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A system described by $$\frac{dx}{dt} = -x + u$$ is to be controlled to minimise $$J =\int{ 0.5(x^2+u^2)dt}$$

What limits should I use on the integral and how to proceed? $t$ should vary from $0$ to $1$. $P(t)$ should vary from $P(0)$ to $P(1)$. But I know $P(1) = 0$. What should I use for $P(0)$. Or will my answer be in the form of $P(0)$?

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Well, let's first try to make a more complete description of your problem:

$$\frac{dx}{dt} = -x + u$$

This means that on State Space you have: $A=-1$, $B=1$, $C=1$ and $D=0$

The formal definition of the cost functional is:

$$J=x(t_{f})^{T}F(t_{f})x(t_{f})+\int^{t_{f}}_{t_{0}}\left(x^{T}Qx+u^{T}Ru\right)dt$$

Your cost functional is:

$$J =\frac{1}{2}\int_{0}^{1}{(x^2+u^2)dt}$$

Then you have two possibilities: $F(t_{f})=0$ or $x(t_{f})=0$... This depends on your boundary conditions and systems characteristics.

This is important because another boundary condition is this: $P(t_{f})=F(t_{f})$

We also can state that $Q=0.5$ and $R=0.5$.

So we can follow up to build up the Algebraic Riccati Equation for this system:

$$2P(t)-2P^{2}(t)+2=-\dot{P(t)}$$

I believe you will also need to find your co-state $\lambda$...

I know it is not exactly a complete answer to your question, but I believe you can follow up from here.

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    Got it. Thanks. I will complete it now2017-05-31