Refining Control, Charging, and Battery Chemistry for CO<sub>2</sub>e Savings in Heavy-Duty Off-Road Plug-In Series Hybrid
<div>With current and future regulations continuing to drive reductions in carbon dioxide equivalent (CO<sub>2</sub>e) emissions in the on-road industry, the off-road industry is also likely to be regulated for fuel and CO<sub>2</sub>e savings. This work focuses on converting a heavy-duty off-road material handler from a conventional diesel powertrain to a plug-in series hybrid, achieving a 49% fuel reduction and 29% CO<sub>2</sub>e reduction via simulation. Control strategies were refined for energy savings, including a regenerative braking strategy to increase regenerative braking and a load-following hydraulic strategy to decrease electrical energy consumption. The load-following hydraulic control shuts off the hydraulic electric machine when it is not needed—an approach not previously seen in a load-sensing, pressure-compensated system. These strategies achieved a 24.1% fuel savings, resulting in total savings of 61% in fuel and 41% in CO<sub>2</sub>e in the plug-in series compared to the conventional machine. Beyond control strategies, this study evaluated battery chemistry and charging strategy refinements for total cost of ownership (TCO) and lifetime CO<sub>2</sub>e. LFP batteries emerged as the most cost-effective and least emitting due to their longer lifespan, which reduced replacement frequency. Charging comparisons showed that Level 2 charging (L2C) typically resulted in lower TCO but higher lifetime CO<sub>2</sub>e than DC fast charging (DCFC). DCFC costs were heavily influenced by local demand charges, and DCFC emissions were heavily influenced by local grid emissions.</div>
Authors
- Bryant Goodenough
- T. Andrew Black (ORCID: https://orcid.org/0000-0002-7494-9767)
- Dylan Kiefer
- Darrell Robinette (ORCID: https://orcid.org/0000-0003-0066-4205)
- J.J. Westman
- Jeremy Worm
- Alexander Czarnecki
- Phil Latendresse
- Matthew J. Heath
- David Subert
- Bob Brunet
- Robert Kisul
Institutions
- Michigan Technological University (US)
- Traverse Biosciences (United States) (US)
Publication Details
- Journal
- SAE International Journal of Electrified Vehicles
- Published
- 2025-02-27
- DOI
- https://doi.org/10.4271/14-14-02-0009
- Primary Topic
- Electric and Hybrid Vehicle Technologies
- Type
- article
- Field-Weighted Citation Impact
- 0.00
Funders
- U.S. Department of Energy
- Office of Energy Efficiency and Renewable Energy
- Office of Energy Efficiency