A.J., D. Wu, and V.V. Viswanathan. 2022. OPALCO - Decatur Island Solar and Energy Storage Project: An Assessment of Battery Technical Performance. PNNL-ACT-10121. Richland, WA: Pacific Northwest National Laboratory. OPALCO - Decatur Island Solar and Energy Storage Project: An Assessment of Battery Technical Performance
  • Das A., and D. Wu. 2022. "Optimal Coordination of Distributed Energy Resources Using Deep Deterministic Policy Gradient." In IEEE Electrical Energy Storage Applications and Technologies (EESAT) 2022, Austin, TX., 1-5. Piscataway, New Jersey:IEEE. PNNL-SA-174133. doi:10.1109/EESAT55007.2022.9998046
  • Das A., Z. Ni, and D. Wu. 2022. "An Efficient Distributed Reinforcement Learning for Enhanced Multi-Microgrid Management." In International Joint Conference on Neural Networks (IJCNN 2022), July 18-23, 2022, Padua, Italy, 1-6. Piscataway, New Jersey:IEEE. PNNL-SA-170345. doi:10.1109/IJCNN55064.2022.9892754
  • Fu T., H. Zhou, X. Ma, Z. Hou, and D. Wu. 2022. "Predicting Peak Day and Peak Hour of Electricity Demand with Ensemble Machine Learning." Frontiers in Energy Research 10. PNNL-SA-170421. doi:10.3389/fenrg.2022.944804
  • Ma X., C. Holland, J.B. Twitchell, and D. Wu. 2022. "Optimal Sizing and Operation of a Hybrid Clean Energy Center." In IEEE Electrical Energy Storage Applications and Technologies (EESAT) 2022, Austin, TX., 1-5. Piscataway, New Jersey:IEEE. PNNL-SA-174560. doi:10.1109/EESAT55007.2022.9998017
  • Ma X., D. Wu, and A.J. Crawford. 2022. Energy Northwest - Horn Rapids Solar and Storage: A Techno-economic Assessment. PNNL-ACT-10125. Richland, WA: Pacific Northwest National Laboratory. Energy Northwest - Horn Rapids Solar and Storage: A Techno-economic Assessment
  • Perez M., R. Fan, and D. Wu. 2022. "Optimal operation and sizing of pumped thermal energy storage for net benefits maximization." IET Generation, Transmission and Distribution 16, no. 17:3509-3521. PNNL-SA-172532. doi:10.1049/gtd2.12541
  • Siberry V., D. Wu, D. Wang, and X. Ma. 2022. Energy Storage Valuation: A Review of Use Cases and Modeling Tools. PNNL-32615. Richland, WA: Pacific Northwest National Laboratory. Energy Storage Valuation: A Review of Use Cases and Modeling Tools
  • Wu D., D. Wang, T. Ramachandran, and J.D. Holladay. 2022. "A techno-economic assessment framework for hydrogen energy storage toward multiple energy delivery pathways and grid services." Energy 249, no. 2022:Art. No. 123638. PNNL-SA-167447. doi:10.1016/j.energy.2022.123638
  • Wu D., X. Ma, T. Fu, Z. Hou, P. Rehm, and N. Lu. 2022. "Design of a Battery Energy Management System for Capacity Charge Reduction." IEEE Open Access Journal of Power and Energy 9. PNNL-SA-172534. doi:10.1109/OAJPE.2022.3196690

