Publications

Citing GridPIQ

You are welcome to use the Grid Project Impacts Quantification tool for your academic research and for commercial uses. We ask that you acknowledge your use of GridPIQ and mention the Pacific Northwest National Laboratory (PNNL), which develops the software, and the U.S. Department of Energy (DOE), which directs PNNL’s work. Depending on your publication formatting guidelines, you might use a citation like this:

Grid Project Impacts Quantification (GridPIQ). Pacific Northwest National Laboratory. Richland, WA. Accessed January 1, 2019. https://gridpiq.pnnl.gov

Webinar

To watch a webinar on GridPIQ, please go here.

Publications

GridPIQ has been utilized to perform research that has led to several publications, available via the links below. NOTE: if you do not have access to IEEE Xplore, please contact the GridPIQ team.

2018 IEEE Power and Energy Society General Meeting
Sensitivity of Emissions Estimation to Generation Dispatch Ordering In GridPIQ

2018 IEEE Conference on Technologies for Sustainability (SusTech)
A Comparative Analysis of GridPIQ’s Fossil Fuel Dispatch Algorithm

2018 IEEE International Conference on Probabalistic Methods Applied to Power Systems (PMAPS)
Limited-knowledge economic dispatch prediction using Bayesian averaging of single-node models

2017 IEEE Conference on Technologies for Sustainability (SusTech)
The Emissions Impacts of Varied Energy Storage Operational Objectives Across Regions
Investigating Time-Varying Drivers of Grid Project Emissions Impacts
Estimating the Impacts of Direct Load Control Programs Using GridPIQ, a Web-Based Screening Tool

2017 IEEE Power and Energy Society General Meeting
The Varied Impacts of Energy Storage and Photovoltaics on Fossil Fuel Emissions

2016 IEEE Power and Energy Society General Meeting
Quantifying the Emissions Impacts of Smart Grid Projects with a Publically Available Web Calculator

Note: Because the first impacts reported by this tool were CO2, SO2 and NOx, early GridPIQ publications refer to an “Emissions Quantification Tool (EQT).”