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Energy and Environment Directorate


Hydrology Group

75 publications found:


  • Fan X., D. Wang, C. Qin, K. Guddanti, V. Tiruchirappalli Narayana Kumar, Y. Chen, and J.P. Ogle, et al. 2023. 5G Energy FRAME: The Design and Implementation of Data, Model, and Use Case - Year 2 Report. PNNL-34658. Richland, WA: Pacific Northwest National Laboratory. 5G Energy FRAME: The Design and Implementation of Data, Model, and Use Case - Year 2 Report
  • Goldberger L.A., I. Gonzalez-Hirshfeld, K.D. Nelson, H.S. Mehta, F. Mei, J.M. Tomlinson, and B. Schmid, et al. 2023. "High-Resolution Image Products Acquired from Mid-sized Uncrewed Aerial Systems for Land–Atmosphere Studies." Remote Sensing 15, no. 16:Art. No. 3940. PNNL-SA-183243. doi:10.3390/rs15163940
  • Guddanti K., B. Vyakaranam, K. Mahapatra, Z. Hou, P.V. Etingov, N.A. Samaan, and T.B. Nguyen, et al. 2023. "Dynamic Security Analysis Framework for Future Large Grids with High Renewable Penetrations." IEEE Access 11. PNNL-SA-174886. doi:10.1109/ACCESS.2023.3238316
  • Haas T., T.R. Castro-Santos, S.M. Miehls, Z. Deng, T.M. Bruning, and C.M. Wagner. 2023. "Survival, healing, and swim performance of juvenile migratory sea lamprey (Petromyzon marinus) implanted with a new acoustic microtransmitter designed for small eel-like fishes." Animal Biotelemetry 11. PNNL-SA-170397. doi:10.1186/s40317-023-00318-1
  • Helseth A., A.C. Melo, Q.M. Ploussard, B. Mo, M.E. Maceira, A. Botterud, and N. Voisin. 2023. "Hydropower Scheduling Toolchains: Comparing Experiences in Brazil, Norway and USA and Implications for Synergistic Research." Journal of Water Resources Planning and Management 149, no. 7:Art. No. 04023030. PNNL-SA-174957. doi:10.1061/JWRMD5.WRENG-5911
  • Li X., D. Fu, J.W. Nielsen-Gammon, S. Gangrade, S. Kao, P. Chang, and M. Morales-Hernández, et al. 2023. "Impacts of climate change on future hurricane induced rainfall and flooding in a coastal watershed: A case study on Hurricane Harvey." Journal of Hydrology 616. PNNL-SA-174997. doi:10.1016/j.jhydrol.2022.128774
  • Lin X., J. Fan, Z. Hou, and J. Wang. 2023. "Machine Learning of Key Variables Impacting Extreme Precipitation in Various Regions of the Contiguous United States." Journal of Advances in Modeling Earth Systems 15, no. 3:Art. No. e2022MS003334. PNNL-SA-183247. doi:10.1029/2022MS003334
  • Rose S.A., J.D. Tagestad, and S.F. Snyder. 2023. Pacific Northwest National Laboratory Regional Populations – 2020 Census: Richland Campus and Sequim Campus. PNNL-25305 Rev. 1. Richland, WA: Pacific Northwest National Laboratory. Pacific Northwest National Laboratory Regional Populations – 2020 Census: Richland Campus and Sequim Campus
  • Song X., H. Ren, Z. Hou, X. Lin, M. Karanovic, M.J. Tonkin, and V.L. Freedman, et al. 2023. "Predicting Future Well Performance for Environmental Remediation Design using Deep Learning." Journal of Hydrology 617, no. Part C:Art. No. 129110. PNNL-SA-178074. doi:10.1016/j.jhydrol.2023.129110
  • Tagestad J.D., T.M. Saltiel, and A. Coleman. 2023. "Rapid Spaceborne Mapping of Wildfire Retardant Drops for Active Wildfire Management." Remote Sensing 15, no. 2:Art. No. 342. PNNL-SA-180627. doi:10.3390/rs15020342
