journal article·2026-02-12Open access

Experimental Validation of a Longitudinal Vehicle Model for an Agricultural Vehicle Using Coast-Down Testing and Diagnostic Data

Ugnė Koletė Medževeprytė, Rolandas Makaras, Vaidas Lukoševičius, Algirdas Laskys

Applied Sciences· Volume 16· Issue 4

Abstract

Accurate modelling of agricultural vehicles is essential for optimizing drivetrain performance and energy efficiency, particularly as hybrid systems become more prevalent in sustainable farming. This study presents an experimental validation of a vehicle physical model using the Claas Xerion 3800 tractor. Coast-down tests were conducted to determine the rolling resistance coefficient, while GPS and diagnostic data were used to capture real-world vehicle dynamics and fuel consumption. The rolling resistance coefficient was calculated using two-stage aggregation method of multiple run data, yielding a statistically robust result. Simulation outputs showed close agreement with measured longitudinal responses, including vehicle acceleration, traction force, and fuel usage, with a 2.1% deviation in total fuel consumption. These findings demonstrate that the proposed modelling approach reliably replicates the vehicle’s macroscopic longitudinal dynamics and support its application in drivetrain optimization, hybrid system integration, and energy-efficient vehicle design studies. The validated framework contributes to the development of context-aware simulations capable of reflecting real-world off-road conditions and operational variability.
Source: crossref · Quality: baseline

Research context

OpenAlex topics: Soil Mechanics and Vehicle Dynamics · Agriculture and Farm Safety · Agricultural Engineering and Mechanization

SciVX discovery tags are terminology-based. OpenAlex topics are source-provided classifications.

Affiliations

Faculty of Mechanical Engineering and Design, Kaunas University of Technology, Studentų Str. 56, 51424 Kaunas, Lithuania

Independent Researcher, Kuršių Str. 12, 48147 Kaunas, Lithuania

References (32)

