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Energy and Environment Directorate

Publications

Optimization & Control Group

73 publications found:

2024

  • Bortoff S., B. Eisenhower, V.A. Adetola, and Z. O'Neill. 2024. "Building Automation." In The Impact of Automatic Control Research on Industrial Innovation, edited by S. Mastellone and A. van Delft. 43-84. Hoboken, New Jersey:John Wiley & Sons, Inc. PNNL-SA-188053. doi:10.1002/9781119983644.ch3
  • 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
  • Ramachandran T., S.S. Vasisht, A. Rahman, A. Bhattacharya, and V.A. Adetola. 2024. "A Computational Framework for Control Co-design of Resilient Cyber-Physical Systems with Applications to Microgrids." IEEE Transactions on Control Systems Technology 32, no. 3:793 - 804. PNNL-SA-183583. doi:10.1109/TCST.2023.3342144
  • 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
  • Daniel W.B., and T. Salsbury. 2023. Verification and Validation for Energy System Co-Design and Simulation. PNNL-34506. Richland, WA: Pacific Northwest National Laboratory. Verification and Validation for Energy System Co-Design and Simulation
  • 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
  • Mukherjee S., R. Hossain, Y. Liu, W. Du, V.A. Adetola, S. Mohiuddin, and Q. Huang, et al. 2023. "Enhancing Cyber Resilience of Networked Microgrids using Vertical Federated Reinforcement Learning." In IEEE Power & Energy Society General Meeting (PESGM 2023), July 16-20, 2023, Orlando, FL, 1-5. Piscataway, New Jersey:IEEE. PNNL-SA-178010. doi:10.1109/PESGM52003.2023.10252480
  • Naqvi S., V. Chandan, S. Bhattacharya, N. Luo, K. Kar, C. Sivaraman, and N. Radhakrishnan. 2023. "Data-Driven Co-optimization of Energy Efficiency and Indoor Environmental Quality in Commercial Buildings." In e-Energy '23 Companion: Companion Proceedings of the 14th ACM International Conference on Future Energy Systems, June 20-23, 2023, Orlando, FL, 140–144. New York, New York:Association for Computing Machinery. PNNL-SA-183755. doi:10.1145/3599733.3600262
  • Nazir M., and M. Almassalkhi. 2023. "Guaranteeing a Physically Realizable Battery Dispatch Without Charge-Discharge Complementarity Constraints." IEEE Transactions on Smart Grid 14, no. 3:2473 - 2476. PNNL-SA-190918. doi:10.1109/TSG.2021.3109805
  • Roy S., S. Nandanoori, S. Sarker, S. Kundu, and V.A. Adetola. 2023. "Disturbance Propagation Stability in Droop-Controlled Microgrids." In American Control Conference (ACC 2023), May 31-June 2, 2023, San Diego, CA, 3472-3477. Piscataway, New Jersey:IEEE. PNNL-SA-178344. doi:10.23919/ACC55779.2023.10156216
  • Salsbury T., A.P. Rogers, T.A. Yoder, S.R. Johnson, and X. Duan. 2023. "A New Control Score Concept for Building Performance Assessment." Journal of Building Engineering 66. PNNL-SA-177095. doi:10.1016/j.jobe.2022.105770
  • Salsbury T., K. Devaprasad, R.G. Lutes, and A.P. Rogers. 2023. "Smarter Building Start - A Distributed Solution." Energy and Buildings 282. PNNL-SA-177108. doi:10.1016/j.enbuild.2023.112776
  • Salsbury T., T.J. Terrill, J.K. Goddard, M. Yu, T.A. Yoder, and X. Duan. 2023. "A General Purpose Real-Time Optimization Strategy Applied to Minimizing Simultaneous Heating and Cooling in Buildings." In Proceedings of the American Control Conference (ACC 2023), May 31- June 2, 2023, San Diego, CA, 564-569. Piscataway, New Jersey:IEEE. PNNL-SA-177649. doi:10.23919/ACC55779.2023.10156399
  • Sharma H., L.D. Marinovici, V.A. Adetola, and H.T. Schaef. 2023. "Data-Driven Modeling of Power Generation for a Coal Power Plant Under Cycling." Energy and AI 11. PNNL-SA-171444. doi:10.1016/j.egyai.2022.100214
  • Upton S.A., G.L. Kidd, S. Kundu, S. Bhattacharya, Y. Lin, V.A. Adetola, and T. Ramachandran, et al. 2023. Introduction to ALERT: A User-Interface Tool for Resilient Optimization: Technical Report. PNNL-35082. Richland, WA: Pacific Northwest National Laboratory. Introduction to ALERT: A User-Interface Tool for Resilient Optimization: Technical Report
  • Vu T., S. Mukherjee, and V.A. Adetola. 2023. "Resilient Communication Scheme for Distributed Decision of Interconnecting Networks of Microgrids." 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-177453. doi:10.1109/ISGT51731.2023.10066341
  • 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
  • Yoder T.A., A.M. Piazza, S.C. Pratoomratana, and L.J. Sandahl. 2023. Very High Efficiency Dedicated Outdoor Air System Field Site Re-Evaluation. PNNL-34419. Richland, WA: Pacific Northwest National Laboratory. Very High Efficiency Dedicated Outdoor Air System Field Site Re-Evaluation
  • 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