  • Voisin N., D.J. Rose, D.P. Broman, N. Sun, and I.P. Kraucunas. 2023. Exploring Multiscale Earth System and Human-Earth System Dynamics in the Puget Sound Region. PNNL-33801. Richland, WA: Pacific Northwest National Laboratory. Exploring Multiscale Earth System and Human-Earth System Dynamics in the Puget Sound Region
  • Yan H., N. Sun, H.A. Eldardiry, T.B. Thurber, P. Reed, K. Malek, and R. Gupta, et al. 2023. "Large Ensemble Diagnostic Evaluation of Hydrologic Parameter Uncertainty in the Community Land Model Version 5 (CLM5)." Journal of Advances in Modeling Earth Systems 15, no. 5:Art. No. e2022MS003312. PNNL-SA-175184. doi:10.1029/2022MS003312
  • Zang X., T.J. Carlson, J.J. Martinez, J. Lu, and Z. Deng. 2023. "Towards assessing the impact of anthropogenic sound on fishes: gaps, perspectives, and a case study of a large floating bridge." Fisheries Research 265. PNNL-SA-167026. doi:10.1016/j.fishres.2023.106747
  • Zhou T., S. Kao, W. Xu, S. Gangrade, and N. Voisin. 2023. "Impacts of climate change on subannual hydropower generation: a multi-model assessment of the United States federal hydropower plant." Environmental Research Letters 18, no. 3:Art. No. 034009. PNNL-SA-177814. doi:10.1088/1748-9326/acb58d


  • Bao J., Y. Chen, Y. Fang, X. Song, W.A. Perkins, Z. Duan, and P. Shuai, et al. 2022. "Modeling framework for evaluating the impacts of hydrodynamic pressure on hydrologic exchange fluxes and residence time for a large-scale river section over a long-term period." Environmental Modelling & Software 148. PNNL-SA-152147. doi:10.1016/j.envsoft.2021.105277
  • Chand D., L.K. Berg, J.D. Tagestad, B. Putzenlechner, Z. Yang, S. Tai, and J.D. Fast. 2022. "Fine Scale Variability in Green Vegetation Fraction Over the Southern Great Plains Using Sentinel-2 Satellite: A Case Study." Remote Sensing Applications: Society and Environment 27. PNNL-SA-164656. doi:10.1016/j.rsase.2022.100799
  • Chen Y., J. Bao, Y. Fang, W.A. Perkins, H. Ren, X. Song, and Z. Duan, et al. 2022. "Modeling of streamflow in a 30 km long reach spanning 5 years using OpenFOAM 5.x." Geoscientific Model Development 15, no. 7:2917–2947. PNNL-SA-151719. doi:10.5194/gmd-15-2917-2022
  • Currier W., N. Sun, M.S. Wigmosta, N. Cristea, and J. Lundquist. 2022. "The Impact of Forest-Controlled Snow Variability on Late-Season Streamflow Varies by Climatic Region and Forest Structure." Hydrological Processes 36, no. 6:Art. No. e14614. PNNL-SA-164054. doi:10.1002/hyp.14614
  • Deng Z. 2022. Optimization and Commercialization of the Juvenile Eel/Lamprey Acoustic Transmitter and Micro-battery - CRADA 477 (Abstract). PNNL-33682. Richland, WA: Pacific Northwest National Laboratory. Optimization and Commercialization of the Juvenile Eel/Lamprey Acoustic Transmitter and Micro-battery - CRADA 477 (Abstract)
  • Deng Z., J. Lu, H. Li, and J.J. Martinez. 2022. "An Acoustic Transmitter with Intelligent ON/OFF Mechanisms and Quasi-location Awareness." In The 15th ACM International Conference on Underwater Networks and Systems (WUWNet 2021), November 23-26, 2021, Vitrual, Online, Art. No. 17. New York, New York:ACM. PNNL-SA-167694. doi:10.1145/3491315.3491358
