Markov Decision Processes and Reinforcement Learning for Timely UAV-IoT Data Collection Applications

Language: English

Published by Springer, Palgrave Macmillan Okt 2025, 2025

3031970101 / 9783031970108

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This item is printed on demand - Print on Demand Titel. Neuware -This book offers a structured exploration of how Markov Decision Processes (MDPs) and Deep Reinforcement Learning (DRL) can be used to model and optimize UAV-assisted Internet of Things (IoT) networks, with a focus on minimizing the Age of Information (AoI) during data collection. Adopting a tutorial-style approach, it bridges theoretical models and practical algorithms for real-time decision-making in tasks like UAV trajectory planning, sensor transmission scheduling, and energy-efficient data gathering. Applications span precision agriculture, environmental monitoring, smart cities, and emergency response, showcasing the adaptability of DRL in UAV-based IoT systems. Designed as a foundational reference, it is ideal for researchers and engineers aiming to deepen their understanding of adaptive UAV planning across diverse IoT applications.Springer-Verlag KG, Sachsenplatz 4-6, 1201 Wien 156 pp. Englisch.

Seller Inventory # 9783031970108

Title
Markov Decision Processes and Reinforcement Learning for Timely UAV-IoT Data Collection Applications
Author
Oluwatosin Ahmed Amodu
Publisher
Springer, Palgrave Macmillan Okt 2025
Publication year
2025
Condition
Neu
Binding
Buch
Language
English
ISBN 10
3031970101
ISBN 13
9783031970108
Item weight
405 grams
Dimensions
241x160x15 mm

buchversandmimpf2000

Emtmannsberg, BAYE, Germany

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