  • Allwardt C.H., C. Sivaramakrishnan, S. Niddodi, and J.N. Haack. 2022. VOLTTRON Modular Framework: Enabling flexible and scalable deployment solutions. PNNL-32485. Richland, WA: Pacific Northwest National Laboratory. VOLTTRON Modular Framework: Enabling flexible and scalable deployment solutions
  • 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
  • Fan R., T. Yin, K. Yang, J. Lian, and J. Buckheit. 2022. "New data-driven approach to bridging power system protection gaps with deep learning." Electric Power Systems Research 208. PNNL-SA-158315. doi:10.1016/j.epsr.2022.107863
  • 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
  • Haack J.N. 2022. Remote Deployment and Setup of VOLTTRON Instances - CRADA 532. PNNL-32870. Richland, WA: Pacific Northwest National Laboratory. Remote Deployment and Setup of VOLTTRON Instances - CRADA 532
  • 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
  • Nandanoori S., S. Kundu, J. Lian, U. Vaidya, D.L. Vrabie, and K. Kalsi. 2022. "Sparse Control Synthesis for Uncertain Responsive Loads with Stochastic Stability Guarantees." IEEE Transactions on Power Systems 37, no. 1:167 - 178. PNNL-SA-156076. doi:10.1109/TPWRS.2021.3095827
  • Naqvi S., K. Kar, S. Bhattacharya, and V. Chandan. 2022. "Peak Power Minimization for Commercial Thermostatically Controlled Loads in Multi-Unit Grid-Interactive Efficient Buildings." IEEE Transactions on Sustainable Energy 13, no. 2:998 - 1010. PNNL-SA-162501. doi:10.1109/TSTE.2022.3140655
  • Nazir M., T. Ramachandran, S. Bhattacharya, A. Singhal, S. Kundu, and V.A. Adetola. 2022. "Optimization-Based Resiliency Verification in Microgrids via Maximal Adversarial Set Characterization." In American Control Conference (ACC 2022), June 8-10, 2022, Atlanta, GA, 2214-2220. Piscataway, New Jersey:IEEE. PNNL-SA-167569. doi:10.23919/ACC53348.2022.9867826
  • Pease L.F., T. Salsbury, K.K. Anderson, R.M. Underhill, J.E. Flaherty, E. Vlachokostas, and C. Burns, et al. 2022. "Size Dependent Infectivity of SARS-CoV-2 via Respiratory Droplets Spread through Central Ventilation Systems." International Communications in Heat and Mass Transfer 132. PNNL-SA-161825. doi:10.1016/j.icheatmasstransfer.2021.105748
  • 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
  • Vlachokostas E., C. Burns, T. Salsbury, R.C. Daniel, D.P. James, J.E. Flaherty, and N. Wang, et al. 2022. "Experimental Evaluation of Respiratory Droplet Spread to Rooms Connected by a Central Ventilation System." Indoor Air 32, no. 1:Art. No. e12940. PNNL-SA-162537. doi:10.1111/ina.12940
  • Wang D., R. Huang, J. Lian, and Z. Huang. 2022. End-to-end Analytics for Grid Arch Design & All-hazard Assessment. PNNL-33317. Richland, WA: Pacific Northwest National Laboratory. End-to-end Analytics for Grid Arch Design & All-hazard Assessment
  • 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

