Dimensional multi-objective optimization design for 2RPU-RPS parallel mechanism

Abstract A modeling method of multi-objective optimization design for parallel mechanisms (PMs) is proposed, whose implementation is illustrated with 2RPU-RPS mechanism as an example. The orientation of biased output axis on moving platform is depicted by spherical attitude angles, and its kinematic model is deduced through vector method. With screw theory as mathematic tool, a comprehensive evaluation method of kinematic performance for PM is established. On this basis, the expensive constrained multi-objective optimization model of dimensional parameters for the discussed mechanism is constructed. The NSDE-II algorithm, formed by replacing the genetic algorithm operators in non-dominated sorting genetic algorithm II (NSGA-II) with DE operators, is utilized to solve this multi-objective optimization problem, thus obtaining multiple Pareto optimal solutions with engineering application significance, which proves the feasibility and effectiveness of the proposed modeling method and algorithm. Moreover, the normalization coverage space and the minimum adjacent vector angle are proposed to evaluate the computational performance of NSDE-II. Finally, the potential engineering application value for the optimized 2RPU-RPS PM is presented.

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Publication Details

Journal
Robotica
Published
2025-02-07
DOI
https://doi.org/10.1017/s0263574724002182
Citations
2
Primary Topic
Robotic Mechanisms and Dynamics
Type
article
Field-Weighted Citation Impact
2.43
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article

Dimensional multi-objective optimization design for 2RPU-RPS parallel mechanism

Siyang Peng, Zujin Jin, Linxian Che, Li Du
2 citations
Robotica
Robotic Mechanisms and Dynamics
2.43
article

Dimensional multi-objective optimization design for 2RPU-RPS parallel mechanism

Siyang Peng, Zujin Jin, Linxian Che, Li Du
article en
2 citations

Abstract

Abstract A modeling method of multi-objective optimization design for parallel mechanisms (PMs) is proposed, whose implementation is illustrated with 2RPU-RPS mechanism as an example. The orientation of biased output axis on moving platform is depicted by spherical attitude angles, and its kinematic model is deduced through vector method. With screw theory as mathematic tool, a comprehensive evaluation method of kinematic performance for PM is established. On this basis, the expensive constrained multi-objective optimization model of dimensional parameters for the discussed mechanism is constructed. The NSDE-II algorithm, formed by replacing the genetic algorithm operators in non-dominated sorting genetic algorithm II (NSGA-II) with DE operators, is utilized to solve this multi-objective optimization problem, thus obtaining multiple Pareto optimal solutions with engineering application significance, which proves the feasibility and effectiveness of the proposed modeling method and algorithm. Moreover, the normalization coverage space and the minimum adjacent vector angle are proposed to evaluate the computational performance of NSDE-II. Finally, the potential engineering application value for the optimized 2RPU-RPS PM is presented.

RoboticaVol. 43(3)
Chongqing Technology and Business University (CN), Chongqing Vocational Institute of Engineering (CN)
Openalex Percentile: Top 13%
Robotic Mechanisms and Dynamics
2.43
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