Abstract
Digital predistortion (DPD) is an important technique that is commonly used in wireless transmitters to reduce the out-of-band emissions caused by power amplifier (PA) nonlinearities. This frequency-domain goal is generally achieved by learning a baseband equivalent time-domain inverse transfer function of the PA and applying it to the transmitted digital baseband signal. In this work, we take advantage of the frequency-domain nature of orthogonal frequency-division multiplexing (OFDM) signals by injecting cancellation tones into the guard-band subcarriers to perform DPD. We experimentally evaluate our OFDM-based DPD (ODPD) method using a Doherty PA and show that, when compared to a standard generalized memory polynomial solution, the ODPD can achieve better suppression of out-of-band emissions with lower complexity. Moreover, when combined with a neural network model of the PA, our proposed ODPD method only requires oversampling the transmitted signal by a factor of two, which has important implications for the analog transceiver front-end.
| Original language | English |
|---|---|
| Title of host publication | 2020 54th Asilomar Conference on Signals, Systems and Computers, ACSSC 2020 |
| Editors | Michael B. Matthews |
| Publisher | Institute of Electrical and Electronics Engineers |
| Pages | 12-16 |
| Number of pages | 5 |
| ISBN (Electronic) | 9780738131269 |
| DOIs | |
| Publication status | Published - 3 Jun 2021 |
| Event | 54th Asilomar Conference on Signals, Systems and Computers (ACSSC 2020) - Pacific Grove, United States Duration: 1 Nov 2020 → 4 Nov 2020 |
Conference
| Conference | 54th Asilomar Conference on Signals, Systems and Computers (ACSSC 2020) |
|---|---|
| Country/Territory | United States |
| City | Pacific Grove |
| Period | 1/11/20 → 4/11/20 |
Funding
This work was supported in part by Xilinx, Samsung, and by the US NSF under grants CNS-1717218, CNS-2016727, and CNS-1827940, for the “PAWR Platform POWDER-RENEW: A Platform for Open Wireless Data-driven Experimental Research with Massive MIMO Capabilities.”
Keywords
- Digital predistortion (DPD)
- neural networks
- orthogonal frequency-division multiplexing (OFDM)
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