DocumentCode :
1844730
Title :
Adaptive neural network filter in compensation of time interleaved A/D converter system
Author :
Ce Fu ; Wan, Hui
Author_Institution :
Sch. of Inf. Eng., Dalian Maritime Univ., China
Volume :
2
fYear :
2005
fDate :
13-15 June 2005
Firstpage :
1027
Abstract :
A time interleaved A/D converter system is a good way to significantly increase the sampling rate of an ADC for wideband shipborne software radio station. Due to errors in the manufacturing process, all ADCs in a time interleaved ADC system are not exactly identical. It means that gain and offset mismatch errors are introduced in digital signal processing. In this paper we present a method based on adaptive neural network filter for compensation of the mismatch errors. This method needs no more special information about the input signal except that it should be band limited to the Nyquist frequency for the whole ADC system. Then the compensation can be working while the ADCs are still running. Here we adopt the genetic algorithm to optimize the initial weight value in the network, this algorithm makes complementary advantages for combining back propagation and genetic algorithms. The compensation method has been validated with simulations from a time interleaved ADC system.
Keywords :
adaptive filters; analogue-digital conversion; backpropagation; genetic algorithms; neural nets; signal processing; software radio; A/D converter system; Nyquist frequency; adaptive filter; back propagation; compensation method; digital signal processing; genetic algorithm; manufacturing process; mismatch errors; neural network; wideband shipborne software radio station; Adaptive filters; Adaptive systems; Computer errors; Digital signal processing; Genetic algorithms; Manufacturing processes; Neural networks; Signal sampling; Software radio; Wideband;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Services Systems and Services Management, 2005. Proceedings of ICSSSM '05. 2005 International Conference on
Print_ISBN :
0-7803-8971-9
Type :
conf
DOI :
10.1109/ICSSSM.2005.1500148
Filename :
1500148
Link To Document :
بازگشت