Simulation annealing and fruit fly hybrid optimization wavelet generalized discrete multi-modulus blind equalization method
A multi-mode blind equalization and simulated annealing technology, applied in baseband system components, shaping networks in transmitters/receivers, etc., to achieve the effect of reducing autocorrelation, high robustness, and reducing steady-state errors
- Summary
- Abstract
- Description
- Claims
- Application Information
AI Technical Summary
Problems solved by technology
Method used
Image
Examples
Embodiment 1
[0093] Two-path underwater acoustic channel h=[0.3132,-0.1040,0.8908,0.3134] is used, the transmitted signal is 256QAM; the weight length of the equalizer is 16; the signal-to-noise ratio is 35dB; the initial center tap is used; other parameter settings are shown in Table 1 As shown, 600 Monte Cano simulation results are shown in Figure 2:
[0094] Table 1 Simulation parameter settings
[0095] p,q value p=1,q=1 p=1,q=2 p=2,q=1 p=2,q=2 p=3,q=1 Simulation step 0.000042 0.0000082 0.000004 0.00000003 0.0000004
[0096] Figure 2 shows that GSMMA can achieve high-order QAM signal equalization, and when p=2, q=2, the equalization effect of GSMMA is the best, by Figure 2a It can be seen that when p=2, q=2, the mean square error of GSMMA is the smallest, the mean square error curve is the smoothest, and the convergence trend is the most stable. Figure 2b to Figure 2f It can be seen from the comparison of the output signal diagrams of different p a...
Embodiment 2
[0097] [Example 2] 256QAM signal optimal equalization example
[0098] Channel h=[0.005,0.009,-0.024,0.854,-0.218,0.049,-0.016]; transmit signal is 256QAM; equalizer weight length is 16; signal-to-noise ratio is 35dB; p=2, q=2; population Scale 500; Drosophila initialization position vector [-0.05, 0.05]; Drosophila population iteration step value [-0.01, 0.01]; both GSMMA and WT-GSMMA are initialized with center tap; Simulated annealing initial temperature is T=30; temp Cooling coefficient α = 0.89; k = 1; other parameter settings, as shown in Table 2, 400 times of Monte Carlo simulation results, as shown in Figure 4.
[0099] Table 2 Simulation parameter settings
[0100]
[0101] Figure 3a Show, to high-order QAM signal, the inventive method SA-FOA-WT-GSMMA has stability and applicability, steady-state error is minimum, is about 7.6dB, than FOA-WT-GSMMA, WT-GSMMA and GSMMA reduce respectively 2dB, 3dB and 3.8dB; the convergence speed is the fastest, 1200 and 800 step...
PUM
Property | Measurement | Unit |
---|---|---|
Snr | aaaaa | aaaaa |
Abstract
Description
Claims
Application Information
- R&D Engineer
- R&D Manager
- IP Professional
- Industry Leading Data Capabilities
- Powerful AI technology
- Patent DNA Extraction
Browse by: Latest US Patents, China's latest patents, Technical Efficacy Thesaurus, Application Domain, Technology Topic, Popular Technical Reports.
© 2024 PatSnap. All rights reserved.Legal|Privacy policy|Modern Slavery Act Transparency Statement|Sitemap|About US| Contact US: help@patsnap.com