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Memorial University - Electronic Theses and Dissertations 2
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Document Description
TitleSimulation and implementation of pulsed analog neural circuits
AuthorBanerjee, Tapas, 1968-
DescriptionThesis (M.Eng.)--Memorial University of Newfoundland, 1993. Engineering and Applied Science
Date1993
Paginationxiii, 168 leaves : ill.
SubjectNeural computers--Circuits; Neural networks (Computer science); Pulse circuits
DegreeM.Eng.
Degree GrantorMemorial University of Newfoundland. Faculty of Engineering and Applied Science
DisciplineEngineering and Applied Science
LanguageEng
NotesBibliography: leaves 119-123.
AbstractConventional simulation of neural networks implemented using our pulsed analog topology is slow. The commercial circuit simulator HSPICE takes about half a day to simulate even a medium scale network, which is frustrating at the design stage. A new simulator, PULSE, has heen developed to relieve the designer from this problem. PULSE provides about two orders of speed improvement over HSPICE while predicting the circuit, performance with comparable accuracy. It uses a macromodeling approach in contrast to the transistor level simulation approach in HSPICE. Special features of pulsed analog networks are exploited constantly to reduce the simulation time. The analysis algorithms used are Waveform Gauss-Seidel and Functional iteration. Circuit equations formulated being very sparse, correct ordering of the equations leads to convergence to the solution in only one Gauss-Seidel iteration. Using PULSE as the simulation tool, a Matrix Associative Memory has also been designed which is in the process of fabrication.
TypeText
Resource TypeElectronic thesis or dissertation
FormatImage/jpeg; Application/pdf
SourcePaper copy kept in the Centre for Newfoundland Studies, Memorial University Libraries
Local Identifier76185087
RightsThe author retains copyright ownership and moral rights in this thesis. Neither the thesis nor substantial extracts from it may be printed or otherwise reproduced without the author's permission.
CollectionElectronic Theses and Dissertations
Scanning StatusCompleted
PDF File(16.91 MB) -- http://collections.mun.ca/PDFs/theses/Banerjee_Tapas.pdf
CONTENTdm file name195602.cpd