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With the increase in number of electrodes, or the number of current patterns that are used, the size of the measurement matrix increases slightly and in a linear fashion while the requirements from the processing center in terms of memory and processing power increase significantly, usually in a quadratic fashion.
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In this study, we find that, for neutralizing the disadvantage caused by the redundancy, the frame windows width W g could be stretched wider to bring down S and increase r, enhancing the measurement matrix RIP.
It can be seen from Table 2 that, with the increase of compression ratio, the image reconstruction precision of the measurement matrix is improving [14] which can be told from the increasing PSNR of the reconstructed image.
The performance of the sparsity-based signal reconstruction method can be improved by increasing the resolution of the measurement matrix.
Compared with the PSNR averages of Gaussian random measurement matrix, under Bernoulli random measurement matrix the PSNR averages of all algorithms (except StOMP) increased at low compression ratios and decreased at high compression ratios.
With increasing ζ, the dimension K of Z significantly decreased, which means that the measurement matrix has correspondingly fewer columns, and can hence be recovered with higher accuracy.
Gaussian measurement matrix.
The measurement matrix is Hadamard matrix.
Gaussian measurement matrix [33, 34].
where A is measurement matrix.
Hence, there was no need to increase the number of measurements to derive the solution when we reduced the number of dimensions of the measurement matrix.
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Justyna Jupowicz-Kozak
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