Development of Machine Learning Models for Prediction of PM 2.5 Concentration Based on MERRA 2 Reanalysis ...
2026
Kaur, Parminder, Pande, Chaitanya B., Pipal, Atar Singh
Air Temperature, Precipitation Rate , 24 Hour Maximum Temperature, 24 Hour Minimum Temperature, Atmospheric Ozone, Sea Level Pressure, Surface Pressure, Pressure Thickness, U/V Wind Components, U/V Wind Components, Potential Vorticity, Vertical Wind Velocity/Speed, Vertical Profiles, Upper Air Temperature, Relative Humidity, Specific Humidity, Atmospheric Water Vapor, Cloud Liquid Water/Ice, Cloud Fraction, Altitude, Geopotential Height, Ozone Profiles, Surface Temperature , Skin Temperature, Atmospheric Winds , Surface Winds , Atmospheric Pressure, Total Precipitable Water, Oxygen Compounds, Boundary Layer Winds
MERRA-2 statD_2d_slv_Nx: 2d,Daily,Aggregated Statistics,Single-Level,Assimilation,Single-Level Diagnostics 0.625 x 0.5 degree V5.12.4 (M2SDNXSLV) MERRA-2 inst3_3d_asm_Nv: 3d,3-Hourly,Instantaneous,Model-Level,Assimilation,Assimilated Meteorological Fields 0.625 x 0.5 degree V5.12.4 (M2I3NVASM) MERRA-2 inst1_2d_asm_Nx: 2d,1-Hourly,Instantaneous,Single-Level,Assimilation,Single-Level Diagnostics 0.625 x 0.5 degree V5.12.4 (M2I1NXASM)
Determinants of mercury accumulation and risk for Pacific blue mussels (Mytilus trossulus) sampled along a gradient of glacial coverage
2026
Barst, Benjamin D., Jenckes, Jordan, Capistrant-Fossa, Kyle A., Iken, Katrin, Porter, Drew, Trifari, Michelle, Ussery, Erin J., Nielsen, Kristin
Maximum/Minimum Temperature, 24 Hour Precipitation Amount, Snow Water Equivalent , Vapor Pressure, Shortwave Radiation
Diagnosing evaporation in heterogeneous alpine basins using the
2026
Zhang, Xiaolong, Wang, Yixuan, Cheng, Yuanyuan, Zaman, Muhammad, Shen, Yan-Jun
Surface Pressure, Heat Flux, Longwave Radiation, Shortwave Radiation, Surface Temperature , Humidity , Evapotranspiration , Surface Winds , Rain , Precipitation Rate , Snow, Soil Moisture/Water Content , Soil Temperature, Land Surface Temperature , Snow Water Equivalent , Runoff
Differential Effects of Soil Moisture and Air Temperature on Vegetation
2026
Si, Yajun, Yu, Junpo, Li, Geng, Carrera, Jesus, Jin, Jiming, Bai, Haihua
Surface Pressure, Heat Flux, Longwave Radiation, Shortwave Radiation, Surface Temperature , Humidity , Evapotranspiration , Surface Winds , Rain , Precipitation Rate , Snow, Soil Moisture/Water Content , Soil Temperature, Land Surface Temperature , Snow Water Equivalent , Runoff , Land Use/Land Cover Classification , Plant Phenology, Enhanced Vegetation Index (EVI)
Development and preliminary validation of an EnKF-like image
2026
Bai, Xuesong, Lin, Zhaohui, Qin, Zhengkun, Li, Juan
Surface Pressure, Heat Flux, Longwave Radiation, Shortwave Radiation, Surface Temperature , Humidity , Evapotranspiration , Surface Winds , Rain , Precipitation Rate , Snow, Soil Moisture/Water Content , Soil Temperature, Land Surface Temperature , Snow Water Equivalent , Runoff
Datasets for wind energy forecasting applications: A comprehensive
2026
Akhtar, Rabbaya, Mohammadi-Ivatloo, Behnam, Lassila, Jukka
Convergence/Divergence, Vorticity, Surface Winds , Wind Stress, WIND VELOCITY/SPEED, Ocean Currents, Planetary Boundary Layer Height, Sea Surface Temperature , Surface Temperature , Surface Winds , Air Temperature, Precipitation Rate , Wind Direction, Relative Humidity, Surface Winds , Surface Winds , Radar Cross-Section, Surface Winds , Radar Reflectivity, Surface Winds , Sea Surface Temperature , Sea Surface Temperature
Decadal Changes of UV Aerosol Optical Depth in Hobart, Australia Measured With a Brewer MKIII: Relationship to Bushfire Events and Climate Indices
2026
Nunez, Manuel, Serrano, Antonio, Love, Peter, Larson, Nels
Geopotential Height, Altitude, Surface Temperature , Upper Air Temperature, Dew Point Temperature, Air Temperature, Cloud Top Temperature, Atmospheric Winds , Surface Winds , U/V Wind Components, Upper Level Winds, U/V Wind Components, Vertical Wind Velocity/Speed, Atmospheric Pressure, Sea Level Pressure, Cloud Top Pressure, Sea Level Pressure, Surface Pressure, Specific Humidity, Total Precipitable Water, Cloud Liquid Water/Ice, Atmospheric Water Vapor, Atmospheric Ozone, Oxygen Compounds, Boundary Layer Winds, Skin Temperature
Ecovoltaic solar energy development creates novel microclimate, temperature, and soil moisture patterns under solar panels in a warm desert
2026
Pinos, Juan, Munson, Seth M., Karban, Claire C., Petrie, Matthew D.