2021

  • Huang S., Y. Ye, D. Wu, and W. Zuo. 2021. "An assessment of power flexibility from commercial building cooling systems in the United States." Energy 221. PNNL-SA-151748. doi:10.1016/j.energy.2020.119571
  • Ma K., D. Wang, J. Lian, D. Wu, and S. Katipamula. 2021. "Market-based Co-optimization of Energy and Ancillary Services with Distributed Energy Resource Flexibilities." 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-146060. doi:10.1109/TD39804.2020.9299658
  • 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
  • Wang J., S. Huang, D. Wu, and N. Lu. 2021. "Operating a commercial building HVAC load as a virtual battery through airflow control." IEEE Transactions on Sustainable Energy 12, no. 1:158-168. PNNL-SA-143915. doi:10.1109/TSTE.2020.2988513
  • Wu D., and X. Ma. 2021. "Modeling and Optimization Methods for Controlling and Sizing Grid-connected Energy Storage: A Review." Current Sustainable/Renewable Energy Reports 8, no. 2:123-130. PNNL-SA-157337. doi:10.1007/s40518-021-00181-9
  • Wu D., X. Ma, P.J. Balducci, and D. Bhatnagar. 2021. "An economic assessment of behind-the-meter photovoltaics paired with batteries on the Hawaiian Islands." Applied Energy 286. PNNL-SA-156151. doi:10.1016/j.apenergy.2021.116550

2020

  • Balducci P.J., K. Mongird, D. Wu, D. Wang, V. Fotedar, and R.T. Dahowski. 2020. "An Evaluation of the Economic and Resilience Benefits of a Microgrid in Northampton, Massachusetts." Energies 13, no. 18:4802. PNNL-SA-155031. doi:10.3390/en13184802
  • Das A., Z. Ni, X. Zhong, and D. Wu. 2020. "Experimental Validation of Approximate Dynamic Programming Based Optimization and Convergence on Microgrid Applications." In IEEE Power & Energy Society General Meeting (PESGM 2020), August 2-6, 2020, Montreal, Canada, 1-5. Piscataway, New Jersey:IEEE. PNNL-SA-149041. doi:10.1109/PESGM41954.2020.9281629
  • Wang P., D. Wu, and K. Kalsi. 2020. "Flexibility Estimation and Control of Thermostatically Controlled Loads with Lock Time for Regulation Service." IEEE Transactions on Smart Grid 11, no. 4:3221-3230. PNNL-SA-146718. doi:10.1109/TSG.2020.2973186
  • Wu D., P. Wang, X. Ma, and K. Kalsi. 2020. "Scheduling and Control of Flexible Building Loads for Grid Services Based on a Virtual Battery Model." In 21st IFAC World Congress, July 12-17, 2020, Berlin, Germany. IFAC-PapersOnline, edited by R. Findeisen, S. Hirche, K. Janschek and M. Monnigmann, 53, 13333-13338. PNNL-SA-149378. doi:10.1016/j.ifacol.2020.12.167
  • Wu D., P.J. Balducci, A.J. Crawford, K. Mongird, and X. Ma. 2020. "Building Battery Energy Storage System Performance Data into an Economic Assessment." In IEEE Power & Energy Society General Meeting (PESGM 2020), August 2-6, 2020, Montreal, Canada, 1-5. Piscataway, New Jersey:IEEE. PNNL-SA-149037. doi:10.1109/PESGM41954.2020.9282053
  • Wu D., X. Ma, S. Huang, T. Fu, and P.J. Balducci. 2020. "Stochastic Optimal Sizing of Distributed Energy Resources for a Cost-effective and Resilient Microgrid." Energy 198. PNNL-SA-150028. doi:10.1016/j.energy.2020.117284

