Digital predistortion training procedure for massive array
This disclosure provides systems, devices, apparatus and methods, including computer programs encoded on storage media, for a DPD training procedure. A base station may transmit, for a plurality of iterations, a signal to at least one UE through a plurality of transmit chains and with application of DPD. The signal transmitted for each iteration may be transmitted with a BW that extends over a plurality of subcarriers and includes pilots extending over a BW subset that increases in subcarrier size for each iteration. The base station may receive, for each iteration, feedback from the at least one UE based on the transmitted signal and apply DPD to each of the plurality of transmit chains based on the feedback. Accordingly, the base station may transmit to one or more UEs through the plurality of transmit chains and with application of the DPD pilot signals that extend over the entire BW.
1. A method of operation of a base station (BS), comprising:
transmitting, for each iteration i=1, . . . , m of a plurality of iterations m, through a plurality of transmit (Tx) chains and with application of a digital predistortion (DPD i ) a signal S i to at least one UE, where DPD 1 is an initial DPD and each of the signals S i for i=1, . . . , m is transmitted over a bandwidth (BW) that extends over a plurality of subcarriers, and includes pilot signals extending over a bandwidth subset BW i of the BW, where the BW i increases in subcarrier size for each iteration of i;
receiving, for each iteration i of the plurality of iterations m, feedback F i from the at least one UE based on the transmitted signal S i ;
applying, for each iteration i of the plurality of iterations m, a digital predistortion (DPD i+i ) to each of the plurality of Tx chains based on the received feedback F i ; and
transmitting in downlink (DL) to one or more UEs through the plurality of Tx chains and with application of the DPD m+i , the transmission in DL including pilot signals that extend over the entire BW.
2. The method of claim 1 , wherein the signal S i for i=1, . . . , m and the transmission in DL are transmitted with a power P i independent of the BW i .
3. The method of claim 1 , wherein the signal S i for i=1, . . . , m and the transmission in DL are transmitted with a power back-off (BO) BO i .
4. The method of claim 1 , wherein the BW centers on a carrier frequency, and pilot signals for the signal S i are within the BW i centered on the carrier frequency and are excluded from subcarriers outside the BW i that are within the BW.
5. The method of claim 1 , wherein the transmission of the signal S i , the reception of the feedback F i , and the application of the DPD are a DPD training procedure, wherein the number of iterations m for the DPD training procedure is based on at least one of a power spectral density (PSD) at edges of the BW or an error vector magnitude (EVM) as a result of the transmission S i being less than a threshold.
6. The method of claim 1 , wherein BW i =BW/F c m+1−i , and F c is a bandwidth change factor.
7. The method of claim 1 , wherein the applied DPD is further based on feedback from one or more of the plurality of Tx chains.
8. The method of claim 1 , wherein the at least one UE for iteration i comprises a subset A i of a set of UEs, and at least two of the UE subsets A 1 , . . . , A m are different.
9. The method of claim 8 , wherein each of the UE subsets A 1 , . . . , A m are different from each other.
10. The method of claim 1 , wherein each of the plurality of Tx chains includes a power amplifier (PA), the method further comprising:
constructing a database associated with characteristics of the PAs; and
transmitting to the at least one UE an index associated with the database,
wherein the received feedback is based on the transmitted index and the database including the associated characteristics of the PAs.
11. An apparatus for an operation of a base station (BS), comprising:
a memory; and
at least one processor coupled to the memory and configured to:
transmit, for each iteration i=1, . . . , m of a plurality of iterations m, through a plurality of transmit (Tx) chains and with application of a digital predistortion (DPD i ) a signal S i to at least one UE, where DPD 1 is an initial DPD and each of the signals S i for i=1, . . . , m is transmitted over a bandwidth (BW) that extends over a plurality of subcarriers, and includes pilot signals extending over a bandwidth subset BW i of the BW, where the BW i increases in subcarrier size for each iteration of i;
receive, for each iteration i of the plurality of iterations m, feedback F i from the at least one UE based on the transmitted signal S i ;
apply, for each iteration i of the plurality of iterations m, a digital predistortion (DPD i+i ) to each of the plurality of Tx chains based on the received feedback F i ; and
transmit in downlink (DL) to one or more UEs through the plurality of Tx chains and with application of the DPD m+i , the transmission in DL including pilot signals that extend over the entire BW.
12. The apparatus of claim 11 , wherein the signal S i for i=1, . . . , m and the transmission in DL are transmitted with a power P i independent of the BW i .
13. The apparatus of claim 11 , wherein the signal S i for i=1, . . . , m and the transmission in DL are transmitted with a power back-off (BO) BO i .
14. The apparatus of claim 11 , wherein the BW centers on a carrier frequency, and pilot signals for the signal S i are within the BW i centered on the carrier frequency and are excluded from subcarriers outside the BW i that are within the BW.
