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Sensitivity Analysis Based on E-TOPSIS Combined with MORIME-Based Multi-Objective Optimization for Sprayer Frame Design Optimization

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Publicado en:Machines vol. 13, no. 3 (2025), p. 201
Autor principal: Zhou, Shaohao
Otros Autores: Chen, Qi, Zhang, Lihua
Publicado:
MDPI AG
Materias:
Finite element method
Accuracy
Design of experiments
Sensitivity analysis
Hypercubes
Multiple objective analysis
Modal data
Workloads
Pareto optimum
Energy consumption
Entropy
Efficiency
Design techniques
Design optimization
Simulation
Sampling methods
Genetic algorithms
Three dimensional models
Variables
Algorithms
Mathematical models
Methods
Optimization algorithms
Latin hypercube sampling
Acceso en línea:Citation/Abstract
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Resumen:This study establishes a sensitivity evaluation system based on the E-TOPSIS method and combines it with the MORIME algorithm for the optimization design of the frame. First, a three-dimensional model and a finite element analysis model of the frame were developed. The loading conditions of the frame were then analyzed, followed by static and modal analyses. Modal data of the frame were also extracted. The experimental results prove the reliability of the established finite element model and the subsequent optimization results. A sensitivity evaluation system based on the E-TOPSIS method was established in this study. Using this system, the sensitivity of the frame components with respect to three different performance parameters was analyzed, enabling the scientific and rapid selection of 17 design variables and significantly reducing the optimization workload. The experimental design was then conducted using Latin hypercube sampling and CCD sampling methods. Finally, the multi-objective lightweight design of the selected components was performed based on the MORIME algorithm. After optimization, the stress increased by 12.01% and 1.52% under two operating conditions, while deformation increased by 0.647 mm and 0.607 mm, and the frame mass was reduced by 22.754 kg, a decrease of 12.8%. The experimental results demonstrate the effectiveness of the proposed method.
ISSN:2075-1702
DOI:10.3390/machines13030201
Fuente:Engineering Database