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

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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-maki...
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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-maki...
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  • Formats: pdf
  • ISBN: 9783031970115
  • Publication Date: 7 Oct 2025
  • Publisher: Springer Nature Switzerland
  • Product language: English
  • Drm Setting: DRM