2019

  • Huang S., and D. Wu. 2019. "Validation on Aggregate Flexibility from Residential Air Conditioning Systems for Building-to-Grid Integration." Energy and Buildings 200. PNNL-SA-141726. doi:10.1016/j.enbuild.2019.07.043
  • Ke X., D. Wu, and N. Lu. 2019. "A Real-Time Greedy-Index Dispatching Policy for using PEVs to Provide Frequency Regulation Service." IEEE Transactions on Smart Grid 10, no. 1:864-877. PNNL-SA-119165. doi:10.1109/TSG.2017.2754241
  • Reiman A.P., A. Somani, M.E. Alam, P. Wang, D. Wu, and K. Kalsi. 2019. "Power Factor Correction in Feeders with Distributed Photovoltaics Using Residential Appliances as Virtual Batteries." IEEE Access 7. PNNL-SA-142759. doi:10.1109/ACCESS.2019.2928568
  • Wang J., N. Lu, S. Huang, and D. Wu. 2019. "A Data-driven Control Method for Operating the Commercial HVAC Load as a Virtual Battery." In IEEE Power & Energy Society General Meeting (PESGM 2019), August 4-8, 2019, Atlanta, GA, 1-5. Piscataway, New Jersey:IEEE. PNNL-SA-139487. doi:10.1109/PESGM40551.2019.8973486
  • Wang P., D. Wu, and J. Wang. 2019. "Impacts of Lock-off Time on Virtual Battery Model from Thermostatically Controlled Loads." In IEEE Power & Energy Society General Meeting (PESGM 2019), August 4-8, 2019. Piscataway, New Jersey:IEEE. PNNL-SA-139486. doi:10.1109/PESGM40551.2019.8973442
  • Wu D., N. Radhakrishnan, and S. Huang. 2019. "A Hierarchical Charging Control of Plug-in Electric Vehicles with Simple Flexibility Model." Applied Energy 253. PNNL-SA-136731. doi:10.1016/j.apenergy.2019.113490
  • Yang T., D. Wu, H. Fang, W. Ren, H. Wang, Y. Hong, and K. Johansson. 2019. "Distributed Energy Resources Coordination over Time-varying Directed Communication Networks." IEEE Transactions on Control of Network Systems 6, no. 3:1124-1134. PNNL-SA-131101. doi:10.1109/TCNS.2019.2921284
  • Yang T., X. Yi, J. Wu, Y. Yuan, D. Wu, Z. Meng, and Y. Hong, et al. 2019. "A Survey of Distributed Optimization." Annual Reviews in Control 47. PNNL-SA-139833. doi:10.1016/j.arcontrol.2019.05.006

2018

  • Balducci P.J., M.E. Alam, T.D. Hardy, and D. Wu. 2018. "Assigning Value to Energy Storage Systems at Multiple Points in an Electrical Grid." Energy and Environmental Science 11, no. 8:1926-1944. PNNL-SA-130624. doi:10.1039/C8EE00569A
  • Du W., L. Yao, D. Wu, X. Li, G. Liu, and T. Yang. 2018. "Accelerated Distributed Energy Management for Microgrids." In IEEE Power and Energy Society General Meeting (PESGM 2018), August 5-10, 2018, Portland, OR, 1-5. Piscataway, New Jersey:IEEE. PNNL-SA-130417. doi:10.1109/PESGM.2018.8586094
