可变结构比例整数导数激光合器关节温度智能控制方法,具有可调功率上限.
Mingchao Li1, Pengbin Cao1, Cong Zhang1
1School of Mechanical and Electrical Engineering, Wuhan Institute of Technology, Wuhan 430205, China.
Micromachines
|August 26, 2023
概括
本研究介绍了激光接温度的智能控制方法. 先进的系统通过精确的温度调节提高了接质量和生产效率.
科学领域:
- 材料科学与工程 材料科学与工程
- 控制系统工程 控制系统工程
- 机器人和自动化 机器人和自动化
背景情况:
- 激光接对于电子组装至关重要,接接头温度直接影响质量.
- 精确的温度控制对于自动化制造中的一致和高质量的接接头至关重要.
研究的目的:
- 开发和验证一种智能控制方法,在激光接过程中精确调节接关节温度.
- 通过适应性控制策略,提高接质量和生产效率.
主要方法:
- 实现一个可调节的功率上限变量结构的比例积分导数 (PID) 智能控制系统.
- 使用红外温度计实时监测接接头温度和闭环控制.
- 使用残余神经网络 (ResNet) 模型来预测关键接过程参数.
主要成果:
- 提出的方法证明了激光接的有效闭环温度控制.
- 该系统表现出低超越,快速动态响应和快速调整能力.
- 与现有方法相比,在实践平台上的验证证实了提高接质量和提高生产效率.
结论:
- 开发的可变结构PID智能控制方法在激光接温度管理方面取得了重大进展.
- 这种方法提高了电子组装过程的可靠性和效率.
- 集成ResNet用于参数预测,进一步优化了激光接过程.
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