Development and Verification of a Simulation Model for 120 kW Class Electric AWD (All-Wheel-Drive) Tractor during Driving Operation

• Published in: Energies (Basel) 2020-05, Vol.13 (10), p.2422
• Main Authors: Baek, Seung-Yun, Kim, Yeon-Soo, Kim, Wan-Soo, Baek, Seung-Min, Kim, Yong-Joo
• Format: Article
• Language: English
• Subjects: Agricultural equipment; Alternating current; Batteries; Computer programs; Computer simulation; Control algorithms; Controller area network; Driving ability; driving test; Efficiency; electric AWD tractor; Electric converters; Electric motors; Energy; Farm machinery; Generators; Ground speed; Hybrid vehicles; Load; load measurement system; Optimization; Plows; Shafts (machine elements); Simulation; simulation model; SOC level; Software; State of charge; Torque; Vehicle wheels
• ISSN: 1996-1073; 1996-1073
• DOI: 10.3390/en13102422

This study was conducted to develop a simulation model of a 120 kW class electric all-wheel-drive (AWD) tractor and verify the model by comparing the measurement and simulation results. The platform was developed based on the power transmission system, including batteries, electric motors, reducers, wheels, and a charging system composed of a generator, an AC/DC converter, and chargers on each axle. The data measurement system was installed on the platform, consisting of an analog (current) and a digital part (rotational speed of electric motors and voltage and SOC (state of charge) level of batteries) by a CAN (controller area network) bus. The axle torque was calculated using the current and torque curves of the electric motor. The simulation model was developed by 1D simulation software and used axle torque and vehicle velocity data to create the simulation conditions. To compare the results of the simulation, a driving test using the platform was performed at a ground speed of 10 km/h in off- and on-road conditions. The similarities between the results were analyzed using statistical software and we found no significant difference in axle torque data. The simulation model was considered to be highly reliable given the change rate and average value of the SOC level. Using the simulation model, the workable time of driving operation was estimated to be about six hours and the workable time of plow tillage was estimated to be about 2.4 h. The results showed that the capacity of the battery is slightly low for plow tillage. However, in future studies, the electric AWD tractor performance could be improved through battery optimization through simulation under various conditions.