  • Doyle K., N. Ning, L.G. Silva, E. Brambilla, Z. Deng, T. Fu, and C.A. Boys, et al. 2022. "Survival estimates across five life stages of redfin (Perca fluviatilis) exposed to simulated pumped-storage hydropower stressors." Conservation Physiology 10, no. 1:Art. No. coac017. PNNL-ACT-SA-10510. doi:10.1093/conphys/coac017
  • Dyreson A., N. Devineni, S. Turner, T. De Silva, A. Miara, N. Voisin, and S. Cohen, et al. 2022. "The Role of Regional Connections in Planning for Future Power System Operations under Climate Extremes." Earth's Future 10, no. 6:Art. No. e2021EF002554. PNNL-SA-168697. doi:10.1029/2021EF002554
  • 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
  • Haxel J., X. Zang, J.J. Martinez, B. Polagye, G.J. Staines, Z. Deng, and M. Wosnik, et al. 2022. "Underwater noise measurements around a tidal turbine in a busy port setting." Journal of Marine Science and Engineering 10, no. 5:Art. No. 632. PNNL-SA-170999. doi:10.3390/jmse10050632
  • Jung H., C. Venkata Subban, J. Mctigue, J.J. Martinez, A.E. Copping, J. Osorio, and J. Liu, et al. 2022. "Extracting Energy from Ocean Thermal and Salinity Gradients to Power Unmanned Underwater Vehicles: State of the Art, Current Limitations, and Future Outlook." Renewable & Sustainable Energy Reviews 160. PNNL-SA-163771. doi:10.1016/j.rser.2022.112283
  • Karagiannis G., Z. Hou, M. Huang, and G. Lin. 2022. "Inverse modeling of hydrologic parameters in CLM4 via generalized polynomial chaos in the Bayesian framework." Computation 10, no. 5:72. PNNL-SA-175497. doi:10.3390/computation10050072
  • Kaul C.M., Z. Hou, H. Zhou, R.K. Rai, and L.K. Berg. 2022. "Sensitivity Analysis of Wind and Turbulence Predictions with Mesoscale-Coupled Large Eddy Simulations Using Ensemble Machine Learning." Journal of Geophysical Research: Atmospheres 127, no. 16:Art. No. e2022JD037150. PNNL-SA-160740. doi:10.1029/2022JD037150
  • Li H., J. Lu, M.J. Myjak, S.A. Liss, R.S. Brown, C. Tian, and Z. Deng. 2022. "An Implantable Biomechanical Energy Harvester for Animal Monitoring Devices." Nano Energy 98. PNNL-SA-166095. doi:10.1016/j.nanoen.2022.107290
  • Lin C., Z. Deng, X. Shi, H. Dai, J. Wang, W. Huang, and J. Luo, et al. 2022. "Mutually promoting or constraining? Disentangling the superimposed effect of velocity and illuminance on fish motion in low-velocity flows with a novel metric." Freshwater Biology 67, no. 8:1468-1480. PNNL-SA-155085. doi:10.1111/fwb.13954
  • Magee T., S. Turner, M. Clement, K. Oikonomou, E. Zagona, and N. Voisin. 2022. "Evaluating power grid model hydropower feasibility with a river operations model." Environmental Research Letters 17, no. 8:Art. No. 84035. PNNL-SA-169958. doi:10.1088/1748-9326/ac83db
  • McGrath C.R., C.D. Burleyson, Z. Khan, A. Rahman, T.B. Thurber, C.R. Vernon, and N. Voisin, et al. 2022. "tell: A Python package to model future total electricity loads." Journal of Open Source Software 7, no. 79:4472. PNNL-SA-173932. doi:10.21105/joss.04472
  • Nguyen Q.H., X. Ke, N.A. Samaan, J.T. Holzer, M.A. Elizondo, H. Zhou, and Z. Hou, et al. 2022. "Transmission-distribution long-term volt-var planning considering reactive power support capability of distributed PV." International Journal of Electrical Power & Energy Systems 138. PNNL-SA-163369. doi:10.1016/j.ijepes.2022.107955
