Design of a state observer to approximate signals by using the concept of fractional variable-order derivative

被引:21
作者
Coronel-Escamilla, A. [1 ]
Gomez-Aguilar, J. F. [2 ]
Torres, L. [3 ]
Valtierra-Rodriguez, M. [4 ]
Escobar-Jimenez, R. F. [1 ]
机构
[1] Tecnol Nacl Mexico, Ctr Nacl Invest & Desarrollo Tecnol, Internado Palmira S-N, Cuernavaca 62490, Morelos, Mexico
[2] Tecnol Nacl Mexico, CONACYT, Ctr Nacl Invest & Desarrollo Tecnol, Internado Palmira S-N, Cuernavaca 62490, Morelos, Mexico
[3] Univ Nacl Autonoma Mexico, CONACYT Inst Ingn, Circuito Escolar S-N,Ciudad Univ, Mexico City 04510, DF, Mexico
[4] Univ Autonoma Queretaro, Fac Ingn, Campus San Juan del Rio,Rio Moctezuma 249, Santiago De Querearo 76807, Qro, Mexico
关键词
State observers; Fourier coefficients; Signal processing; Riemann-Liouville derivative; Variable-order operators; MODELS;
D O I
10.1016/j.dsp.2017.06.022
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
This article proposes a state observer to find a model for a given signal, i.e. to approximate a treated signal. The design of the state observer is based on a dynamical system of equations which is generated from the increasing-order differentiation of a n-th order Fourier series. This dynamical system is set in state space representation by considering that the Fourier series is the first state and the rest of the states are the successive derivatives of the series. The purpose of the state observer is the recursive estimation of the states in order to recover the coefficients from them. This set of coefficients produces the best fit between the dynamical system and the signal. The dynamical system used for the observer conception shall be, together with the estimated coefficients, the model that will describe the signal behavior. The special feature of the proposed observer is the order of the differential equations of the model on which it is based, d(alpha(t)) v(t)/dt(alpha(t)), which can take integer and non-integer values, i.e. alpha(t) is an element of (0,1]. Even more important, alpha(t) can be a smooth function such that alpha(t) is an element of (0,1] in the interval t is an element of [0, T]. The procedure to design the state observer of variable-order as well as some examples of its use in engineering applications are presented. (C) 2017 Elsevier Inc. All rights reserved.
引用
收藏
页码:127 / 139
页数:13
相关论文
共 32 条
[1]  
[Anonymous], 2013, ABSTR APPL ANAL, DOI DOI 10.1155/2013/769102
[2]  
[Anonymous], 2016, J. Comput. Theor. Nanosci
[3]  
[Anonymous], 1993, INTRO FRACTIONAL CA
[4]  
[Anonymous], 2013, ABSTR APPL AN
[5]  
[Anonymous], 2006, Journal of the Electrochemical Society
[6]  
[Anonymous], 1998, Fractional differential equations: an introduction to fractional derivatives, fractional differential equations, to methods of their solution and some of their applications
[7]  
[Anonymous], 2013, ABSTR APPL AN
[8]   A model of the groundwater flowing within a leaky aquifer using the concept of local variable order derivative [J].
Atangana, Abdon ;
Goufo, Emile Franc Doungmo .
JOURNAL OF NONLINEAR SCIENCES AND APPLICATIONS, 2015, 8 (05) :763-775
[10]   A generalized groundwater flow equation using the concept of variable-order derivative [J].
Atangana, Abdon ;
Botha, Joseph Francois .
BOUNDARY VALUE PROBLEMS, 2013,