Model description:
Consider a multi-output nonlinear system in the form of
$$\begin{align*} \dot{x} &= f(x, u)\\ y &= h(x), \end{align*}$$
where $x \in \mathbb{R}^n$ is the state, $u \in \mathbb{R}^m$ is the control input, $y \in \mathbb{R}^p$ is the output, $f$ and $h$ are smooth vector fields. The control input $u: \mathbb{R} \rightarrow \mathbb{R}^m$ is assumed to be an analytic time function. In particular, we will restrict our interest to the class of systems of the following form:
$\eqalignno{ \dot{x} &= A_ix_i+g_i(x_1,\ldots,x_i;u;y_{i+1},\ldots,y_p)\\ y &= C_ix_i & 1 \leq i \leq p, }$
where $x=[x_1^{\mathrm T}, x_2^{\mathrm T}, \ldots, x_p^{\mathrm T}]^{\mathrm T} \in \mathbb{R}^n$, $x_i=[x_{i1}, x_{i2}, \ldots, x_{in}]^T \in \mathbb{R}^{n_i}$, $y=[y_1, \ldots, y_p]^{\mathrm T} \in \mathbb{R}^p$
$A_i = \begin{bmatrix} 0 & 1 & \cdots & 0 \\ \vdots & \vdots & \ddots &\vdots\\ 0 & 0 & \cdots & 1\\ 0 & 0 & \cdots & 0 \end{bmatrix} \in \mathbb{R}^{n_i \times n_i}, C_i = [1, 0, \ldots, 0] \in R^{1 \times n_i}$
$g_i = \begin{bmatrix} g_{i1} (x_{[1,i-1]}x_{i1},u,y_{[i+1, p]} )\\ g_{i1} (x_{[1,i-1]}x_{i1},x_{i2},u,y_{[i+1, p]} )\\ \vdots\\ g_{i1} (x_{[1,i-1]}x_{[i1,in_i]},u,y_{[i+1, p]} ) \end{bmatrix}$
with $x_{[1,i-1]}=[x_1^{\mathrm T}, \ldots, x_{i-1}^{\mathrm T}]^{\mathrm T}$ and $y_{[i+1,p]}=[y_{i+1},\ldots,y_p]^{\mathrm T}$, and $g$ is a smooth vector field.
The system has the form
$$\begin{align*} \dot{x}_1 &= x_2 + 0.01x_1u \\ \dot{x}_2 &= -x-1 + (1-x_1^2)+x_3u \\ \dot{x}_3 &= x_4 + 0.01x_2x_3 \exp(u) \\ \dot{x}_4 &= -x_3 + (1 - x_3^2)x_4 + u \\ y_1 &= x_1 \\ y_2 &= x_3 \end{align*}$$
with $u= 2 \sin {3t}$.
Type:
Form:
Time domain:
Linearity:
Publication details:
| Title | State observer for MIMO nonlinear systems |
| Publication Type | Journal Article |
| Year of Publication | 2003 |
| Authors | Lee, S., and Park M. |
| Journal | IEE Proceedings on Control Theory and Applications |
| Volume | 150 |
| Start Page | 421 |
| Issue | 4 |
| Pagination | 421-426 |
| Date Published | 07/2003 |
| ISSN | 1350-2379 |
| Accession Number | 7732346 |
| Keywords | MIMO systems, nonlinear control systems, observers |
| Abstract | A state observer design for a special class of MIMO nonlinear systems which has a block triangular structure is presented. For this purpose an extension of the existing design for SISO triangular systems to MIMO cases is performed. Since the gain of the proposed observer depends on both the nonlinear and linear parts of the system, it improves the transient performance of the high gain observer. Also, by using a generalised similarity transformation for the error dynamics, it is shown that under a boundedness condition, the proposed observer guarantees the global exponential convergence of the estimation error. Finally, an illustrative example is included to show the validity of the design approach. |
| DOI | 10.1049/ip-cta:20030513 |
