A model to estimate annual, weather-driven yield shocks using biophysical characteristics for U.S. rainfed and irrigated maize, soybeans, and winter wheat.
Energy Supply
Historical Balancing Authority-Scale Hourly Solar and Wind Generation for Lower 48 U.S. States
Coincident historical hourly solar and wind generation aggregated from simulated plant-level generation of plants.
Wildfire
Rapid Analytics for Disaster Response - FIRE (RADR-FIRE)
RADR-FIRE combines multi-modal imagery, AI, and scalable cloud computing with an infrastructure damage assessment tool to understand current impact and risk to infrastructure.
Weather
Hector
An interactive and fast emulator representing carbon-cycle processes/temperature response at the global scale that can be used to emulate the globally aggregated behavior of more complex models.
Population
U.S. State-level Projections of the Spatial Distribution of Population
Gridded population projections for alternative economic projections produced with a population gravity model.
Population
U.S. State-level Population Projections
Projections of population by age and sex at the state level for alternative economic projections.
Energy Supply
Historical Plant-Scale Hourly Solar and Wind for Lower 48 U.S. States
Simulated coincident historical hourly solar and wind generation for each plant in the lower 48 U.S. states.
Energy Supply
Historical Hourly to Subseasonal Solar and Wind Energy Droughts in the Lower 48 U.S. States
Physically consistent and coincident historical wind, solar, and load data for 15 Balancing Authorities (BAs) in the lower 48 U.S. states and pre-computed BA-scale energy droughts for a variety of time scales from 1 hour to 5 days.
Energy Supply
Hourly Wind and Solar Generation Profiles at 1/8th Degree Resolution
This dataset uses regional weather model output to simulate wind and solar power generation across the entire contiguous United States. The data consists of a historical period 1980-2022 and several future scenarios that extend from 2020-2099.
Energy Supply
Historical and projected power system ready hydropower data for the United States
This dataset contains monthly and weekly hydropower generation and generation constraints (min, max, daily range) for over 1,400 hydropower plants in the conterminous United States.
Energy Supply
Historical and projected energy drought data for the western United States
This dataset has three components, (1) historical and future energy drought data for balancing authorities in the western United States (2) physically consistent wind, solar and load data aggregated to the balancing authority level in the western United States (3) plant level wind and solar generation data for both historical and future scenarios.
Energy Demand
Total Load Profiles by Balancing Authority in the Western United States
Hourly time-series of total load profiles across Balancing Authorities (BAs) in the western United States electricity grid interconnection for two different economic pathways and one future weather scenario.
Weather
U.S. County-Scale Population-Weighted Projections of Hourly Meteorology
Population-weighted historical and future meteorology for four future scenarios of perturbed thermodynamics.
Weather
U.S. Balancing Authority-Scale Population-Weighted Projections of Hourly Meteorology
Population-weighted historical and future meteorology for four future scenarios of perturbed thermodynamics.
Energy Demand
Total ELectricity Loads (TELL)
An AI/ML model that projects hourly electricity demand as a function of future hourly weather, population, and economic change.
Weather
STITCHES
A model that emulates a specific target Earth system model (ESM) and creates new scenarios or new ensemble members of existing scenarios by stitching together pieces of existing simulations.
Weather
Bias Adjustment and Statistical Downscaling (BASD)
An in-house ability to run the impacts community's standard bias-correction software.
Multisector Dynamics
GCAM-v5.4-NDC-Ratchet-dataset
A dataset with Global Change Analysis Model (GCAM) scenario results for post-COP26 ratcheting of pledges.
Multisector Dynamics
GCAM-v5.4-NDC-Science-dataset
A dataset with Global Change Analysis Model (GCAM) scenario results for pre-COP26 pledges.
Agriculture & Land Use
Osiris
A model that processes weather impacts on agricultural yields for the Global Change Analysis Model (GCAM).
Population
Population Projections in Washington State
Block-level population projections in Washington state under different economic projections every decade from 2020 to 2040.
Population
Income Projections for Washington State
Income projections for Washington state (under census geographic boundary 2020) from 2020 to 2100 at the block group and block level, respectively, based on different economic projections.
Hydrology
Community Land Model version 5 (CLM5) Benchmark Dataset
A benchmark CLM5 dataset for evaluating uncertainty in hydrological applications over the United States.
Hydrology
Next-Generation Intensity-Duration-Frequency (NG-IDF) Datasets for Diverse Land Cover
Daily time series data of water available for runoff and snow for nine land cover types over the conterminous United States.
Flooding
CHANCE-C
Agent-based model of residential choice location in the context of flood hazards.
Agriculture & Land Use
WM-ABM
Extension of water management model that includes adaptive farmer cropping decisions.
Population
Projections of income by population deciles for U.S. states
We project U.S. state level income distributions using a PCA-based approach.
Agriculture & Land Use
Moirai
A high resolution data system that compiles land data for calibrating global and regional models.
Population
pridr
A software package that can flexibly generate income deciles based on multiple approaches such as a lognormal based approach or a more detail PCA driven model.
Population
Global Income Projections
Projections of income distribution by decile for all countries for five economic projections.
Multisector Dynamics
Demeter
A model that downscales GCAM land use and land cover projections to a user defined resolution.
Storms
Risk Analysis Framework for Tropical Cyclones (RAFT)
A unified framework to quantify the risk associated with tropical cyclones (TCs).
Energy Demand
Forte
A visual analytics-based application to explore deep probabilistic net-load forecasting models across various input variables and understand the error rates for different scenarios.
