Machine Learning-based Energy Efficient Routing Protocols for VANET: Dynamic Clustering Model - Softcover

Choksi, Amit; Shah, Mehul

Softcover

ISBN 10: 6630414950 ISBN 13: 9786630414950

Verlag: LAP LAMBERT Academic Publishing, 2026

Inhaltsangabe

This book proposes k-means (KM), fuzzy c-means (FCM), and a self-organizing map neural network (SOMNN) machine learning-based Dynamic Clustering Model (DCM) to identify trustworthy vehicle nodes for energy-efficient multi-hop routing. This conserves the energy of vehicle nodes by utilizing their Euclidean distances from each other, as well as their distances from both the Cluster Head (CH) and the Roadside Unit (RSU). In DCM, the route discovery process adopts the Dynamic Source Routing (DSR) protocol within a cluster to locate relay vehicles. This approach enhances Packet Delivery Ratio (PDR) and application throughput and reduces cluster overhead and delay by mitigating the unnecessary flooding of control packets. The proposed model is evaluated in city map-based VANET scenarios for two applications: 1) vehicular data up-loading and 2) vehicular data downloading.

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Über die Autorin bzw. den Autor

Dr. Amit H. Choksi is an Associate Professor in Computer Science Engineering in Indrashil University, Kadi, Mehsana, Gujarat, India. His area of research interest is Digital Signal Processing, Image Processing, Computer Vision, Artificial Intelligence, Wireless Sensor Networks, Mobile Ad hoc Networks, and Vehicular Ad hoc Networks.

Details zur Ausgabe

• Verlag: LAP LAMBERT Academic Publishing
• Erscheinungsdatum: 2026
• Sprache: Englisch
• ISBN 10: 6630414950
• ISBN 13: 9786630414950
• Einband: Taschenbuch
• Anzahl der Seiten: 128
• Kontakt zum Hersteller: Nicht verfügbar
• Verantwortliche Person: Nicht verfügbar