Coefficient update amount output device, coefficient update device, coefficient update amount output method, and recording medium
In order to suppress wrong convergence of a filter coefficient without reducing data communication speed, this filter coefficient update amount output device is provided with: a first output unit which outputs a first coefficient update amount derived from a difference between a temporary determination result regarding a processed reception sample value that is the reception sample value on which filter processing by a digital filter has been performed and the processed reception sample value; a second output unit which outputs a second coefficient update amount derived from a gradient with respect to the filter coefficient such that the magnitude of a difference between statistical information on the processed reception sample value during some duration of time, and a set value regarding the statistical information is minimized; and a third output unit which outputs the coefficient update amount derived from the first coefficient update amount and the second coefficient update amount.
1. A filter coefficient update amount output device configured to output a coefficient update amount being a value for updating a filter coefficient of a digital filter included in an equalization device configured to equalize a received sample value of a received signal received with coherent reception by means of digital data processing, the filter coefficient update amount output device comprising:
a first output unit configured to output a first coefficient update amount derived from a difference between a temporary determination result concerning a processed received sample value being the received sample value on which filter processing by the digital filter has been performed, and the processed received sample value;
a second output unit configured to output a second coefficient update amount derived from a gradient with respect to the filter coefficient in such a way as to minimize a magnitude of a difference between statistical information on the processed received sample value for a given time width, and a set value for the statistical information; and
a third output unit configured to output the coefficient update amount derived from the first coefficient update amount and the second coefficient update amount.
2. The filter coefficient update amount output device according to claim 1 , wherein the set value is a desired value being an expected value for the statistical information.
3. The filter coefficient update amount output device according to claim 2 , wherein the set value is based on a transmitted Probabilistic Constellation Shaping signal.
4. The filter coefficient update amount output device according to claim 2 , wherein the statistical information is average intensity of a received symbol related to the blocked received sample value after processing.
5. The filter coefficient update amount output device according to claim 2 , wherein the statistical information is probability density derived from kernel density estimation of a blocked received symbol.
6. The filter coefficient update amount output device according to claim 2 , wherein the digital filter performs time-domain filter processing.
7. The filter coefficient update amount output device according to claim 1 , wherein the set value is based on a transmitted Probabilistic Constellation Shaping signal.
8. The filter coefficient update amount output device according to claim 7 , wherein the statistical information is average intensity of a received symbol related to the blocked received sample value after processing.
9. The filter coefficient update amount output device according to claim 7 , wherein the statistical information is probability density derived from kernel density estimation of a blocked received symbol.
10. The filter coefficient update amount output device according to claim 7 , wherein the digital filter performs time-domain filter processing.
11. The filter coefficient update amount output device according to claim 1 , wherein the statistical information is average intensity of a received symbol related to the blocked received sample value after processing.
12. The filter coefficient update amount output device according to claim 1 , wherein the statistical information is probability density derived from kernel density estimation of a blocked received symbol.
13. The filter coefficient update amount output device according to claim 1 , wherein the digital filter performs time-domain filter processing.
14. The filter coefficient update amount output device according to claim 1 , wherein the digital filter performs frequency-domain filter processing.
15. A filter coefficient update device configured to update the filter coefficient by means of the filter coefficient update amount output device according to claim 1 .
16. An equalization device comprising the filter coefficient update device according to claim 15 and the digital filter.
17. A receiving device comprising the equalization device according to claim 16 .
18. A communication system comprising the receiving device according to claim 17 .
19. A filter coefficient update amount output method of outputting a coefficient update amount being a value for updating a filter coefficient of a digital filter included in an equalization device configured to equalize a received sample value of a received signal received with coherent reception by means of digital data processing, the filter coefficient update amount output method comprising:
performing first output for outputting a first coefficient update amount derived from a difference between a temporary determination result concerning a processed received sample value being the received sample value on which filter processing by the digital filter has been performed, and the processed received sample value;
performing second output for outputting a second coefficient update amount derived from a gradient with respect to the filter coefficient in such a way as to minimize a magnitude of a difference between statistical information on the processed received sample value for a given time width, and a set value for the statistical information; and
performing third output for outputting the coefficient update amount derived from the first coefficient update amount and the second coefficient update amount.
20. A recording medium recording a filter coefficient update amount output program causing a computer to perform filter coefficient update amount output for outputting a coefficient update amount being a value for updating a filter coefficient of a digital filter included in an equalization device configured to equalize a received sample value of a received signal received with coherent reception by means of digital data processing, the program causing the computer to perform:
processing of performing first output for outputting a first coefficient update amount derived from a difference between a temporary determination result concerning a processed received sample value being the received sample value on which filter processing by the digital filter has been performed, and the processed received sample value;
processing of performing second output for outputting a second coefficient update amount derived from a gradient with respect to the filter coefficient in such a way as to minimize a magnitude of a difference between statistical information on the processed received sample value for a given time width, and a set value for the statistical information; and
processing of performing third output for outputting the coefficient update amount derived from the first coefficient update amount and the second coefficient update amount.