Nonlinear term selection apparatus and method, identification system and compensation system
The embodiments of the present invention provide a nonlinear term selection apparatus and method, an identification system and a compensation system. The selection apparatus comprises: a linear coefficient calculator configured to measure linear properties of a nonlinear system by using measurement data, so as to obtain a plurality of linear coefficients; and a nonlinear term selector configured to select nonlinear model expanded terms of the nonlinear system by using the plurality of linear coefficients, so as to obtain nonlinear terms of the nonlinear system. With the embodiments of the present invention, the nonlinear model may be simplified, and the complexity of the nonlinear model may be lowered.
1. A nonlinear term selection apparatus of a communication system, the apparatus comprising:
one of a receiver and a transmitter of the communication system, the one of the receiver and transmitter comprising:
a linear coefficient calculator, configured to measure linear properties of a nonlinear system by using measurement data, so as to obtain a plurality of linear coefficients; and
a nonlinear term selector, configured to select nonlinear model expanded terms of the nonlinear system by using the plurality of linear coefficients, discarding the terms of relatively less contribution in the nonlinear model expanded terms while keeping the terms of relatively more contribution therein, so as to obtain nonlinear terms of the nonlinear system,
wherein the nonlinear term selector comprises:
a normalizer, configured to normalize the plurality of linear coefficients and form absolute values;
a comparator, configured to compare the coefficients outputted by the normalize with a predefined threshold value; and
a term acquirer, configured to acquire nonlinear terms of the nonlinear system based on the coefficients greater than or equal to the threshold value.
2. The apparatus according to claim 1 , wherein the term acquirer is configured to:
take the coefficients greater than or equal to the threshold value as first-order term coefficients, and take the terms to which the first-order term coefficients correspond as first-order terms; and
multiply the first-order term coefficients by N−1 order term coefficients in a pairwise manner, select the coefficients greater than or equal to the threshold value as N order term coefficients after combining products having identical terms, and take the terms to which the N order term coefficients correspond as N order terms; wherein N is a positive integer greater than 1.
3. The apparatus according to claim 1 , wherein the term acquirer is configured to:
take the coefficients greater than or equal to the threshold value as first-order term coefficients, and take the terms to which the first-order term coefficients correspond as first-order terms; and
multiply N coefficients selected from the first-order term coefficients and calculate all the combinations, select the coefficients greater than or equal to the threshold value as N order term coefficients after combining products having identical terms, and take the terms to which the N order term coefficients correspond as N order terms; wherein N is a positive integer greater than 1.
4. A nonlinear term selection method of a communication system, the apparatus comprising:
one of a receiver and a transmitter of the communication system method, the method of the one of the receiver and the transmitter comprising:
measuring linear properties of a nonlinear system by using measurement data, so as to obtain a plurality of linear coefficients; and
selecting nonlinear model expanded terms of the nonlinear system by using the plurality of linear coefficients, discarding the terms of relatively less contribution in the nonlinear model expanded terms while keeping the terms of relatively more contribution therein, so as to obtain nonlinear terms of the nonlinear system,
wherein the selecting nonlinear model expanded terms of the nonlinear system by using the plurality of linear coefficients comprises:
normalizing the plurality of linear coefficients and forming absolute values;
comparing the normalized coefficients with a predefined threshold value; and
acquiring nonlinear terms of the nonlinear system based on the coefficient greater than or equal to the threshold value.
5. The method according to claim 4 , wherein the acquiring nonlinear
terms of the nonlinear system based on the coefficients greater than or equal to the threshold value comprises:
taking the coefficients greater than or equal to the threshold value as first-order term coefficients, and taking the terms to which the first-order term coefficients correspond as first-order terms; and
multiplying the first-order term coefficients by N−1 order term coefficients in a pairwise manner, selecting the coefficients greater than or equal to the threshold value as N order term coefficients after combining products having identical terms, and taking the terms to which the N order term coefficients correspond as N order terms; wherein N is a positive integer greater than 1.
6. The method according to claim 4 , wherein the acquiring a nonlinear term of the nonlinear system based on the coefficients greater than or equal to the threshold value comprises:
taking the coefficients greater than or equal to the threshold value as first-order term coefficients, and taking the terms to which the first-order term coefficients correspond as first-order terms; and
multiplying N coefficients selected from the first-order term coefficients and calculating all the combinations, selecting the coefficients greater than or equal to the threshold value as N order term coefficients after combining products having identical terms, and taking the terms to which the N order term coefficients correspond as N order terms; wherein N is a positive integer greater than 1.
7. A nonlinear identification system of a communication system, the apparatus comprising,
one of a receiver and a transmitter of communication system, the one of the receiver and transmitter comprising:
a linear coefficient calculator, configured to measure linear properties of a nonlinear system by using measurement data, so as to obtain a plurality of linear coefficients;
a nonlinear term selector, configured to select nonlinear model expanded terms of the nonlinear system by using the plurality of linear coefficients, discarding the terms of relatively less contribution in the nonlinear model expanded terms while keeping the terms of relatively more contribution therein, so as to obtain nonlinear terms of the nonlinear system;
a nonlinear coefficient calculator, configured to measure nonlinear properties of the nonlinear system by using measurement data, so as to obtain a plurality of nonlinear coefficients; and
a nonlinear model builder, configured to obtain a nonlinear model of the nonlinear system according to the nonlinear terms and the nonlinear coefficients,
wherein the nonlinear term selector comprises:
a normalizer, configured to normalize the plurality of linear coefficients and form absolute values;
a comparator, configured to compare the coefficients outputted by the normalize with a predefined threshold value; and
a term acquirer, configured to acquire nonlinear terms of the nonlinear system based on the coefficients greater than or equal to the threshold value.
8. A nonlinear compensation system of a communication system, the apparatus comprising:
one of a receiver and a transmitter of communication system, the One of the receiver and transmitter comprising:
a linear coefficient calculator, configured to measure linear properties of an inverse system of a nonlinear system by using measurement data, so as to obtain a plurality of linear coefficients;
a nonlinear term selector, configured to select nonlinear model expanded terms of the inverse system by using the plurality of linear coefficients, discarding the terms of relatively less contribution in the nonlinear model expanded terms while keeping the terms of relatively more contribution therein, so as to obtain nonlinear terms of the inverse system;
a nonlinear coefficient calculator, configured to measure nonlinear properties of the inverse system by using measurement data, so as to obtain a plurality of nonlinear coefficients; and
a nonlinear model compensator, configured to obtain a compensation model of the nonlinear system according to the nonlinear terms and the nonlinear coefficients of the inverse system,
wherein the nonlinear term selector comprises:
a normalizer, configured to normalize the plurality of linear coefficients and form absolute values;
a comparator, configured to compare the coefficients outputted by the normalize with a predefined threshold value; and
a term acquirer, configured to acquire nonlinear terms of the nonlinear system based on the coefficients greater than or equal to the threshold value.