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Truck Platooning: Interactive ROI Calculator

Predicting Class 8 Fuel Rate with CNN→GRU

This interactive calculator is the final deliverable of a comprehensive deep learning project for the University of Colorado Boulder's CSCA 5642. The project involved building a CNN-GRU model to predict the fuel rate of Class 8 trucks and quantify the real-world savings from platooning.

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This analysis was made possible by the public dataset provided by the National Renewable Energy Laboratory (NREL).

Fleet & Savings Inputs

1 Trucks
120,000 mi
6.8 MPG
35%
20%
$4.00
8.3%
12.2%
Total Fleet: Baseline Annual Fuel
Total Gallons--
= (miles ÷ MPG) × fleet size--
Annual Fuel Cost--
 
Total Fleet: Estimated Annual Savings
Gallons Saved--
CO2 Savings--
= baseline gal × effective savings %--
Annual Savings--
 

Annual Savings vs. Time in Platoon (per truck)

About the Savings Estimates

The default fuel savings and emissions percentages used in this calculator are grounded in a combination of public research and the specific findings from this project's deep learning model.

Literature Baseline

For 2-truck platoons, a conservative baseline of 6.0% fuel savings is used, which aligns with published NREL, Caltrans, and USDOT reports. These studies show typical fleet-level savings ranging from 5-7%. These reports also show that 55.7% of all classifiable miles driven were platoonable.

Sources:
McAuliffe, B., et al. (2018). Influences on Energy Savings of Heavy Trucks Using CACC. NREL Report 70868. PDF
Caltrans. (2019). Truck Platooning: Assessment of Technology... (Report CA18-2623). PDF
USDOT. (2018). Analysis of a Truck Platooning Prototype... Link

Model-Derived & Emissions

For 3-truck platoons, this calculator defaults to 12.2% savings. This is not a literature value; it is the direct, measured result from this project's CNN→GRU model when analyzing highway segments. This higher value demonstrates the model's ability to uncover more optimistic savings potential under specific, ideal platooning conditions.

CO2 Emissions Source:
U.S. EPA. (2024). Greenhouse Gas Emissions from a Typical Passenger Vehicle. The factor of 22.4 lbs CO₂ per gallon of diesel is derived from the EPA's stated CO2 emissions from a gallon of diesel: 10,180 grams CO2/ gallon. Link