Research on Longitudinal and Lateral Game Control of Intelligent Agricultural Machine Stackelberg Based on Takagi‐Sugeno Fuzzy Model

Aiming at the coupling interference problem of intelligent driving agricultural machinery in the longitudinal and lateral control, and the real-time change of key parameters in the process of establishing the dynamic model, which seriously reduces the control performance of the controller, etc. In this paper, a Takagi-Sugeno (T-S) Fuzzy Model Stackelberg game control algorithm (T-S Stackelberg game control) is proposed. Firstly, according to the characteristics of the model, the change parameters in the model were determined. Secondly, the T-S fuzzy model was designed, and the corresponding membership functions were determined. Thirdly, the T-S Stackelberg game controller was designed. Finally, the reliability of the proposed algorithm is verified by a hardware-in-the-loop experiment.

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Publication Details

Journal
Food Science & Nutrition
Published
2025-09-01
DOI
https://doi.org/10.1002/fsn3.70579
Primary Topic
Fuzzy Logic and Control Systems
Type
article
Field-Weighted Citation Impact
0.00
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article

Research on Longitudinal and Lateral Game Control of Intelligent Agricultural Machine Stackelberg Based on Takagi‐Sugeno Fuzzy Model

Hequan Miao, Guangfei Xu, Dexi Wu, Yulong Chen et al.
Food Science & Nutrition
Fuzzy Logic and Control Systems
article

Research on Longitudinal and Lateral Game Control of Intelligent Agricultural Machine Stackelberg Based on Takagi‐Sugeno Fuzzy Model

Hequan Miao, Guangfei Xu, Dexi Wu, Yulong Chen, Haizhu Xu
article en

Abstract

Aiming at the coupling interference problem of intelligent driving agricultural machinery in the longitudinal and lateral control, and the real-time change of key parameters in the process of establishing the dynamic model, which seriously reduces the control performance of the controller, etc. In this paper, a Takagi-Sugeno (T-S) Fuzzy Model Stackelberg game control algorithm (T-S Stackelberg game control) is proposed. Firstly, according to the characteristics of the model, the change parameters in the model were determined. Secondly, the T-S fuzzy model was designed, and the corresponding membership functions were determined. Thirdly, the T-S Stackelberg game controller was designed. Finally, the reliability of the proposed algorithm is verified by a hardware-in-the-loop experiment.

Food Science & NutritionVol. 13(9)
Shandong University of Technology (CN), Liaocheng University (CN)
Openalex Percentile: Top 87%
Fuzzy Logic and Control Systems
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