Sunday, 27 September 2015

control systems - Iterative Blind Sinus Signal Suppression


There are two real signals in the form of Aisin(wt+pi),i=1,2. Suppose frequency w of both the signals is the same and amplitude Ai and phase pi are different. The first signal has unknown A and p, but they are constant in the time of observation (for simplicity only, actually they aren't). The second signal is under control. We only have it's difference x(t)=s1(t)s2(t). Some iterative algorithm is needed to minimize power of x(t). So x(t) is available input and A2(t), p2(t) are parameters under control.


The question is: is it some robust and rapid algorithm for jointly control both amplitude and phase to minimize power of x(t)? My idea was to implement complex gradient method: phase and amplitude at each step are represented as a complex number C(t). Signal s2(t) can be set as Re[C(t)exp(iwt)]. But I can't understand how to define cost function and gradient in this case and also this approach seems to be computationally redundant. Any ideas?


Thanks in advance!



Answer



I assume you do everything in discrete time. If I understood correctly then the observed signal is



x(n)=s(n)Asin(ω0n+ϕ)


where s(n) is a sinusoidal signal with frequency ω0 and unknown amplitude and phase. The parameters A and ϕ are to be optimized such that the power of x(n) is minimized. In a real-time algorithm you can define the cost function as the sum of x2(n) over a fixed length N:


F(A,ϕ,n)=nk=nN+1x2(k)


where n is the current sample. For a steepest descent algorithm you need the gradient:


FA=2nk=nN+1x(k)sin(ω0k+ϕ)Fϕ=2Ank=nN+1x(k)cos(ω0k+ϕ)


The parameters are now updated in the following way:


An=An1μFn1Aϕn=ϕn1μFn1ϕ


where μ is the step size. Note that in every iteration you need to recompute the gradients with the current values of A and ϕ.


The figure below is a simulation of this gradient algorithm with the unknown signal s(n)=2sin(πn/3+π/2), N=50, μ=0.01, and with zero initialization of both amplitude and phase (amplitude A in blue, phase ϕ in green).


enter image description here



No comments:

Post a Comment

readings - Appending 内 to a company name is read ない or うち?

For example, if I say マイクロソフト内のパートナーシップは強いです, is the 内 here read as うち or ない? Answer 「内」 in the form: 「Proper Noun + 内」 is always read 「ない...