15. The apparatus of claim 11 , wherein the transmission of the signal S i , the reception of the feedback F i , and the application of the DPD are a DPD training procedure, wherein the number of iterations m for the DPD training procedure is based on at least one of a power spectral density (PSD) at edges of the BW or an error vector magnitude (EVM) as a result of the transmission S i being less than a threshold.
16. The apparatus of claim 11 , wherein BW i =BW/F c m+1−i , and F c is a bandwidth change factor.
17. The apparatus of claim 11 , wherein the applied DPD is further based on feedback from one or more of the plurality of Tx chains.
18. The apparatus of claim 11 , wherein the at least one UE for iteration i comprises a subset A i of a set of UEs, and at least two of the UE subsets A 1 , . . . , A m are different.
19. The apparatus of claim 18 , wherein each of the UE subsets A 1 , . . . , A m are different from each other.
20. The apparatus of claim 11 , wherein each of the plurality of Tx chains includes a power amplifier (PA), the at least one processor further configured to:
construct a database associated with characteristics of the PAs; and
transmit to the at least one UE an index associated with the database,
wherein the received feedback is based on the transmitted index and the database including the associated characteristics of the PAs.
21. An apparatus for an operation of a base station (BS), comprising:
means for transmitting, for each iteration i=1, . . . , m of a plurality of iterations m, through a plurality of transmit (Tx) chains and with application of a digital predistortion (DPD i ) a signal S i to at least one UE, where DPD 1 is an initial DPD and each of the signals S i for i=1, . . . , m is transmitted over a bandwidth (BW) that extends over a plurality of subcarriers, and includes pilot signals extending over a bandwidth subset BW i of the BW, where the BW i increases in subcarrier size for each iteration of i;
means for receiving, for each iteration i of the plurality of iterations m, feedback F i from the at least one UE based on the transmitted signal S i ;
means for applying, for each iteration i of the plurality of iterations m, a digital predistortion (DPD i+i ) to each of the plurality of Tx chains based on the received feedback F i ; and
means for transmitting in downlink (DL) to one or more UEs through the plurality of Tx chains and with application of the DPD m+1 , the transmission in DL including pilot signals that extend over the entire BW.
22. The apparatus of claim 21 , wherein the signal S i for i=1, . . . , m and the transmission in DL are transmitted with a power P i independent of the BW i .
23. The apparatus of claim 21 , wherein the signal S i for i=1, . . . , m and the transmission in DL are transmitted with a power back-off (BO) BO i .
24. The apparatus of claim 21 , wherein the BW centers on a carrier frequency, and pilot signals for the signal S i are within the BW i centered on the carrier frequency and are excluded from subcarriers outside the BW i that are within the BW.
25. The apparatus of claim 21 , wherein the transmission of the signal S i , the reception of the feedback F i , and the application of the DPD are a DPD training procedure, wherein the number of iterations m for the DPD training procedure is based on at least one of a power spectral density (PSD) at edges of the BW or an error vector magnitude (EVM) as a result of the transmission S i being less than a threshold.
26. The apparatus of claim 21 , wherein BW i =BW/F c m+1−i , and F c is a bandwidth change factor.
27. The apparatus of claim 21 , wherein the applied DPD is further based on feedback from one or more of the plurality of Tx chains.
28. The apparatus of claim 21 , wherein the at least one UE for iteration i comprises a subset A i of a set of UEs, and at least two of the UE subsets A 1 , . . . , A m are different.
29. The apparatus of claim 21 , wherein each of the plurality of Tx chains includes a power amplifier (PA), the apparatus further comprising:
means for constructing a database associated with characteristics of the PAs; and
means for transmitting to the at least one UE an index associated with the database,
wherein the received feedback is based on the transmitted index and the database including the associated characteristics of the PAs.
30. A non-transitory computer-readable medium storing computer executable code, the code when executed by at least one processor causes the processor to:
transmit, for each iteration i=1, . . . , m of a plurality of iterations m, through a plurality of transmit (Tx) chains and with application of a digital predistortion (DPD i ) a signal S i to at least one UE, where DPD 1 is an initial DPD and each of the signals S i for i=1, . . . , m is transmitted over a bandwidth (BW) that extends over a plurality of subcarriers, and includes pilot signals extending over a bandwidth subset BW i of the BW, where the BW i increases in subcarrier size for each iteration of i;
receive, for each iteration i of the plurality of iterations m, feedback F i from the at least one UE based on the transmitted signal S i ;
apply, for each iteration i of the plurality of iterations m, a digital predistortion (DPD i+1 ) to each of the plurality of Tx chains based on the received feedback F i ; and
transmit in downlink (DL) to one or more UEs through the plurality of Tx chains and with application of the DPD m+i , the transmission in DL including pilot signals that extend over the entire BW.