Local Search Approach to Genetic Programming for RF-PAs Modeling Implemented in FPGA

Created by W.Langdon from gp-bibliography.bib Revision:1.7630

@InProceedings{Cardenas-Valdez:2015:NEO,

• author = "J. R. {Cardenas Valdez} and Emigdio Z-Flores and Jose Cruz {Nunez Perez} and Leonardo Trujillo",
• title = "Local Search Approach to Genetic Programming for RF-PAs Modeling Implemented in FPGA",
• booktitle = "NEO 2015: Results of the Numerical and Evolutionary Optimization Workshop NEO 2015 held at September 23-25 2015 in Tijuana, Mexico",
• year = "2015",
• editor = "Oliver Schuetze and Leonardo Trujillo and Pierrick Legrand and Yazmin Maldonado",
• volume = "663",
• series = "Studies in Computational Intelligence",
• pages = "67--88",
• chapter = "3",
• publisher = "Springer",
• keywords = "genetic algorithms, genetic programming, EHW, FPGA, Local search, MPM, Behavioral models, DPD",
• isbn13 = "978-3-319-44003-3",
• DOI = "doi:10.1007/978-3-319-44003-3_3",
• abstract = "This paper presents a genetic programming (GP) approach enhanced with a local search heuristic (GP-LS) to emulate the Doherty 7 W @ 2.11 GHz Radio Frequency (RF) Power Amplifier (PA) conversion curves. GP has been shown to be a powerful modelling tool, but can be compromised by slow convergence and computational cost. The proposal is to combine the explorative search of standard GP, which build the syntax of the solution, with numerical methods that perform an exploitative and greedy local optimization of the evolved structures. The results are compared with traditional modeling techniques, particularly the memory polynomial model (MPM). The main contribution of the paper is the design, comparison and hardware emulation of GP-LS for FPGA real applications. The experimental results show that GP-LS can outperform standard MPM, and suggest a promising new direction of future work on digital pre-distortion (DPD) that requires complex behavioural models",
• notes = "Published 2017",

}

Genetic Programming entries for Jose Ricardo Cardenas Valdez Emigdio Z-Flores Jose Cruz Nunez Perez Leonardo Trujillo

Citations