  • Bhattacharya A., S.S. Vasisht, V.A. Adetola, S. Huang, H. Sharma, and D.L. Vrabie. 2021. "Control Co-Design of Commercial Building Chiller Plant using Bayesian Optimization." Energy and Buildings 246. PNNL-SA-158439. doi:10.1016/j.enbuild.2021.111077
  • Bhattacharya S., H. Sharma, and V.A. Adetola. 2021. "Towards Learning-Based Architectures for Sensor Impact Evaluation in Building Controls." In Proceedings of the Twelfth ACM International Conference on Future Energy Systems (e-Energy '21), June 28-July 2, 2021, Virtual, Online, 493-498. New York, New York:Association for Computing Machinery. PNNL-SA-161319. doi:10.1145/3447555.3466591
  • Drgona J., A.R. Tuor, V. Chandan, and D.L. Vrabie. 2021. "Physics-constrained Deep Learning of Multi-zone Building Thermal Dynamics." Energy and Buildings 243. PNNL-SA-166470. doi:10.1016/j.enbuild.2021.110992
  • Fu Y., Z. O'Neill, and V.A. Adetola. 2021. "A Flexible and Generic Functional Mock-up Unit Based Threat Injection Framework for Grid-interactive Efficient Buildings: A Case Study in Modelica." Energy and Buildings 250. PNNL-SA-162819. doi:10.1016/j.enbuild.2021.111263
  • Fu Y., Z. O'Neill, Z. Yang, V.A. Adetola, J. Wen, L. Ren, and T. Wagner, et al. 2021. "Modeling and Evaluation of Cyber-Attacks on Grid-Interactive Efficient Buildings." Applied Energy 303. PNNL-SA-161423. doi:10.1016/j.apenergy.2021.117639
  • Huang S., Y. Lin, V. Chinde, X. Ma, and J. Lian. 2021. "Simulation-based Performance Evaluation of Model Predictive Control for Building Energy Systems." Applied Energy 281. PNNL-SA-152893. doi:10.1016/j.apenergy.2020.116027
  • 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
  • Jain M., K. Gupta, A. Visweswara Sathanur, V. Chandan, and M. Halappanavar. 2021. "Transfer-Learnt Energy Models for Predicting Electricity Consumption in Buildings with Limited and Sparse Field Data." In American Control Conference (ACC 2021), May 25-28, 2021, New Orleans, LA, 2887-2894. Piscataway, New Jersey:IEEE. PNNL-SA-156692. doi:10.23919/ACC50511.2021.9483228
  • Jain M., S. Kundu, A. Bhattacharya, S. Huang, V. Chandan, N. Radhakrishnan, and V.A. Adetola, et al. 2021. "Occupancy-Driven Stochastic Decision Framework for Ranking Commercial Building Loads." In Proceedings of the American Control Conference (ACC 2021), May 25-28, 2021, Virtual, New Orleans, LA, 2021, 4171 - 4177. Piscataway, New Jersey:IEEE. PNNL-SA-156937. doi:10.23919/ACC50511.2021.9482639
  • Kundu S., A. Bhattacharya, V. Chandan, N. Radhakrishnan, V.A. Adetola, and D.L. Vrabie. 2021. "A Stochastic Multi-Criteria Decision-Making Algorithm for Dynamic Load Prioritization in Grid-Interactive Efficient Buildings." ASME Letters in Dynamic Systems and Control 1, no. 3:Article No. 031014. PNNL-SA-156073. doi:10.1115/1.4050124
  • Lu X., V.A. Adetola, and Z. O'Neill. 2021. "What are the Impacts on the HVAC System when it Provides Frequency Regulation? – A Comprehensive Case Study with a Multi-Zone Variable Air Volume (VAV) System." Energy and Buildings 243. PNNL-SA-156823. doi:10.1016/j.enbuild.2021.110995
  • Mukherjee S., and V.A. Adetola. 2021. "A Secure Learning Control Strategy via Dynamic Camouflaging for Unknown Dynamical Systems under Attacks." In IEEE Conference on Control Technology and Applications (CCTA 2021), August 9-11, 2021, Virtual, Online, 905-910. Piscataway, New Jersey:IEEE. PNNL-SA-159067. doi:10.1109/CCTA48906.2021.9659093
  • Raza Naqvi S.A., K. Kar, S. Bhattacharya, and V. Chandan. 2021. "Peak Power Reduction for HVAC Operations in Multi-unit Commercial Buildings." In IEEE Power & Energy Society Innovative Smart Grid Technologies Conference (ISGT 2021), February 16-18, 2021, Washington DC, 01-05. Piscataway, New Jersey:IEEE. PNNL-SA-156176. doi:10.1109/ISGT49243.2021.9372176
  • Roy S., S.G. Aksoy, S. Sarkar, P. Wang, and S.J. Young. 2021. "Structural Controllability Assessment for Inverter-Based Microgrids." In North American Power Symposium (NAPS 2021), November 14-16, 2021, College Station, TX, 1-6. Piscataway, New Jersey:IEEE. PNNL-SA-165688. doi:10.1109/NAPS52732.2021.9654687
  • 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
  • Sharma H., V.A. Adetola, L.D. Marinovici, and H.T. Schaef. 2021. "DATA DRIVEN APPROACH TO ANALYZING THE IMPACT OF POWER PLANT CYCLING ON AIR PREHEATER DEGRADATION AND REMAINING USEFUL LIFE." In ASME Turbo Expo 2021: Turbomachinery Technical Conference and Exposition, June 7-11, 2021, Virtual, Online, Volume 9B, Paper No: GT2021-59914, V09BT26A013. New York, New York:ASME. PNNL-SA-158306. doi:10.1115/GT2021-59914
  • Wang P., K. Ma, J. Lian, and D.J. Hammerstrom. 2021. "On Anomaly Detection for Transactive Energy Systems with Competitive Market." International Journal of Electrical Power & Energy Systems 128. PNNL-SA-153856. doi:10.1016/j.ijepes.2020.106662
  • 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
  • Yang K., W. Gao, R. Fan, T. Yin, and J. Lian. 2021. "Synthetic High Impedance Fault Data through Deep Convolutional Generated Adversarial Network." In IEEE Green Technologies Conference (GreenTech 2021), April 7-9, 2021, Denver, CO, 339-343. Piscataway, New Jersey:IEEE. PNNL-SA-156353. doi:10.1109/GreenTech48523.2021.00061

