Intelligent Systems: Neural Networks and Fuzzy Logic: DE - Softcover

Singh, Jarnail; Sharma, Himanshu

 
9786208447373: Intelligent Systems: Neural Networks and Fuzzy Logic: DE
Softcover
ISBN 10: 6208447372 ISBN 13: 9786208447373
Verlag: LAP LAMBERT Academic Publishing, 2025

Inhaltsangabe

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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Über die Autorin bzw. den Autor

Dr. Jarnail Singh is a mechanical engineer with a strong research background. His growing interest is the integration of emerging technologies such as artificial intelligence into materials research. He is an Assistant Professor at University Centre for Research and Development, Mechanical Engineering Department, Chandigarh University, Mohali.

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Verlag
LAP LAMBERT Academic Publishing
Erscheinungsdatum
2025
Sprache
Englisch
ISBN 10 
6208447372
ISBN 13 
9786208447373
Einband
Taschenbuch
Anzahl der Seiten
96
Kontakt zum Hersteller
Presses Academiques Francophones
customerservice@vdm-vsg.de

Brivibas gatve 197
Riga
1039
Lettland