  • Romero-Gomez P., A.L. Salalila, Z. Deng, and R. Peyreder. 2022. "Evaluation of Fish-Related Properties of Kaplan Turbines at the Design Phase: Simulation-based outcomes vs. Experimental Data." In IAHR 31st Symposium on Hydraulic Machinery and Systems (IAHR 2022), June 26-July 1, 2022, Trondheim, Norway. IOP Conference Series: Earth and Environmental Science, 1079, Paper No. 012016. PNNL-SA-170836. doi:10.1088/1755-1315/1079/1/012016
  • Shen S.D., E.J. Krogstad, E.R. Conte, and C.F. Brown. 2022. "RAPID UNSEPARATED RARE EARTH ELEMENT ANALYSES BY ISOTOPE DILUTION MULTICOLLECTOR INDUCTIVELY COUPLED MASS SPECTROMETRY (ID-MC-ICP-MS)." International Journal of Mass Spectrometry 471. PNNL-SA-161005. doi:10.1016/j.ijms.2021.116726
  • Stegen J.C., S.J. Fansler, M.M. Tfaily, V.A. Garayburu-Caruso, A.E. Goldman, R.E. Danczak, and R.K. Chu, et al. 2022. "Organic Matter Transformations are Disconnected Between Surface Water and the Hyporheic Zone." Biogeosciences 19, no. 12:3099-3110. PNNL-SA-170026. doi:10.5194/bg-19-3099-2022
  • Sun N., H. Yan, M.S. Wigmosta, A. Coleman, L. Leung, and Z. Hou. 2022. "Datasets for characterizing extreme events relevant to hydrologic design over the conterminous United States." Scientific Data 9. PNNL-SA-163804. doi:10.1038/s41597-022-01221-9
  • Sun N., H. Yan, M.S. Wigmosta, J. Lundquist, S.E. Dickerson-Lange, and T. Zhou. 2022. "Forest Canopy Density Effects on Snowpack across the Climate Gradients of the Western United States Mountain Ranges." Water Resources Research 58, no. 1:Art. No. e2020WR029194. PNNL-SA-158006. doi:10.1029/2020WR029194
  • Turner S., N. Voisin, and K.D. Nelson. 2022. "Revised monthly energy generation estimates for 1,500 hydroelectric power plants in the United States." Scientific Data 9, no. 1:Art. No. 675. PNNL-SA-173936. doi:10.1038/s41597-022-01748-x
  • Watson S., A. Schneider, L. Santen, K.A. Deters, R.P. Mueller, B.D. Pflugrath, and J.R. Stephenson, et al. 2022. "Safe passage of American Eels through a novel hydropower turbine." Transactions of the American Fisheries Society 151, no. 6:711-724. PNNL-SA-171960. doi:10.1002/tafs.10385
  • Wu B., G.J. Harvey, H.D. Whitbread, H. Li, Z. Deng, and J. Xiao. 2022. Pushing the Limits of Micro battery Capacity and Energy. PNNL-32631. Richland, WA: Pacific Northwest National Laboratory. Pushing the Limits of Micro battery Capacity and Energy
  • Wu B., J. Lu, D. Liu, H. Zhou, Z. Hou, Z. Deng, and J. Xiao. 2022. Machine Learning Software for Cylindrical Battery Design and Performance Prediction. PNNL-32743. Richland, WA: Pacific Northwest National Laboratory. Machine Learning Software for Cylindrical Battery Design and Performance Prediction
  • 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
  • Yang Y., J. Lu, B.D. Pflugrath, H. Li, J.J. Martinez, S. Regmi, and B. Wu, et al. 2022. "Lab-on-a-Fish: Wireless, miniaturized, fully integrated, implantable biotelemetric tag for real-time in vivo monitoring of aquatic animals." IEEE Internet of Things Journal 9, no. 13:10751-10762. PNNL-SA-156950. doi:10.1109/JIOT.2021.3126614
