How do I implement a digital predistortion algorithm on an FPGA for an SDR transmitter?
FPGA-Based Digital Predistortion
Digital predistortion is essential for maximizing the efficiency of power amplifiers in modern wireless systems. Without DPD: the PA must operate with large output back-off (6-10 dB) to meet linearity requirements, wasting 75-90% of the DC power as heat. With DPD: the PA can operate closer to saturation while meeting the linearity specification.
- Performance verification: confirm specifications against the application requirements before finalizing the design
- Environmental factors: temperature range, humidity, and vibration affect long-term reliability and parameter drift
- Cost vs. performance: evaluate whether the application demands premium components or standard commercial grades
- Interface compatibility: verify impedance, connector type, and mechanical form factor match the system architecture
Frequently Asked Questions
How much linearity improvement does DPD provide?
Typical DPD improvements: ACLR (adjacent channel leakage ratio): 10-20 dB improvement (from -35 dBc to -50 dBc or better). EVM: 5-10x improvement (from 5% to < 1%). This allows the PA to operate 3-6 dB closer to saturation, increasing power efficiency from 10-15% to 30-40% for Doherty PAs, or from 20-25% to 40-50% for class-AB PAs.
What polynomial order is needed?
The required DPD polynomial order depends on the PA's nonlinearity: for mildly nonlinear PAs (operated at 3-4 dB back-off): 3rd order is sufficient. For moderately nonlinear PAs (operated near P1dB): 5th order. For highly nonlinear PAs (operated at saturation, such as Doherty or class-F): 7th-9th order. Memory depth depends on the PA's memory effects (caused by bias network impedance and thermal time constants): for narrowband signals (< 20 MHz): memory depth 0-1 is sufficient. For wideband signals (> 100 MHz): memory depth 3-5 is needed.
What feedback receiver bandwidth is needed?
The feedback receiver must capture the PA output including the spectral regrowth (the out-of-band distortion products that the DPD aims to suppress). The feedback bandwidth must be 3-5x the signal bandwidth to capture the 3rd-5th order distortion products. For a 100 MHz signal bandwidth: the feedback receiver needs 300-500 MHz bandwidth. This is the feedback ADC bandwidth, not the signal ADC. The feedback ADC can be lower resolution (10-12 bits) since it only needs to capture the distortion pattern, not decode the signal.