Di Wu
Di Wu
Biography
Di Wu is a chief research engineer and a team leader within the Optimization and Control group at Pacific Northwest National Laboratory (PNNL). Wu received both BS and MS degrees in electrical engineering from Shanghai Jiao Tong University, China, and a PhD in electrical and computer engineering from Iowa State University. At PNNL, 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.
Wu is a senior member of the Institute of Electrical and Electronics Engineers (IEEE) and a member of the IEEE Power and Energy Society and the Control System Society. He is an editor for the IEEE Transactions on Energy Markets, Policy and Regulation and served as an editor for the IEEE Power and Energy Technology System Journal and IEEE Open Access Journal of Power and Energy from 2014 to 2022. In addition, Wu is the chair of the IEEE Task Force on Data Analytics of Energy Storage and co-chair of the IEEE Task Force on Hydrogen Integration into Power System. He serves as an advisor for the Western Electricity Coordinating Council 2023 Study Program on Long-Duration Energy Storage.
Research Interest
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Energy Storage Analytics
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Demand Response
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Distributed Energy Resources
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Building-to-Grid Integration
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Microgrid
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Production Cost Modeling
Education
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PhD, electrical and computer engineering, Iowa State University, 2012
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MS, electrical engineering, Shanghai Jiao Tong University, China, 2006
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BS, electrical engineering, Shanghai Jiao Tong University, China, 2003
Patents
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U.S. Patent No. 11,169,214, November 9, 2021, "BATTERY SYSTEM MANAGEMENT THROUGH NON-LINEAR ESTIMATION OF BATTERY STATE OF CHARGE ".
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U.S. Patent No. 11,159,044, October 26, 2021, "HIERARCHAL FRAMEWORK FOR INTEGRATING DISTRIBUTED ENERGY RESOURCES INTO DISTRIBUTION SYSTEMS ".
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U.S. Patent No. 10,547,180, January 28, 2020, "BATTERY SYSTEM MANAGEMENT THROUGH NON-LINEAR ESTIMATION OF BATTERY STATE OF CHARGE ".
Publications
2023
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
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
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