  • Yang Y., M. Salalila, H. Jung, J. Lu, Y. Lai, and Z. Deng. 2022. "Harvesting Wave Energy to Power Acoustic Transmitters Using Triboelectric Nanogenerator." In Active and Passive Smart Structures and Integrated Systems XVI, March 6 - April 11, 2022, Long Beach, CA. Proceedings of the SPIE, edited by J-H. Han, S. Shahab, and J. Yang, 12043, Paper No. 120430N. Bellingham, Washington:SPIE. PNNL-SA-170945. doi:10.1117/12.2603879
  • Yoon J.J., P. Romero-Lankao, E.Y. Yang, C. Klassert, N. Urban, K.E. Kaiser, and K. Keller, et al. 2022. "A Typology for Characterizing Human Action in MultiSector Dynamics Models." Earth's Future 10, no. 8:Art. No. e2021EF002641. PNNL-SA-170057. doi:10.1029/2021EF002641


  • Hou Z., H. Ren, C.J. Murray, X. Song, Y. Fang, E.V. Arntzen, and X. Chen, et al. 2021. "A Novel Construct for Scaling Groundwater-River Interactions Based on Machine-Guided Hydromorphic Classification." Environmental Research Letters 16, no. 10:104016. PNNL-SA-151112. doi:10.1088/1748-9326/ac24ce
  • Li H., Z. Deng, J. Lu, J.J. Martinez, B. Wu, and X. Zang. 2021. "A miniaturized long-life acoustic transmitter for animal tracking in marine environments." In Global Oceans 2020: Singapore – U.S. Gulf Coast, October 5-30, 2020, Biloxi, MS, 1-4. Piscataway, New Jersey:IEEE. PNNL-SA-155697. doi:10.1109/IEEECONF38699.2020.9389355
  • Lin C., H. Dai, X. Shi, Z. Deng, J. Mao, J. Luo, and W. Huang, et al. 2021. "Investigating feasible light configurations for fish restoration: an ethological insight." Fisheries Research 234. PNNL-SA-151268. doi:10.1016/j.fishres.2020.105807
  • Martinez Valencia L.P., D.A. Camenzind, M.S. Wigmosta, M. Garcia-Perez, and M.P. Wolcott. 2021. "Biomass supply chain equipment for renewable fuels production: A review." Biomass & Bioenergy 148. PNNL-SA-153808. doi:10.1016/j.biombioe.2021.106054
  • Ou L., S. Banerjee, H. Xu, A. Coleman, H. Cai, U. Lee, and M.S. Wigmosta, et al. 2021. "Utilizing high-purity carbon dioxide sources for algae cultivation and biofuel production in the United States: Opportunities and challenges." Journal of Cleaner Production 321. PNNL-SA-161054. doi:10.1016/j.jclepro.2021.128779
  • Qian F., M. Liu, J. Huang, J. Zhang, H. Jung, Z. Deng, and M. Hajj, et al. 2021. "Bio-inspired Bistable Piezoelectric Energy Harvester for Powering Animal Telemetry Tags: Concept Design and Preliminary Experimental Validation." In Active and Passive Smart Structures and Integrated Systems XV. March 22-27, 2021. Online. Proceedings of the SPIE, edited by J.-H. Han, G. Wang and S. Shahab, 11588, Paper No. 1158819. Bellingham, Washington:SPIE. PNNL-SA-162216. doi:10.1117/12.2582609
  • Ren H., X. Song, Y. Fang, Z. Hou, and T.D. Scheibe. 2021. "Machine Learning Analysis of Hydrologic Exchange Flows and Transit Time Distributions in a Large Regulated River." Frontiers in Artificial Intelligence 4. PNNL-SA-158855. doi:10.3389/frai.2021.648071
  • Riihimaki L., X. Li, Z. Hou, and L.K. Berg. 2021. "Improving Prediction of Surface Solar Irradiance Variability by Integrating Observed Cloud Characteristics and Machine Learning." Solar Energy 225. PNNL-SA-164671. doi:10.1016/j.solener.2021.07.047
