Post, September 29, 2026 • (Pacific Northwest National Laboratory) The continual growth in energy demand has resulted in the deployment of renewable energy generators to reduce the impact of fossil fuel dependence. However, these generators often suffer from intermittency and require energy storage when there is over-generation and the subsequent release of this stored energy...
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Data Sets for Evaluation of Building Fault Detection and Diagnostics Algorithms
Post, September 29, 2026 • (Lawrence Berkeley National Laboratory) This documentation and dataset can be used to test the performance of automated fault detection and diagnostics algorithms for buildings. The dataset was created by LBNL, PNNL, NLR, ORNL and ASHRAE RP-1312 (Drexel University). It includes data for air-handling units and rooftop units simulated with PNNL's...
Data-Driven Decision-Making for Buildings and Infrastructure
Post, September 29, 2026 • (Pacific Northwest National Laboratory) Current methods for product or material input-output inventory data often require significant time and effort from manufacturers to compile. Additionally, without a uniform methodology these can result in inconsistent datasets that are difficult for practitioners to evaluate and compare, even within similar product categories. To address...
Electricity and Gas IDS
Post, September 29, 2026 • (Pacific Northwest National Laboratory) This dataset includes the results of high-fidelity, hardware in the loop experimentation on simulated models of representative electric and natural gas distribution systems with real cyber attack test cases. Such datasets are extremely important not only in understanding the system behavior during various attack test cases,...
IM3 + EPRI Data Center Load Projections
Post, September 29, 2026 • (Pacific Northwest National Laboratory) This dataset contains scenarios of hourly total electricity demand with and without projected loads from data centers over the period 2022-2040. Link to Dataset IM3 + EPRI Data Center Load ProjectionsDate last updated: December 11. 2025
MatLib 1.2: Nuclear Material Properties Library
Post, August 7, 2026 • (Pacific Northwest National Laboratory, Nuclear Regulatory Commission) The U.S. Nuclear Regulatory Commission (NRC) uses the computer code Fuel Analysis under Steady-state and Transients (FAST) to model steady-state and transient fuel behavior to support regulatory decisions. FAST relies on a material properties library (MatLib) that contains the thermal and mechanical properties...
PR100: Puerto Rico Grid Resilience and Transition to 100% Renewable Energy
Post, September 29, 2026 • (National Laboratory of the Rockies, Sandia National Laboratories, Argonne National Laboratory, Pacific Northwest National Laboratory, Lawrence Berkeley National Laboratory, Oak Ridge National Laboratory) The Puerto Rico Grid Resilience and Transitions to 100% Renewable Energy Study (PR100) comprehensively analyzes possible pathways for Puerto Rico to achieve its renewable energy goals while...
Rooftop solar and energy storage programs can remediate energy-limiting behaviors of energy insecure households
Post, September 29, 2026 • (Pacific Northwest National Laboratory) Energy insecurity affects most low-income households in the United States. Energy insecurity, which is characterized by a household’s inability to afford their energy needs, often leads to risky choices, causing other forms of insecurity including food and health. Although there are government programs designed to provide...
Storage Sizing GridView and Model Output Dataset
Post, September 29, 2026 • (Pacific Northwest National Laboratory) This dataset contains time series of output operational features from production cost simulations over historical weather conditions. Datasets are presented with respect to the Western Interconnection of the US, on a zonal scale. Operational features are obtained from production cost simulations based on the Western Electricity...