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Variable order fractional grey model and its application

机译:可变秩序分数灰色模型及其应用

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The use of constant order differential equations to describe the evolution of complex systems is often unable to describe some of the changing characteristics of the systems accurately. Variable order fractional derivatives provide us with new tools to solve such problems. In this paper, the accumulation and derivative orders of the classic grey model are expanded from constants to functions, and a variable order fractional grey model is established to describe the evolution process of complex systems. Firstly, this paper defines the variable order fractional accumulation generation sequence. On the basis of this sequence, a variable order fractional derivative grey model is established, the parameters of the model are estimated using the least square method, and the quantum particle swarm optimization algorithm is used to solve the order of fractional derivative and accumulation. Sadik transform and Laplace transform are adopted to obtain the analytical solution of the new model. Lastly, the effectiveness of the new model is verified through four cases. Compared with other models, the variable order fractional model can describe the development process of complex systems more accurately.
机译:使用恒定的差分方程来描述复杂系统的演变通常无法准确地描述系统的一些改变特性。可变秩序分数衍生物为我们提供新工具来解决这些问题。在本文中,经典灰色模型的累积和衍生令从常数扩展到功能,建立了一个可变阶数分数灰色模型来描述复杂系统的演化过程。首先,本文定义了可变顺序分数累积产生序列。在该序列的基础上,建立了一种可变阶分形衍生灰度模型,使用最小二乘法估计模型的参数,并且量子粒子群优化算法用于解决分数衍生和累积的顺序。采用Sadik变换和拉普拉斯变换来获得新模型的分析解决方案。最后,通过四个案例验证了新模型的有效性。与其他模型相比,可变订单分数模型可以更准确地描述复杂系统的开发过程。

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