i need some help with explanation on linear control theory the system is x (k+1)
ID: 2970905 • Letter: I
Question
i need some help with explanation on linear control theory
the system is
x(k+1) = Ax(k) + Bu(k) x(0) = 0
what is x(1) in terms of u(0), x(2) in terms of u(0) and u(1), and what is x(k) in terms of u(0), u(1), and u(k-1)? please help and give a brief explanation. id really like to understand this concept.
also can hou write the answers in terms of a vector build from u(0), u(1), u(k-1) and the matrix build up asM = (B, AB, A2B,. . . , A^kB)? i have issued 1500 points for this so i need some explanation as to why
Explanation / Answer
x(1)=Ax(0)+Bu(0)=Bu(0)
x(2)=ABu(0)+Bu(1)
So we conjecture x(k)=A^(k-1)Bu(0)+A^(k-2)Bu(1)+...+ABu(k-2)+Bu(k-1)
The result is true for k=1 and 2 as we have just seen.
Suppose it is true for k, that is x(k)=A^(k-1)Bu(0)+A^(k-2)Bu(1)+...+ABu(k-2)+Bu(k-1)
Then : Ax(k)+Bu(k) = A^kBu(0)+A^(k-1)Bu(1)+...+ABu(k-1) + Bu(k) which is the formula for x(k+1) as expected. So it is true for k+1.
So by induction we see this is true.
Then M = ( B AB ... A^(k-1)) and u=( u(k-1) u(k-2) ... u(0))^T ( transpose )
Then x(k) = Mu
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