Optimal Dimensional Synthesis of Ackermann Steering Mechanisms for Three-Axle, Six-Wheeled Vehicles
This study employs four metaheuristic optimization methods to optimize the dimensional synthesis of Ackermann steering mechanisms for three-axle, six-wheeled vehicles with front-axle steering mode and reverse-phase steering mode. The employed optimization methods include Particle Swarm Optimization...
Saved in:
Main Authors: | , , |
---|---|
Format: | Article |
Language: | English |
Published: |
MDPI AG
2025-01-01
|
Series: | Applied Sciences |
Subjects: | |
Online Access: | https://www.mdpi.com/2076-3417/15/2/800 |
Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
_version_ | 1832589193921953792 |
---|---|
author | Yaw-Hong Kang Da-Chen Pang Yi-Ching Zeng |
author_facet | Yaw-Hong Kang Da-Chen Pang Yi-Ching Zeng |
author_sort | Yaw-Hong Kang |
collection | DOAJ |
description | This study employs four metaheuristic optimization methods to optimize the dimensional synthesis of Ackermann steering mechanisms for three-axle, six-wheeled vehicles with front-axle steering mode and reverse-phase steering mode. The employed optimization methods include Particle Swarm Optimization (PSO), Hybrid Particle Swarm Optimization (HPSO), Differential Evolution with golden ratio (DE-gr), and Linearly Ensemble of Parameters and Mutation Strategies in Differential Evolution (L-EPSDE). With a front-wheel steering angle range of 70 degrees, two hundred optimization experiments were conducted for each method, and statistical analyses revealed that DE-gr and L-EPSDE methods outperformed PSO and HPSO methods in terms of standard deviation, mean value, and minimum error. These two methods exhibited superior convergence stability, faster convergence, and higher accuracy compared to PSO and HPSO. Reverse-phase (<i>K</i> = 1) steering mode outperformed front-axle steering mode, delivering reduced steering errors and turning radii. Considering the transmission ratio of front to rear axle (<i>K</i>) as a design variable in reverse-phase steering mode increased design flexibility and significantly lowered steering errors for the front and rear axle steering mechanisms. However, this comes with a slight increase in the turning radius of the vehicle’s front part compared to when <i>K</i> = 1. The optimized mechanism, designed using the DE-gr method, was validated through kinematic simulations and steering analyses using MSC-ADAMS v2015 software, further confirming the effectiveness and reliability of the proposed design. |
format | Article |
id | doaj-art-7c26b83a2b8d4093820fd4f44f37c40c |
institution | Kabale University |
issn | 2076-3417 |
language | English |
publishDate | 2025-01-01 |
publisher | MDPI AG |
record_format | Article |
series | Applied Sciences |
spelling | doaj-art-7c26b83a2b8d4093820fd4f44f37c40c2025-01-24T13:20:52ZengMDPI AGApplied Sciences2076-34172025-01-0115280010.3390/app15020800Optimal Dimensional Synthesis of Ackermann Steering Mechanisms for Three-Axle, Six-Wheeled VehiclesYaw-Hong Kang0Da-Chen Pang1Yi-Ching Zeng2Department of Mechanical Engineering, National Kaohsiung University of Science and Technology, 415 Jian Gong Rd., Sanmin, Kaohsiung 80778, TaiwanDepartment of Mechanical Engineering, National Kaohsiung University of Science and Technology, 415 Jian Gong Rd., Sanmin, Kaohsiung 80778, TaiwanDepartment of Mechanical Engineering, National Kaohsiung University of Science and Technology, 415 Jian Gong Rd., Sanmin, Kaohsiung 80778, TaiwanThis study employs four metaheuristic optimization methods to optimize the dimensional synthesis of Ackermann steering mechanisms for three-axle, six-wheeled vehicles with front-axle steering mode and reverse-phase steering mode. The employed optimization methods include Particle Swarm Optimization (PSO), Hybrid Particle Swarm Optimization (HPSO), Differential Evolution with golden ratio (DE-gr), and Linearly Ensemble of Parameters and Mutation Strategies in Differential Evolution (L-EPSDE). With a front-wheel steering angle range of 70 degrees, two hundred optimization experiments were conducted for each method, and statistical analyses revealed that DE-gr and L-EPSDE methods outperformed PSO and HPSO methods in terms of standard deviation, mean value, and minimum error. These two methods exhibited superior convergence stability, faster convergence, and higher accuracy compared to PSO and HPSO. Reverse-phase (<i>K</i> = 1) steering mode outperformed front-axle steering mode, delivering reduced steering errors and turning radii. Considering the transmission ratio of front to rear axle (<i>K</i>) as a design variable in reverse-phase steering mode increased design flexibility and significantly lowered steering errors for the front and rear axle steering mechanisms. However, this comes with a slight increase in the turning radius of the vehicle’s front part compared to when <i>K</i> = 1. The optimized mechanism, designed using the DE-gr method, was validated through kinematic simulations and steering analyses using MSC-ADAMS v2015 software, further confirming the effectiveness and reliability of the proposed design.https://www.mdpi.com/2076-3417/15/2/800three-axle six-wheeled vehicleAckermann steering mechanismPSOHPSODE-grL-EPSDE |
spellingShingle | Yaw-Hong Kang Da-Chen Pang Yi-Ching Zeng Optimal Dimensional Synthesis of Ackermann Steering Mechanisms for Three-Axle, Six-Wheeled Vehicles Applied Sciences three-axle six-wheeled vehicle Ackermann steering mechanism PSO HPSO DE-gr L-EPSDE |
title | Optimal Dimensional Synthesis of Ackermann Steering Mechanisms for Three-Axle, Six-Wheeled Vehicles |
title_full | Optimal Dimensional Synthesis of Ackermann Steering Mechanisms for Three-Axle, Six-Wheeled Vehicles |
title_fullStr | Optimal Dimensional Synthesis of Ackermann Steering Mechanisms for Three-Axle, Six-Wheeled Vehicles |
title_full_unstemmed | Optimal Dimensional Synthesis of Ackermann Steering Mechanisms for Three-Axle, Six-Wheeled Vehicles |
title_short | Optimal Dimensional Synthesis of Ackermann Steering Mechanisms for Three-Axle, Six-Wheeled Vehicles |
title_sort | optimal dimensional synthesis of ackermann steering mechanisms for three axle six wheeled vehicles |
topic | three-axle six-wheeled vehicle Ackermann steering mechanism PSO HPSO DE-gr L-EPSDE |
url | https://www.mdpi.com/2076-3417/15/2/800 |
work_keys_str_mv | AT yawhongkang optimaldimensionalsynthesisofackermannsteeringmechanismsforthreeaxlesixwheeledvehicles AT dachenpang optimaldimensionalsynthesisofackermannsteeringmechanismsforthreeaxlesixwheeledvehicles AT yichingzeng optimaldimensionalsynthesisofackermannsteeringmechanismsforthreeaxlesixwheeledvehicles |