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
  • Drgona J., A.R. Tuor, V. Chandan, and D.L. Vrabie. 2020. "Physics-constrained Deep Recurrent Neural Models of Building Thermal Dynamics." In Conference on Neural Information Processing Systems (NeurIPS 2020), Workshop Tackling Climate Change with Machine Learning, December 11, 2020, Virtual. San Diego, California:Neural Information Processing Systems Foundation, Inc. PNNL-SA-156966.
  • Jain M., K. Gupta, A. Visweswara Sathanur, V. Chandan, and M. Halappanavar. 2020. Exploration of Domain Aware Machine Learning for Grid Analytics: Transfer-Learnt Energy Models to Assist Buildings Control with Sparse Field Data. PNNL-30655. Richland, WA: Pacific Northwest National Laboratory. Exploration of Domain Aware Machine Learning for Grid Analytics: Transfer-Learnt Energy Models to Assist Buildings Control with Sparse Field Data
  • Kandakatla A.R., V. Chandan, S. Kundu, I. Chakraborty, K.A. Cook, and A. Dasgupta. 2020. "Towards Trust-Augmented Visual Analytics for Data-Driven Energy Modeling." In IEEE Workshop on TRust and EXpertise in Visual Analytics (TREX 2020), October 25-30, 2020, Salt Lake City, UT, 16-21. Piscataway, New Jersey:IEEE. PNNL-SA-154767. doi:10.1109/TREX51495.2020.00007

2018

Energy and Environment

Core Research Areas

Contacts