Maximum/Minimum Temperature, Precipitation Amount, Snow Water Equivalent , Vapor Pressure, Shortwave Radiation
Ecovoltaic solar energy development effects to microclimate, temperature, and soil moisture in panel array interspaces in a warm desert
2026
Pinos, Juan, Munson, Seth M., Karban, Claire C., Petrie, Matthew D.
Maximum/Minimum Temperature, Precipitation Amount, Snow Water Equivalent , Vapor Pressure, Shortwave Radiation
Density dependence and habitat selection affect overwintering abundance of monarch butterflies at regional and site scales in California
2026
Ibsen, Peter C., Ancona, Zachary H., Pelton, Emma, Little, Stephanie, Diffendorfer, Jay E.
Maximum/Minimum Temperature, Precipitation Amount, Snow Water Equivalent , Vapor Pressure, Shortwave Radiation
Deriving groundwater storage anomalies based on GRACE data and drought prediction using deep learning
2026
Tian, Yunna, Hao, LangLang, Zhang, Qi, Yuan, Hui, Zhu, YongHua
Surface Pressure, Heat Flux, Longwave Radiation, Shortwave Radiation, Surface Temperature , Humidity , Evapotranspiration , Surface Winds , Rain , Precipitation Rate , Snow, Soil Moisture/Water Content , Soil Temperature, Land Surface Temperature , Snow Water Equivalent , Runoff
Deep learning for groundwater level simulation in unconfined aquifers across the contiguous United States: Analyzing simulations at multiple lead times and integrating groundwater signatures
2026
Boo, Kenneth Beng Wee, Chow, Ming Fai, Wong, Wai Peng, Ahmed, Ali Najah, El-Shafie, Ahmed
Maximum/Minimum Temperature, 24 Hour Precipitation Amount, Snow Water Equivalent , Vapor Pressure, Shortwave Radiation
Deep learning representation of the aerosol size distribution
2026
Barahona, Donifan, Breen, Katherine H., Block, Karoline, Darmenov, Anton
Atmospheric Ozone, Sea Level Pressure, Surface Pressure, Pressure Thickness, U/V Wind Components, U/V Wind Components, Potential Vorticity, Vertical Wind Velocity/Speed, Vertical Profiles, Upper Air Temperature, Air Temperature, Relative Humidity, Specific Humidity, Atmospheric Water Vapor, Cloud Liquid Water/Ice, Cloud Fraction, Altitude, Geopotential Height, Ozone Profiles
Deep LearningBased Streamflow Forecasting in a Snowmelt-Dominated Basin: A Regime-Aware Evaluation
2026
Vazirian, Roya
Maximum/Minimum Temperature, 24 Hour Precipitation Amount, Snow Water Equivalent , Vapor Pressure, Shortwave Radiation
Deep Seafloor Ambient Seismic Noise Monitoring for Oceanic and Atmospheric Pressure Changes
2026
Luo, Bingxu, Zhang, Shuo, Takeuchi, Nozomu, Lumley, David, Li, Dou, Zhu, Hejun, Beck, Susan L.
