Advanced Manufacturing Research Data and Tools

NREL develops data and tools to help manufacturers find the most energy-efficient and sustainable solutions for their products and processes.

Blue and green graphic with manufacturing related icons scattered across an industrial space.
The MFI tool models supply chains across different parts of the industrial sector.

dsgrid: Demand-Side Grid Model  

NREL's demand-side grid (dsgrid) model creates comprehensive electricity load data sets—including industrial sector data incorporating electricity and other fuel use—at high temporal, geographic, sectoral, and end-use resolution. The data sets enable detailed analyses of current patterns and future projections of end-use loads. dsgrid’s industrial energy modeling team is also advancing industrial energy classification methods in an effort funded by the U.S. Department of Energy’s former Advanced Manufacturing Office, now the Advanced Materials and Manufacturing Office and Industrial Efficiency and Decarbonization Office.

CEWAM: Circular Economy Wind Agent-based Model

The GitHub-based Circular Economy Wind Agent-based Model (CEWAM) is an open-source, agent-based model built with the Mesa python library. This tool enables users to study circular economy strategies by simulating wind energy stakeholders’ decisions.

MFI: Materials Flows through Industry

The Materials Flows through Industry tool tracks the material and energy demands from manufacturing supply chains.

REopt: Renewable Energy Integration and Optimization

The free, publicly available REopt® web tool helps guide investment decisions in economic and resilient distributed energy technologies, including solar, energy storage, small wind, geothermal heat pumps, and diesel technologies. The REopt optimization tool also incorporates combined heat and power technologies and allows users to quantify the economic, environmental, and resilience benefits of hybrid combined heat and power.  

URBANopt: Urban Renewable Building and Neighborhood Optimization

URBANopt™ is an advanced analytics platform for high-performance buildings and energy systems within one geographically cohesive area within a city.

Water DAMS: Water Data Analysis and Management System

Water DAMS, available through the National Alliance for Water Innovation, provides access to foundational water treatment technology data that enable researchers and decision-makers to identify and quantify opportunities for technology innovations to reduce the cost and energy intensity of desalination. 

Water-TAP3: Water Techno-Economic Assessment Pipe-Parity Platform

Water-TAP3, available on GitHub, is an analytically robust platform to evaluate water technology cost, energy, environmental, and resiliency tradeoffs across different water sources, sectors, and scales. Water-TAP3 facilitates consistent techno-economic assessments of desalination treatment trains. It also uses open-source models and data indexed in the Water DAMS platform.