Optimized Design of Large-Body Structure of Pile Driver Based on Particle Swarm Optimization Improved BP Neural Network

Author:

Wu Jinmei1,Hu Jiameng1,Yang Yanqing1

Affiliation:

1. School of Mechanical Engineering, North China University of Water Resources and Electric Power, Zhengzhou 450011, China

Abstract

Optimization of the pile driver’s large-body structure is important to achieve the driver’s overall light weight. This paper studies the large-body structure of a hydraulic static pile driver. We used the APDL parametric design language provided by ANSYS to construct a geometric model of the large-body structure and performed a static analysis of the finite element model. Under the assumption that the strength and stiffness meet the design requirements, the optimization model was constructed with the thickness of each plate of the large-body structure as the design variable, the structural strength and stiffness as the constraints, and the minimum mass as the objective function. Finally, two optimization algorithms were used to solve the model, and the comparison of the two sets of solutions shows that the improved BP neural network algorithm based on the particle swarm optimization algorithm performs better. The optimized mass of the large-body structure was reduced from 82,556.1 kg to 65,046.15 kg, a mass reduction of 21%. The lightweight design of the pile driver was achieved.

Publisher

MDPI AG

Subject

Fluid Flow and Transfer Processes,Computer Science Applications,Process Chemistry and Technology,General Engineering,Instrumentation,General Materials Science

Reference23 articles.

1. Genetic Algorithm-based Dimensional Optimization Design of the Six-link Mechanism;Lv;Forg. Tech.,2022

2. Dong, Z.J. (2015). Research on Lightweight Technology of YZY800D Pile Driver Frame Structure, Southwest Jiaotong University.

3. Comparative Study of the Use of Hydraulic Pile Driver and Crane Mounted Drop Hammer in the Piling of Precast Prestressed Concrete Piles for Building Foundations in Kubu Raya Regency;Syahrudin;Tek. Sipil.,2022

4. Li, S. (2008). Finite Element Analysis and Structural Design of Cantilever Parts of ZYB600F Hydraulic Static Pile Driver, Central South University.

5. Ruminate the Application of Computer-aided Design in Mechanical Design;Zhang;Polytechnic,2020

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