Salinity , Potential Temperature, Wind Speed , Surface Winds , Sea Level Pressure, Specific Humidity, Air Temperature, Sea Surface Height , Ocean Pressure, Water Pressure, Salinity/Density, Density, Water Pressure
Distribution, conservation, and indigenous knowledge of finger millet germplasm in different agroecologies in Uganda
2026
Adikini, Scovia, Kakeeto, Ronald, Senabulya, Steven, Adriko, John, Okinong, Daniel, Aita, Arnold Mindrea, Zaake, Eva, Ojulong, Henry Fred, Odeny, Damaris Achieng, Kasule, Faizo
Surface Pressure, Heat Flux, Longwave Radiation, Shortwave Radiation, Surface Temperature , Humidity , Evapotranspiration , Surface Winds , Rain , Precipitation Rate , Snow, Soil Moisture/Water Content , Soil Temperature, Land Surface Temperature , Snow Water Equivalent , Runoff
Disentangling the impact of climate and ecological restoration measures on ecosystem service: A case study in Yimeng mountains
2026
Ding, Honghao, Leng, Song, Xin, Haoran, Zhu, Henghua, Sun, Ranhao
Surface Pressure, Heat Flux, Longwave Radiation, Shortwave Radiation, Air Temperature, Specific Humidity, Evapotranspiration , Wind Speed , Rain , Snow, Soil Moisture/Water Content , Soil Temperature, Land Surface Temperature , Snow Cover , Snow Depth , Snow Water Equivalent , Runoff , Terrestrial Ecosystems , Biomass, LIDAR WAVEFORM
Do Deep-Learning Models Perform Better Than Process-Based Models? A Diagnostic Evaluation Using Synthetic Streamflow Simulation Under Various Sources of Uncertainties
2026
Kim, SeonHo, Hwang, Jeongwoo, Devineni, Naresh, Sankarasubramanian, A.
Maximum/Minimum Temperature, 24 Hour Precipitation Amount, Snow Water Equivalent , Vapor Pressure, Shortwave Radiation
Do Lagged Ecosystem Feedbacks to Hydroclimate Extremes Promote Resilience of Forest Watersheds?
2026
Zhang, Ruoyu, Band, Lawrence E., Hwang, Taehee
Maximum/Minimum Temperature, 24 Hour Precipitation Amount, Snow Water Equivalent , Vapor Pressure, Shortwave Radiation, Vegetation Index , Normalized Difference Vegetation Index (NDVI), Enhanced Vegetation Index (EVI), Fraction Of Absorbed Photosynthetically Active Radiation (fapar), Leaf Area Index (LAI) , Leaf Characteristics, Photosynthetically Active Radiation
Divergent population trajectories despite similar response to temperature in a widespread aerial insectivore
2026
Taff, Conor C., Shipley, J. Ryan, Ardia, Daniel R., Aborn, David, Albert, Lauren, Belisle, Marc, Belmaker, Amos, Berzins, Lisha L., Blake, Tricia, Bonier, Frances, Brewer, Hannah C., Butler, Michael W., Cameron, Kyle, Case, Samuel B., Chang van Oordt, David, Clark, Robert G., Clotfelter, Ethan D., Cox, Amelia R., Dawson, Russell D., Derryberry, Elizabeth P., Diaz Bohorquez, Ana M., Dunn, Peter O., Ferretti, Valentina, Forsman, Anna M., Fuirst, Matthew, Garant, Dany, Garrett, Daniel R., Gutierrez, Jessica, Hagelin, Julie C., Hardt, Braelei M., Harris, Mercy E., Horton, Kyle, Houle, Carolyne, Houtz, Jennifer L., Jones, Patricia L., Jordan, Kimberley C., Kindel, Amanda S., Klaver, Robert, Knutie, Sarah A., Lauck, Katherine S., Lombardo, Michael P., Lougheed, Stephen C., Love, Ashley C., Mackenzie, Stuart A., McCarty, John P., McKellar, Ann E., Mejia, Nicole, Morrissey, Christy A., Nahom, Mia L., Norris, D. Ryan, Para, Lillian M., Pelletier, Fanie, Porter, Cody K., Rendell, Wallace B., Riddell, Eric A., Rivers, James W., Robertson, Raleigh J., Rose, Alexandra, Rosvall, Kimberly A., Ryan, Thomas A., Shannon, Ryan P., Shutler, Dave, Simons, Victoria F., Stanback, Mark, Tarwater, Corey E., Thorpe, Patrick A., Tingley, Morgan W., Tischer, Christine L., Tonelli, Benjamin A., Truan, Melanie L., Twining, Cornelia W., Uehling, Jennifer J., Vleck, Carol, Vleck, David, Watson, Michael L., Wheelwright, Nathaniel T., Whittingham, Linda A., Winkler, David W., Youngflesh, Casey, Zimmer, Cedric, Vitousek, Maren N.
