Exact(2)
The OSS algorithm is better than the RAAR-l 0 algorithm, but it suffers from much artifacts and loses much details (see Fig. 7b).
Under the noisy data case, we incorporate the oversampling smoothness (OSS) algorithm [20], which produces consistently better reconstruction than the HIO algorithm under the noisy scenario, instead of the HIO algorithm for comparison.
Similar(58)
In this paper, a general OSS design algorithm for the accumulative measurement is proposed.
Due to these aspects, only the OSS-NLMS-id algorithm will be considered as a benchmark in the following experiments.
Evolution of the optimal control parameters: a α opt(n) of the OSS-NLMS-id algorithm and b δ opt(n) of the OR-NLMS-id algorithm.
Other conditions are the same as in Fig. 5. Nevertheless, the OSS-NLMS-id algorithm still requires a constant regularization parameter, especially in case of non-stationary inputs like speech.
Misalignment of the NLMS (for different values of α), NPVSS-NLMS, JO-NLMS, and OSS-NLMS-id algorithms.
Misalignment of the NLMS (with α=1), NPVSS-NLMS, and OSS-NLMS-id algorithms for different values of δ.
However, in all the following experiments, we will consider a constant regularization (delta = 20{sigma _{x}^{2}}) for the NLMS, NPVSS-NLMS, and OSS-NLMS-id algorithms.
The NLMS, NPVSS-NLMS, and OSS-NLMS-id algorithms are compared when using two different values of the regularization constant, i.e., (delta = {sigma _{x}^{2}}) and (delta = 20{sigma _{x}^{2}}).
To conclude this experiment, the influence of the regularization parameter can be also noticed in Fig. 8, where the control parameters of the NPVSS-NLMS and OSS-NLMS-id algorithms are depicted, i.e., α NPVSS(n) and α opt(n), respectively.
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