Hoang, Dinh Thai, 1986-
Deep reinforcement learning for wireless communications and networking : theory, applications and implementation / Dinh Thai Hoang... [and 4 others] - 1 online resource. -
Deep Reinforcement Learning for Wireless Communications and Networking presents an overview of the development of DRL while providing fundamental knowledge about theories, formulation, design, learning models, algorithms and implementation of DRL together with a particular case study to practice. The book also covers diverse applications of DRL to address various problems in wireless networks, such as caching, offloading, resource sharing, and security. The authors discuss open issues by introducing some advanced DRL approaches to address emerging issues in wireless communications and networking. Covering new advanced models of DRL, e.g., deep dueling architecture and generative adversarial networks, as well as emerging problems considered in wireless networks, e.g., ambient backscatter communication, intelligent reflecting surfaces and edge intelligence, this is the first comprehensive book studying applications of DRL for wireless networks that presents the state-of-the-art research in architecture, protocol, and application design.
9781119873679 9781119873747 1119873746 9781119873730 1119873738 9781119873686 1119873681
Wireless communication systems.
Electronic books.
TK5103.2 / .H63 2023
621.384
Deep reinforcement learning for wireless communications and networking : theory, applications and implementation / Dinh Thai Hoang... [and 4 others] - 1 online resource. -
Deep Reinforcement Learning for Wireless Communications and Networking presents an overview of the development of DRL while providing fundamental knowledge about theories, formulation, design, learning models, algorithms and implementation of DRL together with a particular case study to practice. The book also covers diverse applications of DRL to address various problems in wireless networks, such as caching, offloading, resource sharing, and security. The authors discuss open issues by introducing some advanced DRL approaches to address emerging issues in wireless communications and networking. Covering new advanced models of DRL, e.g., deep dueling architecture and generative adversarial networks, as well as emerging problems considered in wireless networks, e.g., ambient backscatter communication, intelligent reflecting surfaces and edge intelligence, this is the first comprehensive book studying applications of DRL for wireless networks that presents the state-of-the-art research in architecture, protocol, and application design.
9781119873679 9781119873747 1119873746 9781119873730 1119873738 9781119873686 1119873681
Wireless communication systems.
Electronic books.
TK5103.2 / .H63 2023
621.384