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Identication A system S with input nk and output yk consists of 3 (unknown) parameters fin, b], and b2 followed by a static/illemoryless nonlinearity f
Identication A system S with input nk and output yk consists of 3 (unknown) parameters fin, b], and b2 followed by a static/illemoryless nonlinearity f [) 2 Err-:1 = zbik 1)- (4) i U (a) If f (z) = :3, build a gradient. descent algorithm to make estimates of b0, b1, b2 of the unknown true values. (11) Simulate your algorithm (by pretending that you know the bf. Can you get your estimates to converge to the true values? Not the trajectories of the parameters over time. (c) U ndcr what conditions on the inputs will convergence succeed? ((1) Can you think of an input. sequence at for which the algorithm will fail to converge? (c) Can you think of an f() for which the algorithm will always fail? (no matter how the input is chosen). Verify this via simulation
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