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A NUMERICAL SCHEME AND AN ERROR ANALYSIS FOR A CLASS OF FRACTIONAL OPTIMAL CONTROL PROBLEMS

机译:一类分数最优控制问题的数值方案和误差分析

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摘要

There has been a growing interest in recent years in the area of Fractional Optimal Control (FOC). In this paper, we present a formulation for a class of FOC problems, in which a performance index is defined as an integral of a quadratic function of the state and the control variables, and a dynamic constraint is defined as a Fractional Differential Equation (FDE) linear in both the state and the control variables. The fractional derivative is defined in the Caputo sense. In this formulation, the FOC problem is reduced to a Fractional Variational Problem (FVP), and the necessary differential equations for the problems are obtained using the recently developed theories for FVPs. For the numerical solutions of the problems, a direct approach is taken in which the solutions are approximated using a truncated Fractional Power Series (FPS). An error analysis is also performed. It is demonstrated that the solution converges from above in the sense that the value of the approximate performance index is always higher than the optimum performance index. An expression for the error in the performance index is also given. The application of a FPS and an optimality criterion reduces the FOC to a set of linear algebraic equations which are solved using a linear solver. It is demonstrated numerically that the solution converges as the number of terms in the series increases, and the approximate solution approaches to the analytical solution as the order of the fractional derivative approaches to an integer order derivative. Numerical results are presented to demonstrate the performance of the Formulation.
机译:近年来,在分数最优控制(FOC)领域中,人们的兴趣日益浓厚。在本文中,我们提出了一类FOC问题的公式,其中性能指标定义为状态和控制变量的二次函数的积分,动态约束定义为分数阶微分方程(FDE) )在状态和控制变量上都是线性的。分数导数是在Caputo的意义上定义的。在此公式中,将FOC问题简化为分数变分问题(FVP),并使用最近开发的FVP理论获得了必要的微分方程。对于问题的数值解,采用直接方法,其中使用截断的分数幂级数(FPS)来近似解。还执行错误分析。从近似性能指标的值始终高于最佳性能指标的意义上证明,该解决方案从上面收敛。还给出了性能指标中错误的表达式。 FPS和最佳准则的应用将FOC简化为一组线性代数方程,可使用线性求解器进行求解。数值证明了,解随着级数的增加而收敛,并且随着分数导数的阶次接近整数阶导数,近似解接近解析解。给出数值结果以证明该制剂的性能。

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