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Intelligent Systems: Neural Networks and Fuzzy Logic - Tapa blanda

Singh, Jarnail; Sharma, Himanshu

 
9786208447373: Intelligent Systems: Neural Networks and Fuzzy Logic
Tapa blanda
ISBN 10: 6208447372 ISBN 13: 9786208447373
Editorial: LAP LAMBERT Academic Publishing, 2025

Sinopsis

Neural networks and fuzzy logic are two key areas of artificial intelligence that replicate aspects of human cognition. Neural networks are inspired by the brain’s structure, consisting of interconnected neurons that process and learn from data. They are capable of supervised, unsupervised, and reinforcement learning, and are used in applications like pattern recognition, optimization, and speech processing. Key models include the perceptron, Hopfield networks, radial basis function networks, and Kohonen’s self-organizing maps. Learning mechanisms involve weight adjustments based on input patterns and feedback. Fuzzy logic, on the other hand, deals with reasoning under uncertainty using fuzzy sets, linguistic variables, and membership functions. It contrasts with traditional binary logic by allowing partial truth values. Fuzzy systems use inference rules and defuzzification techniques to make decisions and are widely applied in control systems such as anti-lock braking systems (ABS) and industrial automation. Both paradigms are also being implemented in hardware, including VLSI, for faster and more efficient processing.

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Editorial
LAP LAMBERT Academic Publishing
Año de publicación
2025
Idioma
Inglés
ISBN 10 
6208447372
ISBN 13 
9786208447373
Encuadernación
Tapa blanda
Número de páginas
96
Contacto del fabricante
no disponible
Persona responsable
no disponible