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首页> 外文期刊>IEEE Transactions on Control Systems Technology >Modified C/GMRES Algorithm for Fast Nonlinear Model Predictive Tracking Control of AUVs
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Modified C/GMRES Algorithm for Fast Nonlinear Model Predictive Tracking Control of AUVs

机译:AUV的快速非线性模型预测跟踪控制的改进C / GMRES算法

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摘要

This brief presents a nonlinear model predictive control (NMPC) method for the trajectory tracking problem of an autonomous underwater vehicle (AUV). By augmenting the desired output trajectory to a reference dynamical system, the tracking task can fit into the standard NMPC framework, which effectively avoids possible numerical difficulties in the following fast NMPC implementation. To relieve the conflict between short sampling period and high demand of online calculation, Ohtsuka’s continuation/generalized minimal residual (C/GMRES) algorithm is investigated. In order to handle the realistic constraints on the AUV thrusters, we incorporate the log barrier functions into the cost function and modify the C/GMRES algorithm. Several different reference trajectories are tested using the identified dynamic model of the Saab SeaEye Falcon open-frame ROV/AUV, which demonstrate the effectiveness and efficiency of the proposed fast algorithm for the AUV tracking control.
机译:本简介介绍了一种用于自主水下航行器(AUV)的轨迹跟踪问题的非线性模型预测控制(NMPC)方法。通过将所需的输出轨迹增加到参考动力学系统,跟踪任务可以适合标准NMPC框架,从而有效避免了后续快速NMPC实现中可能出现的数值困难。为了缓解采样时间短和在线计算的高要求之间的矛盾,研究了Ohtsuka的连续/广义最小残差(C / GMRES)算法。为了处理对AUV推进器的实际约束,我们将对数障碍函数合并到成本函数中并修改了C / GMRES算法。使用确定的萨博SeaEye Falcon开放式ROV / AUV动态模型测试了几种不同的参考轨迹,这证明了所提出的用于AUV跟踪控制的快速算法的有效性和效率。

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