Design of Adaptive Equaliser Structures in Neural Network Paradigm: Development based on both feedforward and recurrent neural topologies of reduced structural complexity - Softcover

DAS, SUSMITA

 
9783838321042: Design of Adaptive Equaliser Structures in Neural Network Paradigm: Development based on both feedforward and recurrent neural topologies of reduced structural complexity
Softcover
ISBN 10: 3838321049 ISBN 13: 9783838321042
Verlag: LAP Lambert Academic Publishing, 2010

Inhaltsangabe

Adaptive channel equalisers compensate the disruptive effects caused by band-limited channels, hence enabling higher data rate in digital communication. Designing efficient equalisers based on low structural complexity is an area of interest amongst communication system designers. This research has significantly contributed to the development of novel equaliser structures in the neural network paradigm on the framework of both the feedforward neural network and the recurrent neural network of low structural complexity. Various innovative techniques like hierarchical knowledge reinforcement, genetic evolutionary concept, transform domain approach, tuning of sigmoid slope of neuron using fuzzy logic concept have been incorporated into an FNN framework to design highly efficient equaliser structures. Subsequently, an hybrid concept of using cascaded modules of RNN and FNN in various configurations has also been proposed. Significant performance improvement over the conventional equalisers in terms of BER, faster adaptation rate and ease of implementation are the major advantages of the proposed neural network based equalisers.

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Über die Autorin bzw. den Autor

Susmita Das, docente di Scienze domestiche presso il City Women's Degree College di Bhubaneswar, India, ha conseguito il dottorato di ricerca presso la Utkal University e il dottorato di ricerca in Psicologia e Counselling, con 17 anni di esperienza nell'insegnamento e la passione per il counselling. È stata docente in visita a livello universitario per il programma interculturale presso la PBAU, in Florida.

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Verlag
LAP Lambert Academic Publishing
Erscheinungsdatum
2010
Sprache
Englisch
ISBN 10 
3838321049
ISBN 13 
9783838321042
Einband
Taschenbuch
Anzahl der Seiten
216
Kontakt zum Hersteller
Nicht verfügbar
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