CDS 140a Winter 2015 Homework 4: Difference between revisions

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<!-- 2014 TA comments: there was some unclearness as to whether this Lyapunov function could show whether or not this system was asymptotically stable.  For sure it could be shown to be stable.  Picking a=... and b=... (or the opposite a=..., b=...), one could obtain Vdot = ...  The problem was that if y=..., and x=..., Vdot=... still, even though the system was not necessarily at an equilibrium point.  We did not have a good course solution for this problem from last year (we had half of an unlabeled solution that looking back does not correct). -->
<!-- 2014 TA comments: there was some unclearness as to whether this Lyapunov function could show whether or not this system was asymptotically stable.  For sure it could be shown to be stable.  Picking a=... and b=... (or the opposite a=..., b=...), one could obtain Vdot = ...  The problem was that if y=..., and x=..., Vdot=... still, even though the system was not necessarily at an equilibrium point.  We did not have a good course solution for this problem from last year (we had half of an unlabeled solution that looking back does not correct). -->
<!-- 2015 note: this problem is most easily solved using Lasalle's theorem, which we usually haven't covered at this point.  Either ask student to find a full Lyapunov function or pick a different problem -->
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Determine the stability of the system
Determine the stability of the system
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<!-- 2014 TA comments: Some of the students mentioned they couldn't use Gronwell's inequality because of a negative constant instead of positive. They were told they could do the problem without Gronwell's inequality, but if they could use Gronwell's inequality that would be good too. -->
<!-- 2014 TA comments: Some of the students mentioned they couldn't use Gronwell's inequality because of a negative constant instead of positive. They were told they could do the problem without Gronwell's inequality, but if they could use Gronwell's inequality that would be good too. -->
<!-- 2015 comments: If this problem is used again, ask students to compute M and alpha -->
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Definition: An equilibrium point is ''exponentially stable'' if $\exists\,M,\,\alpha>0$ and $\epsilon>0$ such that $\|x(t)\|\leq Me^{-\alpha t}\|x(0)\|$, $\forall\|x(0)\|\leq\epsilon,\,t\geq 0$.
Definition: An equilibrium point is ''exponentially stable'' if $\exists\,M,\,\alpha>0$ and $\epsilon>0$ such that $\|x(t)\|\leq Me^{-\alpha t}\|x(0)\|$, $\forall\|x(0)\|\leq\epsilon,\,t\geq 0$.

Latest revision as of 23:42, 7 February 2015

R. Murray Issued: 26 Jan 2015
CDS 140, Winter 2015

(PDF)

Due: 4 Feb 2015 at 12:30 pm
In class or to box across 107 STL

__MATHJAX__

Note: In the upper left hand corner of the second page of your homework set, please put the number of hours that you spent on this homework set (including reading).


  1. Perko, Section 2.9, problem 3 Use the Lyapunov function $V(x)=x_1^2+x_2^2+x_3^2$ to show that the origin is an asymptotically stable equilibrium point of the system
    <amsmath>

    \dot{x}=\begin{bmatrix}-x_2-x_1x_2^2+x_3^2-x_1^3\\ x_1+x_3^3-x_2^3\\ -x_1x_3-x_3x_1^2-x_2x_3^2-x_3^5\end{bmatrix}

    </amsmath>

    Show that the trajectories of the linearized system $\dot{x}=Df(0)x$ for this problem lie on circles in planes parallel to the $x_1,\,x_2$ plane; hence, the origin is stable, but not asymptotically stable for the linearized system.

  2. Determine the stability of the system
    <amsmath>

    \aligned \dot{x}&=-y-x^3\\ \dot{y}&=x^5 \endaligned

    </amsmath>

    Hint: motivated by the first equation, try a Lyapunov function of the form $V(x,y)=\alpha x^6+\beta y^2$. Is the origin asymptotically stable? Is the origin globally asymptotically stable?

  3. Definition: An equilibrium point is exponentially stable if $\exists\,M,\,\alpha>0$ and $\epsilon>0$ such that $\|x(t)\|\leq Me^{-\alpha t}\|x(0)\|$, $\forall\|x(0)\|\leq\epsilon,\,t\geq 0$. Let $\dot x = f(x)$ be a dynamical system with an equilibrium point at $x_e = 0$. Show that if there is a function $V(x)$ satisfying
    <amsmath>k_1\|x\|^2\leq V(x)\leq k_2\|x\|^2,\quad \dot V(x)\leq -k_3\|x\|^2 </amsmath>

    for positive constants $k_1$, $k_2$ and $k_3$, then the equilibrium point at the origin is exponentially stable.

  4. Perko, Section 2.12, problem 2 Use Theorem 1 [Center Manifold Theorem] to determine the qualitative behaviour near the non-hyperbolic critical point at the origin for the system
    <amsmath>

    \aligned \dot{x}&=y\\ \dot{y}&=-y+\alpha x^2+xy \endaligned

    </amsmath>

    for $\alpha\neq 0$ and for $\alpha=0$; i.e., follow the procedure in Example 1 after diagonalizing the system as in Example 3.

  5. Consider the following system in $\mathbb R^2$:
    <amsmath>\aligned

    \dot{x}&=-\frac{\alpha}{2}(x^2+y^2)+\alpha (x+y)-\alpha\\ \dot y&=-\alpha xy+\alpha (x+y)-\alpha

    \endaligned</amsmath>

    Determine the stable, unstable, and centre manifold of the equilibrium point at $(x,y)=(1,1)$, and determine the stability of this equilibrium point for $\alpha\neq 0$. For determining stability, note that near the equilibrium point there are two 1-dimensional invariant linear manifolds of the form $M=\{(a_1,a_2)\in\mathbb R^2\|a_2=ka_1\}$; determine the flow on these invariant manifolds.