In this Thesis, we use a sparse normal-form transformation matrix to transfer any original given realization to the sparse normal-form one. Such a realization is simulta-neously with high computational efficiency as well as strong robustness under finite precision implementations. In addition, we utilize the IIR filter bank and the developed algorithm to detect multiple noises in an ECG signal. Based on MATLAB program, the effectiveness of the algorithm is verified.