Show source-provided references
1. Tebaldi, D., and Zanasi, R. (2021, January 22–25). Modeling Control and Simulation of a Parallel Hybrid Agricultural Tractor. Proceedings of the 2021 29th Mediterranean Conference on Control and Automation (MED), Puglia, Italy.10.1109/MED51440.2021.9480278 ↗
2. Yang, Y., Wen, Y., Sun, X., Wang, R., and Dong, Z. (2025). A Review of Green Agriculture and Energy Management Strategies for Hybrid Tractors. Energies, 18.10.3390/en18133224 ↗
3. Thornton, M., Ratcliff, M., and Kelly, K. (2022). Off-Road Vehicle Decarbonization and Energy Systems Integration: R&D Gaps and Opportunities, National Renewable Energy Laboratory (NREL).10.2172/1891267 ↗
4. Multi-objective optimization of design parameters for tractor hydro-mechanical continuously variable transmissions10.1038/s41598-025-89425-y ↗
5. Off-road construction and agricultural equipment electrification: Review, challenges, and opportunities10.3390/vehicles4030044 ↗
6. Yue, H., Lin, J., Dong, P., Chen, Z., and Xu, X. (2023). Configurations and control strategies of hybrid powertrain systems. Energies, 16.10.3390/en16020725 ↗
7. Guzzella, L., and Sciarretta, A. (2005). Vehicle Propulsion Systems: Introduction to Modeling and Optimization, Springer.
8. Martini, V., Mocera, F., and Somà, A. (2023). Design and experimental validation of a scaled test bench for the emulation of a hybrid fuel cell powertrain for agricultural tractors. Appl. Sci., 13.10.3390/app13158582 ↗
9. McDavid, R., Koci, C., Bazyn, T., Steffen, J., Kruiswyk, R., Duvall, L., Adams, J., and Waldron, T. (2023). Hybrid Heavy Duty Diesel Powertrain for Off-Road Applications (Final Technical/Scientific Report), Caterpillar Inc.10.2172/1923322 ↗
10. Smithm, D., Ozpineci, B., Graves, R.L., Jones, P.T., Lustbader, J., Kelly, K., Walkowicz, K., Birky, A., Payne, G., and Sigler, C. (2020). Medium-and Heavy-Duty Vehicle Electrification: An Assessment of Technology and Knowledge Gaps, Oak Ridge National Laboratory (ORNL).10.2172/1614816 ↗
11. Koci, C., Steffen, J., Kruiswyk, R., Guo, F., Bazyn, T., McDavid, R., Ivanov, R., and Sirimalla, D. (2021). A Hybrid Heavy-Duty Diesel Power System for Off-Road Applications-Concept Definition, SAE International. SAE Technical Paper, 0148–7191.10.4271/2021-01-0449 ↗
12. El-Gindy, M., and El-Sayegh, Z. (2023). Road and Off-Road Vehicle Dynamics, Springer.10.1007/978-3-031-36216-3 ↗
13. Terrain assessment for precision agriculture using vehicle dynamic modelling10.1016/j.biosystemseng.2017.06.025 ↗
14. Mi, C., and Masrur, M.A. (2025). Hybrid Electric Vehicles: Principles and Applications with Practical Perspectives, John Wiley & Sons.10.1002/9781394295159 ↗
15. Husain, I. (2021). Electric and Hybrid Vehicles: Design Fundamentals, CRC Press.10.1201/9780429490927 ↗
16. A Review of Off-Road Datasets, Sensor Technologies and Terrain Traversability Analysis10.4271/2025-01-8339 ↗
17. Pascuzzi, S., Łyp-Wrońska, K., Gdowska, K., and Paciolla, F. (2024). Sustainability evaluation of hybrid agriculture-tractor powertrains. Sustainability, 16.10.20944/preprints202401.0329.v1 ↗
18. Europea, U.-U. (December, January 23). Long-term low greenhouse gas emission development strategy of the European Union and its Member States. Proceedings of the United Nations Framework Convention on Climate Change, Online.
19. Machine learning applications in off-road vehicles interaction with terrain: An overview10.1016/j.jterra.2024.101003 ↗
20. Agarwal, A., and Mthembu, L. (2023). FE Structural Analysis and Experimental Investigation of HMV Chassis. Emerging Trends in Mechanical and Industrial Engineering; Lecture Notes in Mechanical Engineering, Springer.10.1007/978-981-19-6945-4_70 ↗
21. Modelling and validation of the vehicle longitudinal model10.15282/ijame.10.2014.21.0172 ↗
22. Framework for Vehicle Dynamics Model Validation10.1109/ACCESS.2022.3157904 ↗
23. Kumar, A., Kumar, P., and Letha, S.S. (2024). Smart Electric and Hybrid Vehicles: Advancements in Materials, Design, Technologies, and Modeling, John Wiley & Sons.10.1002/9781394225040 ↗
24. Medževeprytė, U.K., Makaras, R., Lukoševičius, V., and Kilikevičius, S. (2023). Application and Efficiency of a Series-Hybrid Drive for Agricultural Use Based on a Modified Version of the World Harmonized Transient Cycle. Energies, 16.10.20944/preprints202306.2114.v1 ↗
25. (2026, February 07). CLAAS KGaA mbH Repair Manual. Xerion 3800-3300. Available online: https://www.claas.com/zh-cn.
26. (2025, August 08). Race Technology DL1 Data Logger Datasheet. Available online: https://www.race-technology.com/upload/DL1_Dsheet.pdf.
27. TEXA (2024, February 19). TEXA S.p.A.—Navigator TXT MULTIHUB. Available online: https://www.texa.com/products/navigator-txt-multihub/.
28. A relationship between tyre pressure and rolling resistance force under different vehicle speed10.1051/matecconf/201710812004 ↗
29. SAE (2023, February 15). ETA-HTP01 Revision 2 Effective February 1, 2008 Implementation of SAE Standard J2263 “Road Load Measurement Using Onboard Anemometry and Coastdown Techniques”, Available online: https://www.energy.gov/sites/prod/files/2015/04/f21/htp001r2.pdf.
30. Wiegand, B. (2016). Estimation of the Rolling Resistance of Tires, SAE International.10.4271/2016-01-0445 ↗
31. Wong, J.Y. (2009). Terramechanics and Off-Road Vehicle Engineering: Terrain Behaviour, Off-Road Vehicle Performance and Design, Butterworth-Heinemann.10.1016/B978-0-7506-8561-0.00002-6 ↗
32. Validation of vehicle dynamics simulation models—A review10.1080/00423114.2013.868500 ↗