  • Hao H., D. Wu, J. Lian, and T. Yang. 2018. "Optimal Coordination of Building Loads and Energy Storage for Power Grid and End User Services." IEEE Transactions on Smart Grid 9, no. 5:4335-4345. PNNL-SA-118868. doi:10.1109/TSG.2017.2655083
  • Lian J., Y. Sun, K. Kalsi, S.E. Widergren, H. Ren, and D. Wu. 2018. Transactive System: Part II: Analysis of Two Pilot Transactive Systems using Foundational Theory and Metrics. PNNL-27235 Part 2. Richland, WA: Pacific Northwest National Laboratory. doi:10.2172/1422303.Transactive System: Part II: Analysis of Two Pilot Transactive Systems using Foundational Theory and Metrics
  • Meng Z., T. Yang, G. Li, W. Ren, and D. Wu. 2018. "Synchronization of coupled dynamical systems: tolerance to weak connectivity and arbitrarily bounded time-varying delays." IEEE Transactions on Automatic Control 63, no. 6:1791-1797. PNNL-SA-116223. doi:10.1109/TAC.2017.2754219
  • Voisin N., M. Kintner-Meyer, D. Wu, R. Skaggs, T. Fu, T. Zhou, and T.B. Nguyen, et al. 2018. "Opportunities for joint water-energy management: sensitivity of the 2010 Western U.S. electricity grid operations to climate oscillations." Bulletin of the American Meteorological Society 99, no. 2:299-312. PNNL-SA-121241. doi:10.1175/BAMS-D-16-0253.1
  • Wang P., Y. Gao, N. Yu, W. Ren, J. Lian, and D. Wu. 2018. "Communication-efficient Distributed Solutions to a System of Linear Equations with Laplacian Sparse Structure." In 2018 IEEE Conference on Decision and Control (CDC), 3367-3372. Piscataway, New Jersey:IEEE. PNNL-SA-133154. doi:10.1109/CDC.2018.8619387
  • Wu D., H. Hao, T. Fu, and K. Kalsi. 2018. "Regional Assessment of Virtual Battery Potential from Building Loads." 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-128303. doi:10.1109/TDC.2018.8440225
  • Wu D., P.J. Balducci, A.J. Crawford, V.V. Viswanathan, and M. Kintner-Meyer. 2018. "Optimal Control for Battery Storage Using Nonlinear Models." In Electrical Energy Storage Applications and Technologies (EESAT 2017), October 11-13, 2017, San Diego, CA. Washington D.C.:US Department of of Energy/Office of Electricity. PNNL-SA-122197.
  • Wu D., X. Ke, N. Radhakrishnan, and A.P. Reiman. 2018. "Optimization Methods for Evaluating PEV Charging Considering Customer Behavior." In IEEE Power and Energy Society General Meeting (PESGM 2018), August 5-10, 2018, Portland, OR. Piscataway, New Jersey:IEEE. PNNL-SA-130670. doi:10.1109/PESGM.2018.8586401

