Scientific Reports (Jun 2024)

Equivalent consumption minimization strategy based on global optimization of equivalent factor for hybrid tractor

  • Zhen Zhu,
  • Yihan Zhang,
  • Hongwei Zhang,
  • Dehai Wang,
  • Long Chen

DOI
https://doi.org/10.1038/s41598-024-63770-w
Journal volume & issue
Vol. 14, no. 1
pp. 1 – 10

Abstract

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Abstract Due to the increase in emission requirements for non-road vehicles in many countries and the reduction of agricultural personnel, tractors are developing towards high horsepower and electrification. According to the working conditions of high-horsepower tractors, a hydromechanical continuously variable transmission (HMCVT) is designed for hybrid tractors. Taking a tractor equipped with this transmission as the research object, an equivalent factor global optimization model was established and a genetic algorithm was used to optimize the equivalent factor S offline to obtain the optimal equivalent factor of the tractor under different operating mileage and the initial state of charge (SOC) of battery. By using the optimized equivalent factor, the tractor can be in the charge depleting (CD) mode for a longer time on the premise of making full use of the energy in the battery, so as to improve the auxiliary ability of the motor in the whole operation cycle to reduce the fuel consumption of the tractor. The effectiveness of the control strategy is verified by MATLAB/Simulink and hardware in the loop (HIL) tests, and the fuel economy of tractors is improved by 2.939% and 3.909% respectively in the two tests.

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