  • Rod K.A., K.J. Cantrell, T. Varga, A. Battu, and C.F. Brown. 2021. "Sealing of Fractures in a Representative CO2 Reservoir Caprock by Migration of Fines." Greenhouse Gases: Science and Technology 11, no. 2021:483-492. PNNL-SA-160332. doi:10.1002/ghg.2061
  • Salalila A.L., J.J. Martinez, R.J. Elsinghorst, H. Hou, Y. Yuan, and Z. Deng. 2021. "Real-time and Autonomous Water Quality Monitoring System Based on Remotely Operated Vehicle." In Global Oceans 2020: Singapore – U.S. Gulf Coast, October 5-30, 2020, Biloxi, MS, 1-5. Piscataway, New Jersey:IEEE. PNNL-SA-155557. doi:10.1109/IEEECONF38699.2020.9389374
  • Song X., Y. Fang, J. Bao, H. Ren, Z. Duan, W.A. Perkins, and H. Zhou, et al. 2021. "Scale-dependent spatial variabilities of hydrological exchange flows and transit time in a large regulated river." Journal of Hydrology 598. PNNL-SA-152146. doi:10.1016/j.jhydrol.2021.126283
  • Sun N., M.S. Wigmosta, D.R. Judi, Z. Yang, Z. Xiao, and T. Wang. 2021. "Climatological analysis of tropical cyclone impacts on hydrological extremes in the Mid-Atlantic region of the United States." Environmental Research Letters 16, no. 12:Art. No. 124009. PNNL-SA-162671. doi:10.1088/1748-9326/ac2d6a
  • Sun X., X. Li, S. Datta, X. Ke, Q. Huang, R. Huang, and Z. Hou. 2021. "Smart sampling for reduced and representative power system scenario selection." IEEE Open Access Journal of Power and Energy 8. PNNL-SA-159391. doi:10.1109/OAJPE.2021.3093278
  • Thallapally P.K., J. Liu, H. Li, J. Lu, J.W. Grate, B.P. McGrail, and Z. Deng, et al. 2021. Surface Acoustic Wave Sensors for Refrigerant Leak Detection - CRADA 402 (Final Report). PNNL-32268. Richland, WA: Pacific Northwest National Laboratory. Surface Acoustic Wave Sensors for Refrigerant Leak Detection - CRADA 402 (Final Report)
  • Vyakaranam B., K. Mahapatra, X. Li, H. Wang, P.V. Etingov, Z. Hou, and Q.H. Nguyen, et al. 2021. "Novel Data-Driven Distributed Learning Framework for Solving AC Power Flow for Large Interconnected Systems." IEEE Open Access Journal of Power and Energy 8. PNNL-SA-158500. doi:10.1109/OAJPE.2021.3092264
  • Xiao Z., Z. Yang, T. Wang, N. Sun, M.S. Wigmosta, and D.R. Judi. 2021. "Characterizing the Non-linear Interactions Between Tide, Storm Surge, and River Flow in the Delaware Bay Estuary, United States." Frontiers in Marine Science 8. PNNL-SA-162723. doi:10.3389/fmars.2021.715557
  • Yan H., M.S. Wigmosta, N. Sun, M.H. Huesemann, and S. Gao. 2021. "Real-Time Ensemble Microalgae Growth Forecasting with Data Assimilation." Biotechnology and Bioengineering 118, no. 3:1419-1424. PNNL-SA-153734. doi:10.1002/bit.27663
  • Zhou H., Z. Hou, Y. Liu, and P.V. Etingov. 2021. "Weather and Random Forest-based Load Profiling Approximation Models and its Transferability across Climate Zones." In Proceedings of the 54th Hawaii International Conference on System Sciences (HICSS 2021), January 4-8, 2021, Virtual, Online, 2020-January, 3321-3328. Los Alamitos, California:IEEE Computer Society. PNNL-SA-154506. doi:10.24251/HICSS.2021.403


  • Doyle K., N. Ning, L.G. Silva, E. Brambilla, C.A. Boys, Z. Deng, and T. Fu, et al. 2020. "Gambusia holbrooki survive shear stress, pressurization and avoid blade strike in a simulated pumped hydroelectric scheme." Frontiers in Environmental Science 8. PNNL-ACT-SA-10487. doi:10.3389/fenvs.2020.563654
