Name
Title | ||
|---|---|---|
Research on the channel prediction algorithm of multiwavelet combined with support vector machines based on FPGA |
Abstract | ||
|---|---|---|
By applying the chaotic theory and reconstructing embedding phase space, utilizing support vector machine method to establish prediction model for fading channel signal, and using multi-wavelet theory to support vector machine algorithm, then proposing that multi-wavelet support vector machine method should apply to the fading channel signal prediction. Based on investigating those four problems: (1)kernel function selection problem, (2)algorithm of IP core implementation problem, (3)expansion of large-scale auto-correlation matrix equation for solving by FPGA problem, (4)FPGA-based embedding dimension and iterative algorithm of time delay problems, we can verify their effectiveness by designing module verification, simulation and physical verification platform. It provide authentication and technical support for the development of new communication systems and application of new technologies. |
Year | DOI | Venue |
|---|---|---|
2010 | 10.1109/ICNC.2010.5584065 | ICNC |
Keywords | Field | DocType |
channel prediction algorithm,ip core implementation problem,matrix equation,fading channel signal,wavelet transforms,embedding phase space,reconstructing embedding phase space,fpga,matrix algebra,chaotic theory,telecommunication channels,multiwavelet,kernel function selection problem,embedded systems,field programmable gate arrays,multiwavelet theory,support vector machines,iterative algorithm,correlation matrix,communication system,phase space,prediction model,prediction algorithms,polynomials,support vector machine,kernel function,correlation,fading channel | Fading,Computer science,Physical verification,Artificial intelligence,Mathematical optimization,Embedding,Iterative method,Support vector machine,Algorithm,Communication channel,Relevance vector machine,Machine learning,Kernel (statistics) | Conference |
Volume | ISBN | Citations |
7 | 978-1-4244-5958-2 | 0 |
PageRank | References | Authors |
0.34 | 1 | 3 |
Name | Order | Citations | PageRank |
|---|---|---|---|
| Zheng Xiang | 1 | 12 | 4.44 |
| Xiaowei Liu | 2 | 23 | 5.75 |
| Ruichun Shangguan | 3 | 0 | 0.68 |