2017

  • Alam M.E., P.J. Balducci, V.V. Viswanathan, A.J. Crawford, D. Wu, T.D. Hardy, and K. Mongird. 2017. "CONTROLLING ENERGY STORAGE SYSTEMS: LESSONS LEARNED FROM THE WASHINGTON CLEAN ENERGY FUND DEMONSTRATION PROJECTS." In Electrical Energy Storage Applications and Technologies (EESAT 2017), October 11-13, 2017, San Diego, CA. Albuquerque, New Mexico:Sandia National Laboratories. PNNL-SA-131851.
  • Balducci P.J., M.E. Alam, V.V. Viswanathan, D. Wu, A.J. Crawford, K. Mongird, and M.R. Weimar, et al. 2017. "An Economic Assessment of Portland General Electric's Salem Smart Power Center Energy Storage System." In Electrical Energy Storage Applications and Technologies (EESAT 2017), October 11-13, 2017, San Diego, CA. Albuquerque, New Mexico:Sandia National Laboratories. PNNL-SA-129062.
  • Balducci P.J., M.E. Alam, V.V. Viswanathan, D. Wu, A.J. Crawford, K. Mongird, and M.R. Weimar, et al. 2017. The Salem Smart Power Center: An Assessment of Battery Performance and Economic Potential. PNNL-26858. Richland, WA: Pacific Northwest National Laboratory. doi:10.2172/1406263.The Salem Smart Power Center: An Assessment of Battery Performance and Economic Potential
  • Diao R., S. Jin, F. Howell, Z. Huang, L. Wang, D. Wu, and Y. Chen. 2017. "On Parallelizing Single Dynamic Simulation using HPC Techniques and APIs of Commercial Software." IEEE Transactions on Power Systems 32, no. 3:2225-2233. PNNL-SA-112876. doi:10.1109/TPWRS.2016.2601024
  • Hansen J., T.W. Edgar, J.A. Daily, and D. Wu. 2017. "Evaluating Transactive Controls of Integrated Transmission and Distribution Systems using the Framework for Network Co-Simulation." In American Control Conference (ACC 2017), May 24-26, 2017, Seattle, Washington, 4010-4017. Piscataway, New Jersey:IEEE. PNNL-SA-124258. doi:10.23919/ACC.2017.7963570
  • Jin S., Z. Huang, R. Diao, D. Wu, and Y. Chen. 2017. "Comparative Implementation of High Performance Computing for Power System Dynamic Simulations." IEEE Transactions on Smart Grid 8, no. 3:1387-1395. PNNL-SA-113488. doi:10.1109/TSG.2016.2647220
  • Lian J., D. Wu, K. Kalsi, and H. Chen. 2017. "Theoretical Framework for Integrating Distributed Energy Resources into Distribution Systems." In IEEE Power & Energy Society General Meeting, July 16-20, 2017, Chicago, Illinois, 1-5. Piscataway, New Jersey:IEEE. PNNL-SA-122233. doi:10.1109/PESGM.2017.8274331
  • Wu D., J. Lian, Y. Sun, T. Yang, and J. Hansen. 2017. "Hierarchical Control Framework for Integrated Coordination Between Distributed Energy Resources and Demand Response." Electric Power Systems Research 150. PNNL-SA-116222. doi:10.1016/j.epsr.2017.05.002
  • Wu D., M. Kintner-Meyer, T. Yang, and P.J. Balducci. 2017. "Analytical Sizing Methods for behind-the-meter Battery Storage." Journal of Energy Storage 12. PNNL-SA-122123. doi:10.1016/j.est.2017.04.009
  • Wu D., T. Yang, A. Stoorvogel, and J. Stoustrup. 2017. "Distributed Optimal Coordination for Distributed Energy Resources in Power Systems." IEEE Transactions on Automation Science and Engineering 14, no. 2:414-424. PNNL-SA-116492. doi:10.1109/TASE.2016.2627006
  • Wu J., T. Yang, D. Wu, K. Kalsi, and K. Johansson. 2017. "Distributed optimal dispatch of distributed energy resources over lossy communication networks." IEEE Transactions on Smart Grid 8, no. 6:3125-3137. PNNL-SA-122001. doi:10.1109/TSG.2017.2720761
  • Yang T., D. Wu, W. Ren, H. Wang, Y. Hong, and K. Johansson. 2017. "Cooperative Optimal Coordination for Distributed Energy Resources." In IEEE 56th Annual Conference Conference on Decision and Control (CDC 2017), December 12-15, 2017 Melbourne, Australia, 6334-6339. Piscataway, New Jersey:IEEE. PNNL-SA-124304. doi:10.1109/CDC.2017.8264614
  • Yang T., J. Lu, D. Wu, J. Wu, G. Shi, Z. Meng, and K. Johansson. 2017. "A Distributed Algorithm for Economic Dispatch over Time-Varying Directed Networks with Delays." IEEE Transactions on Industrial Electronics 64, no. 6:5095-5106. PNNL-SA-114079. doi:10.1109/TIE.2016.2617832