  • Fang Y., X. Song, H. Ren, W.A. Perkins, P. Shuai, M.C. Richmond, and Z. Hou, et al. 2020. "High-performance simulation of dynamic hydrologic exchange and implications for surrogate flow and reactive transport modeling in a large river corridor." Frontiers in Water 2. PNNL-SA-153319. doi:10.3389/frwa.2020.564211
  • Gosink L.J., V.L. Bailey, J.D. Tagestad, and K. Todd-Brown. 2020. Monitoring of Terrestrial Aquatic Ecosystems Through Analysis of Time-Variant Hyperspectral Imagery. PNNL-30772. Richland, WA: Pacific Northwest National Laboratory. Monitoring of Terrestrial Aquatic Ecosystems Through Analysis of Time-Variant Hyperspectral Imagery
  • Harding S.F., A. Coleman, and G.C. Roegner. 2020. "Comparison of experimental and computational methods for discharge measurements from tidal wetlands." River Research and Applications 36, no. 9:1954-1961. PNNL-SA-151241. doi:10.1002/rra.3709
  • Jeong J., J. Fan, C.R. Homeyer, and Z. Hou. 2020. "Understanding Hailstone Temporal Variability and Contributing Factors over the U.S. Southern Great Plains." Journal of Climate 33, no. 10:3947–3966. PNNL-SA-151306. doi:10.1175/JCLI-D-19-0606.1
  • Li X., G. Zhao, J.W. Nielsen-Gammon, J. Salazar, M.S. Wigmosta, N. Sun, and D.R. Judi, et al. 2020. "Impacts of urbanization, antecedent rainfall event, and cyclone tracks on extreme floods at Houston reservoirs during Hurricane Harvey." Environmental Research Letters 15, no. 12:124012. PNNL-SA-153974. doi:10.1088/1748-9326/abc4ff
  • Liu J., R.J. Cavagnaro, Z. Deng, Y. Shao, L. Kuo, M. Nguyen, and V. Glezakou. 2020. "Renewable Ammonia as An Energy Fuel for Ocean Exploration and Transportation." Marine Technology Society Journal 54, no. 6:126-136. PNNL-SA-154458. doi:10.4031/MTSJ.54.6.12
  • Ren H., Z. Hou, B. Vyakaranam, H. Wang, and P.V. Etingov. 2020. "Power System Event Classification and Localization Using a Convolutional Neural Network." Frontiers in Energy Research 8. PNNL-SA-156351. doi:10.3389/fenrg.2020.607826
  • Ren H., Z. Hou, Z. Duan, X. Song, W.A. Perkins, M.C. Richmond, and E.V. Arntzen, et al. 2020. "Spatial Mapping of Riverbed Grain-size Distribution Using Machine Learning." Frontiers in Water 2. PNNL-SA-151819. doi:10.3389/frwa.2020.551627
  • Yabusaki S.B., A.N. Myers-Pigg, N.D. Ward, S.R. Waichler, A. Sengupta, Z. Hou, and X. Chen, et al. 2020. "Floodplain inundation and salinization from a recently restored first-order tidal stream." Water Resources Research 56, no. 7:Article No. e2019WR026850. PNNL-SA-149723. doi:10.1029/2019WR026850
  • Yan H., N. Sun, X. Chen, and M.S. Wigmosta. 2020. "Next-Generation Intensity-Duration-Frequency Curves for Climate-Resilient Infrastructure Design: Advances and Opportunities." Frontiers in Water 2. PNNL-SA-152783. doi:10.3389/frwa.2020.545051


  • Wigmosta M.S. 2019. "Evaluating Tradeoffs for Water, Fire, Biofuels, and Fish." In Summary of the Proceedings of the 12th Annual Symposium of the Washington State Academy of Sciences: Wildfire in Washington State, September 12, 2019, Seattle, WA, 16-17. Seattle, Washington:Washington State Academy of Sciences. PNNL-SA-156765.

Energy and Environment

Core Research Areas