DocumentCode
2753528
Title
A new pulse mode self organizing map hardware with digital phase locked loops
Author
Hikawa, Hiroomi
Author_Institution
Dept. of Comput. Sci. & Intelligent Syst., Oita Univ., Japan
Volume
5
fYear
2005
fDate
31 July-4 Aug. 2005
Firstpage
2855
Abstract
The self-organizing map (SOM) has found applicability in a wide range of application areas. This paper proposes a new SOM hardware with phase modulated pulse signal and digital phase-locked loops (DPLLs). The system uses the DPLL as a computing element because the operation of the DPLL is very similar to that of SOM´s computation. The system also uses square waveform phase to hold the value of the each input vector element. The proposed SOM architecture is described in VHDL and its feasibility is verified by simulation. Results show that the proposed SOM has good quantization capability.
Keywords
digital phase locked loops; hardware description languages; phase modulation; pulse modulation; self-organising feature maps; waveform analysis; VHDL; digital phase locked loop; phase modulated pulse signal; pulse mode self organizing map hardware; square waveform; Application software; Computational modeling; Computer architecture; Hardware; Neural networks; Neurons; Organizing; Phase locked loops; Phase modulation; Pulse modulation;
fLanguage
English
Publisher
ieee
Conference_Titel
Neural Networks, 2005. IJCNN '05. Proceedings. 2005 IEEE International Joint Conference on
Print_ISBN
0-7803-9048-2
Type
conf
DOI
10.1109/IJCNN.2005.1556378
Filename
1556378
Link To Document