2022
DOI: 10.3390/wevj13020043
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Multi-Objective Optimization and Test of a Tractor Drive Motor

Abstract: The design objectives of the structural parameters of the tractor drive motor are diverse, and the constraints are complex. It is difficult to optimize the overall performance of the unit by using the empirical method and single-objective optimization method. This paper proposes a multi-objective optimization method for tractor drive motors based on an improved Non-dominated Sorting Genetic Algorithm II (NSGA-II). Constraints are formulated according to the inherent characteristics of the motor itself and the … Show more

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Cited by 8 publications
(7 citation statements)
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“…In this study, a diesel-electric parallel hybrid tractor is considered as the research object. Meanwhile, an energy-saving control strategy based on instantaneous optimization of the required torque is proposed [18][19][20][21][22][23]. By optimizing the torque of both the diesel engine and motor, the required torque of the entire machine can be distributed in real time, which reduces the equivalent fuel consumption of the entire machine while ensuring power stability.…”
Section: Introductionmentioning
confidence: 99%
“…In this study, a diesel-electric parallel hybrid tractor is considered as the research object. Meanwhile, an energy-saving control strategy based on instantaneous optimization of the required torque is proposed [18][19][20][21][22][23]. By optimizing the torque of both the diesel engine and motor, the required torque of the entire machine can be distributed in real time, which reduces the equivalent fuel consumption of the entire machine while ensuring power stability.…”
Section: Introductionmentioning
confidence: 99%
“…The tractor is one of the most important agricultural machinery [1,2] and faces complicated working conditions. Different operations, such as plowing, deep scarification, winter tillage, rotary tillage, seeding, transplanting, harvest, transportation, ditching and so on, require tractors to meet different operational requirements [3][4][5][6]. The performance of speed regulating transmission system of tractors, such as transmission ratio, the variation range of transmission ratio, transmission efficiency and so on, has a great influence on the fuel economy, dynamic property and other key performance indexes of the full tractor.…”
Section: Introductionmentioning
confidence: 99%
“…However, substantial portions of the urban populace continue to endure noise levels surpassing recommended thresholds, signifying an urgent need for mitigation strategies [1,2]. Beyond regulatory pressures, market demand for effective acoustic materials is also growing within the automotive and aerospace sectors as vehicles become more lightweight and integrate alternative propulsion systems [8][9][10][11][12]. With the advent of hybrid and electric vehicles, detailed understanding of noise generation mechanisms from drivetrains, road friction, tires, and high-frequency electric motors has become paramount [8][9][10].…”
Section: Introductionmentioning
confidence: 99%
“…Beyond regulatory pressures, market demand for effective acoustic materials is also growing within the automotive and aerospace sectors as vehicles become more lightweight and integrate alternative propulsion systems [8][9][10][11][12]. With the advent of hybrid and electric vehicles, detailed understanding of noise generation mechanisms from drivetrains, road friction, tires, and high-frequency electric motors has become paramount [8][9][10]. Vehicle interior noise also remains a primary customer satisfaction and comfort metric [13,14].…”
Section: Introductionmentioning
confidence: 99%
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