2016

  • Fang H., D. Wu, and T. Yang. 2016. "Cooperative Management of a Lithium-Ion Battery Energy Storage Network: A Distributed MPC Approach." In IEEE 55th Conference on Decision and Control, December 12-14, 2016, Las Vegas, NV, 4226-4232. Piscataway, New Jersey:IEEE. PNNL-SA-121223. doi:10.1109/CDC.2016.7798911
  • Ke X., D. Wu, J.S. Rice, M.C. Kintner-Meyer, and N. Lu. 2016. "Quantifying impacts of heat waves on power grid operation." Applied Energy 183. PNNL-SA-116806. doi:10.1016/j.apenergy.2016.08.188
  • Voisin N., M.C. Kintner-Meyer, R. Skaggs, T.B. Nguyen, D. Wu, J.A. Dirks, and Y. Xie, et al. 2016. "Vulnerability of the US Western Electric Grid to Hydro-Climatological Conditions: How bad can it get?." Energy 115, no. Part 1:1-12. PNNL-SA-112684. doi:10.1016/j.energy.2016.08.059
  • Wu D., M.C. Kintner-Meyer, T. Yang, and P.J. Balducci. 2016. "Economic Analysis and Optimal Sizing for behind-the-meter Battery Storage." In 2016 IEEE Power and Energy Society General Meeting, July 17-21, 2016, Boston, Massachusetts, 1-5. Piscataway, New Jersey:IEEE. PNNL-SA-114067. doi:10.1109/PESGM.2016.7741210
  • Yang T., and D. Wu. 2016. "Distributed Load Shedding over Directed Communication Networks with Time Delays." In IEEE/PES Transmission and Distribution Conference and Exposition (T&D 2016), May 2-5, 2016, Dallas, Texas, edited by IEEE, 1-5. Piscataway, New Jersey:IEEE. PNNL-SA-109031. doi:10.1109/TDC.2016.7519859
  • Yang T., D. Wu, A.A. Stoorvogel, and J. Stoustrup. 2016. "Distributed Coordination of Energy Storage with Distributed Generators." In IEEE Power and Energy Society General Meeting (PESGM 2016), July 17-21, 2016, Boston, MA. Piscataway, New Jersey:IEEE. PNNL-SA-114377. doi:10.1109/PESGM.2016.7741778
  • Yang T., D. Wu, Y. Sun, and J. Lian. 2016. "Minimum-Time Consensus-Based Approach for Power System Applications." IEEE Transactions on Industrial Electronics 63, no. 2:1318-1328. PNNL-SA-107198. doi:10.1109/TIE.2015.2504050

2015

  • Jin S., Y. Chen, D. Wu, R. Diao, and Z. Huang. 2015. "Implementation of Parallel Dynamic Simulation on Shared-Memory vs. Distributed-Memory Environments." In 9th IFAC Symposium on Control of Power and Energy Systems (CPES 2015), December 9-11, 2015, New Delhi, India. IFAC-PapersOnLine, edited by S Mishra, 48, 221-226. Amsterdam:Elsevier. PNNL-SA-100015. doi:10.1016/j.ifacol.2015.12.381
  • Ke X., N. Lu, D. Wu, and M.C. Kintner-Meyer. 2015. "A modified priority list-based MILP method for solving large-scale unit commitment problems." In 2015 IEEE Proceedings of Power & Energy Society General Meeting, July 26-30, 2015, Denver, Colorado, 1-5. Piscataway, New Jersey:IEEE. PNNL-SA-106918. doi:10.1109/PESGM.2015.7286561
  • Wu D., C. Jin, P.J. Balducci, and M.C. Kintner-Meyer. 2015. "An Energy Storage Assessment: Using Optimal Control Strategies to Capture Multiple Services." In IEEE Power and Energy Society General Meeting, July 26-30, 2015, Denver, Colorado, 1-5. Piscataway, New Jersey:IEEE. PNNL-SA-106768. doi:10.1109/PESGM.2015.7285820
  • Yang T., D. Wu, Y. Sun, and J. Lian. 2015. "Impacts of Time Delays on Distributed Algorithms for Economic Dispatch." In IEEE Power & Energy Society General Meeting, July 26-30, 2015, Denver, Colorado, 1-5. Piscataway, New Jersey:IEEE. PNNL-SA-106877. doi:10.1109/PESGM.2015.7286216

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
  • 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

2013

  • Jin S., Z. Huang, R. Diao, D. Wu, and Y. Chen. 2013. "Parallel Implementation of Power System Dynamic Simulation." In IEEE Power and Energy Society (PES) General Meeting, July 21-25, 2013, Vancouver, BC, 1-5. Piscataway, New Jersey:Institute of Electrical and Electronics Engineers (IEEE). PNNL-SA-92399. doi:10.1109/PESMG.2013.6672565

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