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After encoding one frame, the model parameters will be updated with linear regression method to ensure the prediction accuracy of the quantization parameter of next encoded frame with the same coding type.
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In order to validate the accuracy of the automatic quantization, embryos were counted by eye in addition to the automatic method on the NL2099 strain, following RNAi treatments of a random sub-set of 68 genes of the chromosome III.
The quantization accuracy of the reconstructed global CDI is referred to as 'global quantization accuracy' for short in the sequel.
Figure 5 shows the matching accuracy for varying number of the quantization level.
From Equation 25, we can see that if we normalize all the PAs with a certain PA, say first PA e j ξ 1, the quantization accuracy of the global CDI will not change.
The quantization accuracy of the reconstructed global CDI for user m is expressed as cos 2 θ m = | g ̄ m H g ̂ m | 2 = ∑ n = 1 N c g m, n ĝ m, n h ̄ m, n H c m, j n 2, (7).
Moreover, we emphasize that (1/S_{{Q^{n}_{p}}}[k]) is a measure of the accuracy of quantization at frequency k with k=−N p /2,...,N p /2−1, so that a larger (1/S_{{Q^{n}_{p}}}[k]) implies a more refined quantization.
Here, the algorithm already provides accurate CSIT and it is better to exploit the channel gain improvement provided by MET instead of the quantization accuracy improvement of QBC.
It is observed that the accuracy improves with the number of the quantization level, but improvement gets very marginal after the quantization level exceeds 9.
Simulations show that the proposed identification method achieves higher identification accuracy by preventing the amplification of the quantization error during velocity detection.
The CSI feedback overhead is determined by the precoder codebook size and the accuracy of channel quality quantization.
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