Multisector Dynamics
Capacity Expansion Regional Feasibility (CERF)
A model that simulates regional to national scale renewable and non-renewable power plant siting and interconnection decisions over time.
Multisector Dynamics
High-resolution analysis of projected power plant land requirements for the western United States
Results include projected power plant site location intersections with important farmland and natural areas.
Multisector Dynamics
Power plant siting projections for the western United States
This dataset contains power plant infrastructure siting information modeled by the Capacity Expansion Regional Feasibility (CERF) model for the purpose of studying power plant landscape evolution under alternative capacity expansion scenarios.
Weather
Global variable-resolution mesh for the MPAS-Atmosphere model
Global variable-resolution mesh for the MPAS atmosphere model, from convection-permitting 4 km grid-spacing to 32 km grid in the coarse-resolution domain.
Weather
CAM-MPAS
A global atmosphere model based on the Model for Prediction Across Scales (MPAS) coupled with the Community Atmosphere Model (CAM) physics suites.
Hydrology
Distributed Hydrology Soil Vegetation Model (DHSVM)
A high-resolution, physics-based, open-source community model that simulates environmental and human effects on hydrologic processes, water cycle, hydrological extremes, and river temperature across various hydrometeorological regimes.
Energy Demand
Helios
A model that projects population-weighted heating and cooling degree days/hours globally using projections of future weather.
Multisector Dynamics
GCAM-USA v5.3 IM3 results
Outputs from GCAM-USAv5.3_im3 model for 8 IM3 scenarios.
Water Management
GLORY
An open-source Python package designed to optimize water yield for a given reservoir storage capacity while estimating the economic value of reservoir water supply for global river basins.
Hydrology
Xanthos
A model that simulates historical and future global water availability (e.g., runoff) on a monthly timestep at a spatial resolution of 0.5 geographic degrees.
Water Management
STARFIT
Reservoir operations model with a data-driven operations scheme.
Water Management
ResOpsUS
A comprehensive dataset of United States historical reservoir operations.
Water Management
ISTARF
Inferred weekly storage targets and release functions for large reservoirs in the contiguous U.S. (CONUS).
Energy Supply
RectifHyd
Improved historical monthly energy generation estimates for 1,500 hydroelectric power plants in the U.S.
Energy Supply
WECC ADS 2032 Hydropower Dataset
Weekly hydropower generation and operational constraints for input into a production cost model.
Energy Supply
CMIP5 Hydropower Projections for the U.S.
Coupled Model Intercomparison Project Phase 5 (CMIP5)-based hydropower projections for federal power marketing areas as part of the Secure Water Act Report section 9505.
Energy Supply
WMP
A model that processes mosartwmpy output and is a hybrid process-based and statistical approach for monthly hydropower generation.
Datasets for characterizing extreme events relevant to hydrologic design over the conterminous United States.
Hydrology
BCQC SNOTEL
Bias-corrected and quality-controlled daily snow water equivalent (SWE) and meteorological records for over 800 SNOTEL stations.
Multisector Dynamics
Global Change Analysis Model (GCAM)
A global multisector dynamics model that represents the economic interactions between energy, water, and agriculture and land use systems.
Storms
U.S. Warm Season Storms
A high-resolution unified observational data product of Mesoscale Convective Systems (MCS) and Isolated Deep Convection (IDC) in the U.S. for 2004–2017.
Weather
Western United States Historical and Future Perturbed Thermodynamics Simulations
Weather Research and Forecasting (WRF) model simulations for 1980-2020 and five future projections for 2040-2070 based on thermodynamic perturbations from five Coupled Model Intercomparison Project Phase 5 (CMIP5) General Circulation Models (GCMs).
Energy Demand
Transportation Electrification Load Profiles by Balancing Authority in the western United States
Hourly time-series electric charging load profiles by transportation sector across Balancing Authorities (BAs) in the western United States.
Weather
Hurricane induced turbine damage probability in historical and future periods
Damage probability maps for offshore wind turbines and associated wind speeds along the U.S. Eastern and Gulf Coasts under historical and future scenarios.
Wildfire
Predictive Model of Wildfire Burned Area
A machine learning model of wildfire burned area for the contiguous U.S. (CONUS).
Wildfire
Predictive Model of Wildfire Emissions
A machine learning model of wildfire emissions (PM2.5) for the contiguous U.S. (CONUS).
Weather
U.S. Perturbed Thermodynamics Simulations (TGW)
21st century simulations for the contiguous U.S. (CONUS), where past weather events are replayed under four scenarios of perturbed thermodynamics to show potential increases in extreme event intensity, geographic scope, and duration.
Energy Supply
wmpy-power
A facility-scale hydropower simulation model developed to support long-term planning studies.
Water Management
mosartwmpy
A Python translation of the MOdel for Scale Adaptive River Transport and Water Management (MOSART-WM), a river routing and reservoir management model written in Fortran.
Storms
Extreme Precipitation Prediction
A machine learning model for understanding and predicting extreme precipitation, including hail (ML-UPH).
Wildfire
Characterization of Wildfire and Compound Extremes
Pacific Northwest wildfire characteristics (thermal anomaly, intensity, extent, duration) and cross-dependence and cross-occurrence analyis of compound extremes.
Energy Demand
Projections of U.S. Residential Energy Consumption Across Multiple Scenarios
This dataset was produced with GCAM-USA for multiple income groups.
Storms
Global Mesoscale Convective Systems
A high-resolution global data product of Mesoscale Convective Systems (MCS).
Storms
Convective Cloud Analysis
A flexible feature tracking python software package (pyFLEXTRKR) for convective cloud analysis.
