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首页> 外文期刊>Engineering Applications of Artificial Intelligence >Implementation of genetic algorithm in an embedded microcontroller-based polarization control system
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Implementation of genetic algorithm in an embedded microcontroller-based polarization control system

机译:遗传算法在嵌入式微控制器极化控制系统中的实现

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摘要

Implementation of genetic algorithm in a PIC32MX microcontroller-based polarization control system is proposed and demonstrated. The controller measures the signal intensity that is used to estimate the genetic value. This process is controlled by the genetic algorithm rather than referring to the Look-Up-Table as implemented in existing solutions. To reach optimum performance, the code is optimized by using the best genetic parameters so that the fastest execution time can be achieved. An ability of genetic algorithm to work efficiently in polarization control system possesses many advantages including easy code construction, low memory consumption and fast control speed. Genetic algorithm is intelligent enough to be used for endless polarization stabilization and in the worst case, able to stabilize the polarization changes in 300 us. In the best case the response time can reach 17μs.
机译:提出并演示了基于PIC32MX微控制器的偏振控制系统中遗传算法的实现。控制器测量用于估计遗传值的信号强度。该过程由遗传算法控制,而不是参考现有解决方案中实现的查找表。为了达到最佳性能,通过使用最佳遗传参数对代码进行优化,从而可以实现最快的执行时间。遗传算法在偏振控制系统中有效工作的能力具有许多优点,包括易于代码构造,低存储器消耗和快速控制速度。遗传算法足够智能,可用于无限的极化稳定,在最坏的情况下,能够稳定300 us的极化变化。在最佳情况下,响应时间可以达到17μs。

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    Centre of Excellence for Wireless and Photonic Networks, Engineering and Technology Complex, Universiti Putra Malaysia, 43400 Serdang, Selangor, Malaysia,Photonic and Fiber Optic Systems Laboratory, Department of Computer and Communication Systems Engineering, Faculty of Engineering, Universiti Putra Malaysia, 43400 Serdang, Selangor, Malaysia;

    Centre of Excellence for Wireless and Photonic Networks, Engineering and Technology Complex, Universiti Putra Malaysia, 43400 Serdang, Selangor, Malaysia,Photonic and Fiber Optic Systems Laboratory, Department of Computer and Communication Systems Engineering, Faculty of Engineering, Universiti Putra Malaysia, 43400 Serdang, Selangor, Malaysia;

    Centre of Excellence for Wireless and Photonic Networks, Engineering and Technology Complex, Universiti Putra Malaysia, 43400 Serdang, Selangor, Malaysia,Photonic and Fiber Optic Systems Laboratory, Department of Computer and Communication Systems Engineering, Faculty of Engineering, Universiti Putra Malaysia, 43400 Serdang, Selangor, Malaysia;

    Centre of Excellence for Wireless and Photonic Networks, Engineering and Technology Complex, Universiti Putra Malaysia, 43400 Serdang, Selangor, Malaysia;

    Sencha Inc., 1700 Seaport Boulevard Suite 120, Redwood City, CA 94063, USA;

    Centre of Excellence for Wireless and Photonic Networks, Engineering and Technology Complex, Universiti Putra Malaysia, 43400 Serdang, Selangor, Malaysia,Photonic and Fiber Optic Systems Laboratory, Department of Computer and Communication Systems Engineering, Faculty of Engineering, Universiti Putra Malaysia, 43400 Serdang, Selangor, Malaysia;

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  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    control algorithm; genetic algorithm; microcontroller; polarization controller;

    机译:控制算法遗传算法微控制器;偏振控制器;

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