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Three-Dimensional Path Planning Method for Autonomous Underwater Vehicle Based on Modified Firefly Algorithm

机译:基于改进萤火虫算法的自主水下航行器三维路径规划方法

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摘要

Path planning is a classic optimization problem which can be solved by many optimization algorithms. The complexity of three-dimensional (3D) path planning for autonomous underwater vehicles (AUVs) requires the optimization algorithm to have a quick convergence speed. This work provides a new 3D path planning method for AUV using a modified firefly algorithm. In order to solve the problem of slow convergence of the basic firefly algorithm, an improved method was proposed. In the modified firefly algorithm, the parameters of the algorithm and the random movement steps can be adjusted according to the operating process. At the same time, an autonomous flight strategy is introduced to avoid instances of invalid flight. An excluding operator was used to improve the effect of obstacle avoidance, and a contracting operator was used to enhance the convergence speed and the smoothness of the path. The performance of the modified firefly algorithm and the effectiveness of the 3D path planning method were proved through a varied set of experiments.
机译:路径规划是一个经典的优化问题,可以通过许多优化算法来解决。自主水下航行器(AUV)的三维(3D)路径规划的复杂性要求优化算法具有快速的收敛速度。这项工作为使用改良萤火虫算法的AUV提供了一种新的3D路径规划方法。为了解决萤火虫基本算法收敛速度慢的问题,提出了一种改进的方法。在改进的萤火虫算法中,可以根据操作过程来调整算法的参数和随机运动步骤。同时,引入自主飞行策略以避免无效飞行的情况。排除运算符用于提高避障效果,而收缩运算符用于提高收敛速度和路径的平滑度。通过一系列实验证明了改进的萤火虫算法的性能和3D路径规划方法的有效性。

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  • 来源
    《Mathematical Problems in Engineering》 |2015年第20期|561394.1-561394.10|共10页
  • 作者单位

    Harbin Engn Univ, Coll Automat, Harbin 150001, Heilongjiang, Peoples R China;

    Harbin Engn Univ, Coll Automat, Harbin 150001, Heilongjiang, Peoples R China;

    Harbin Engn Univ, Coll Automat, Harbin 150001, Heilongjiang, Peoples R China;

    Harbin Engn Univ, Coll Automat, Harbin 150001, Heilongjiang, Peoples R China;

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