Maximum/Minimum Temperature, 24 Hour Precipitation Amount, Snow Water Equivalent , Vapor Pressure, Shortwave Radiation
Divergent regional trends in alpine tundra productivity linked to changes in snow-free season length and summer warming
2026
Moore, Miles A, Emery, Nancy C, Elmendorf, Sarah C
Surface Pressure, Heat Flux, Longwave Radiation, Shortwave Radiation, Surface Temperature , Humidity , Evapotranspiration , Surface Winds , Rain , Precipitation Rate , Snow, Soil Moisture/Water Content , Soil Temperature, Land Surface Temperature , Snow Water Equivalent , Runoff , Ground Water
Daily global transpiration estimation (2001-2018) by integrating
2026
Jin, Jiaxin, Dong, Linan, Gan, Guojing, Fan, Xingwang, Wang, Ying, Zhu, Qiuan, Doughty, Russell, Qin, Yuanwei, Yang, Guishan
Surface Pressure, Heat Flux, Longwave Radiation, Shortwave Radiation, Surface Temperature , Humidity , Evapotranspiration , Surface Winds , Rain , Precipitation Rate , Snow, Soil Moisture/Water Content , Soil Temperature, Land Surface Temperature , Snow Water Equivalent , Runoff , Land Use/Land Cover Classification
Decadal precipitation variability and atmospheric brown cloud effects: a multi-platform assessment over the Indian subcontinent
2026
Jangid, Manish, Dass, Avinash
Total Surface Precipitation Rate, Aerosols , Aerosol Extinction, Aerosol Optical Depth/Thickness , Angstrom Exponent, Aerosol Particle Properties, Carbonaceous Aerosols, Dust/Ash/Smoke , Organic Particles, Sulfate Particles, Sulfur Oxides, Sulfur Compounds, Sulfate, Sulfur Dioxide , Sulfur Oxides, Particulate Matter, Dimethyl Sulfide, Black Carbon, Sea Salt, PARTICULATE MATTER (PM 2.5) , PARTICULATE MATTER (PM 1.0) , PARTICULATE MATTER (PM 10) , Atmospheric Radiation, Longwave Radiation, Shortwave Radiation, Radiative Flux, Radiative Forcing, Surface Radiative Properties , Albedo , Emissivity, Cloud Properties, Cloud Fraction, Cloud Optical Depth/Thickness, Skin Temperature, Skin Temperature, Sea Surface Skin Temperature
TRMM (TMPA) Rainfall Estimate L3 3 hour 0.25 degree x 0.25 degree V7 (TRMM_3B42) MERRA-2 tavg1_2d_aer_Nx: 2d,1-Hourly,Time-averaged,Single-Level,Assimilation,Aerosol Diagnostics 0.625 x 0.5 degree V5.12.4 (M2T1NXAER) MERRA-2 tavg1_2d_rad_Nx: 2d,1-Hourly,Time-Averaged,Single-Level,Assimilation,Radiation Diagnostics 0.625 x 0.5 degree V5.12.4 (M2T1NXRAD)
Declining Ecosystem Respiration Linked to Nitrogen Deposition: Insights From a 26-Year FLUXNET Record
2026
van der Molen, Michiel K., van de Sande, Marnix, Zandt, Michiel in 't, Saccomandi, Tori, Baartman, Sophie L., Zhao, Hong, de Arellano, Jordi VilaGuerau
Ecosystem Functions, Precipitation Amount, Radiative Flux, Maximum/Minimum Temperature, Terrestrial Ecosystems , Land Use/Land Cover Classification , Trace Gases/Trace Species , Soil Gas/Air
Decoding LSTM to Reveal Baseflow Contributions in Fractured and Sedimentary Mountain Basins: A Case Study in the Sangre de Cristo Mountains, Southwestern United States
2026
Rosati, Michael, Lim, Yeo H., Zemlick, Katie, Syed, Kamran
Maximum/Minimum Temperature, 24 Hour Precipitation Amount, Snow Water Equivalent , Vapor Pressure, Shortwave Radiation