# Optimization Design of the Two-Stage Reduction Micro-Drive Mechanism Based on Particle Swarm Algorithm

**Authors:** Na Zhang, Dongmei Wang, Kai Li, Kaiyang Wei, Hongyu Ge, Manzhi Yang

PMC · DOI: 10.3390/mi16070826 · Micromachines · 2025-07-19

## TL;DR

This paper presents a two-stage micro-drive mechanism optimized for high-precision motion in small spaces using a particle swarm algorithm.

## Contribution

A novel two-stage reduction micro-drive mechanism is designed and optimized using particle swarm optimization for high accuracy and performance.

## Key findings

- The mechanism achieved a reduction ratio of 24.73:1 with high motion accuracy.
- Maximum kinematic error was measured at 0.0267 μm, indicating excellent precision.
- Finite element and experimental analyses confirmed the mechanism's strength and dynamic performance.

## Abstract

Achieving high-precision positioning operations in a small space was of great significance in aerospace, biomedical, and other fields. In order to obtain smaller displacements with higher accuracy, this paper focused on the design, optimization, and performance analysis of a two-stage reduction micro-drive mechanism. Using the principle of lever and the principle of balanced additional force, a two-stage reduction micro-motion mechanism without parasitic motion and non-motion directional force was designed, and the structure optimization of the mechanism was completed by employing the particle swarm algorithm. A finite element analysis was conducted to assess the strength, dynamics, and kinematic properties of the mechanism. Experimental methods were also employed to analyze its dynamic and kinematic properties. The analysis results demonstrated that the mechanism met the design requirements in terms of strength and dynamic properties, with a maximum error of 9.02% and a maximum kinematic error of 0.0267 μm. The achieved reduction ratio was 24.73:1. These results indicated that the mechanism possesses excellent strength and dynamic performance, a large reduction ratio, high motion accuracy, and good linearity. This paper contributes significantly to the advancement of research in precision mechanical motion and micro-drive mechanisms.

## Full-text entities

- **Diseases:** injury to (MESH:D014947), stroke (MESH:D020521)
- **Chemicals:** 60Si2Mn (-)
- **Species:** Homo sapiens (human, species) [taxon 9606]

## Full text

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## Figures

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## References

40 references — full list in the complete paper: https://tomesphere.com/paper/PMC12298744/full.md

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Source: https://tomesphere.com/paper/PMC12298744