Four-head Laser Cutting Path Optimization Based on Dynamic Programming-Genetic Algorithm

Under the background of Industry 4.0, the trend towards intelligence in the manufacturing industry is an important global industrial development trend. How to use emerging technologies and intelligent methods to achieve high efficiency and low consumption in the manufacturing industry is a major important proposition. In the context of laser processing enterprises, single-head cutting and double-head cutting are still the current mainstream cutting methods. How to improve the cutting efficiency without sacrificing the processing accuracy is the current mainstream research direction. Therefore, we will conduct research on the optimization of the laser cutting path for four heads, and decompose the problem of optimizing the laser cutting path for four heads into two sub-problems. For the sub-problem of collaborative partitioning, we propose a collaborative partitioning algorithm for laser cutting with four heads based on time balance; for the sub-problem of path optimization within the partition, we propose a 3DPGA algorithm based on the dynamic programming-genetic algorithm, and verify the practicality of the algorithm through experiments.

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Publication Details

Published
2025-07-18
DOI
https://doi.org/10.1109/icbase66587.2025.11181428
Primary Topic
Laser Material Processing Techniques
Type
article
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article

Four-head Laser Cutting Path Optimization Based on Dynamic Programming-Genetic Algorithm

Jin Lan Bai, Juan Chen
Laser Material Processing Techniques
article

Four-head Laser Cutting Path Optimization Based on Dynamic Programming-Genetic Algorithm

Jin Lan Bai, Juan Chen
article en

Abstract

Under the background of Industry 4.0, the trend towards intelligence in the manufacturing industry is an important global industrial development trend. How to use emerging technologies and intelligent methods to achieve high efficiency and low consumption in the manufacturing industry is a major important proposition. In the context of laser processing enterprises, single-head cutting and double-head cutting are still the current mainstream cutting methods. How to improve the cutting efficiency without sacrificing the processing accuracy is the current mainstream research direction. Therefore, we will conduct research on the optimization of the laser cutting path for four heads, and decompose the problem of optimizing the laser cutting path for four heads into two sub-problems. For the sub-problem of collaborative partitioning, we propose a collaborative partitioning algorithm for laser cutting with four heads based on time balance; for the sub-problem of path optimization within the partition, we propose a 3DPGA algorithm based on the dynamic programming-genetic algorithm, and verify the practicality of the algorithm through experiments.

Xinjiang University (CN)
Openalex Percentile: Top 70%
Laser Material Processing Techniques
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