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Area of Science:

  • Industrial Engineering
  • Automation Technology
  • Computer Science

Background:

  • Laser marking machines are standard on product packaging lines.
  • Current laser marking speeds present a significant production bottleneck.
  • Optimizing marking speed is crucial for manufacturing efficiency.

Purpose of the Study:

  • To address the production bottleneck caused by laser marking speed.
  • To develop a novel method for improving laser marking efficiency.
  • To design and validate a controller based on a genetic algorithm.

Main Methods:

  • Development of a novel method utilizing a genetic algorithm.
  • Design of a specialized controller implementing the genetic algorithm.
  • Conducting simulations and experimental validation of the proposed method.

Main Results:

  • The genetic algorithm-based method effectively improves laser marking speed.
  • A 25% increase in laser marking efficiency was achieved.
  • The designed controller demonstrated successful implementation and validation.

Conclusions:

  • The genetic algorithm offers a viable solution to overcome laser marking speed limitations.
  • This approach significantly enhances production line efficiency.
  • The developed controller is effective for optimizing laser marking processes.