Age of Information
Foundations and Applications
Erschienen am 1. Februar 2023
496 Seiten
978-1-108-95027-5 (ISBN)
Beschreibung
At the forefront of cutting-edge technologies, this text provides a comprehensive treatment of a crucial network performance metric, ushering in new opportunities for rethinking the whole design of communication systems. Detailed exposition of the communication and network theoretic foundations of Age of Information (AoI) gives the reader a solid background, and discussion of the implications on signal processing and control theory shed light on the important potential of recent research. The text includes extensive real-world applications of this vital metric, including caching, the Internet of Things (IoT), and energy harvesting networks. The far-reaching applications of AoI include networked monitoring systems, cyber-physical systems such as the IoT, and information-oriented systems and data analytics applications ranging from the stock market to social networks. The future of this exciting subject in 5G communication systems and beyond make this a vital resource for graduate students, researchers and professionals.
Rezensionen / Stimmen
'As communication networks become increasingly integrated with sensing, computing, and storage platforms, the age of information is emerging as a versatile and tractable performance measure that captures the relevance of information for applications such as control and machine learning. Edited and contributed by leading experts in the field, this book is an excellent introduction to the topic and an essential reference for researchers in communications.' Osvaldo Simeone, King's College London 'With the inception of 5G and its projected use in various real-time applications there has been an increased interest in the low-latency performance of wireless systems. ... During the last decade the notion of Age of Information (AoI), information freshness, and its derivatives have sparked interest into analysis and design of communication systems with general timing requirements. This book provides a timely and fresh view on the area of AoI, featuring a highly competent Editorial team and excellent contributions from well-established researchers. Various important aspects are covered, ranging from analytical treatment and stochastic models for AoI, scheduling and transmission policies, interplay with machine learning techniques, as well as the very recent aspects of data economics and valuation. Beyond 5G and towards 6G systems, the relevance of timing performance in wireless communication ... will only continue to grow, rendering this book into a valuable and reliable reference for researchers and engineers.' Petar Popovski, Aalborg University, DenmarkWeitere Details
Sprache
Englisch
Verlagsort
Cambridge
Großbritannien
Illustrationen
Worked examples or Exercises
Dateigröße
55,69 MB
ISBN-13
978-1-108-95027-5 (9781108950275)
Copyright in bibliographic data and cover images is held by Nielsen Book Services Limited or by the publishers or by their respective licensors: all rights reserved.
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Inhalt
1. The probability distribution of the age of information Yoshiaki Inoue, Tetsuya Takine and Toshiyuki Tanaka; 2. On the distribution of AoI Jaya Champati and James Gross; 3. Multi-source queueing models Sanjit K. Kaul and Roy D. Yates; 4. Controlling the age of information: buffer size, deadlines and packet management Sastry Kompella and Clement Kam; 5. Timely status updating via packet management in multi-source systems Mohammad Moltafet, Markus Leinonen and Marian Codreanu; 6. Age of information in source coding Melih Bastopcu, Baturalp Buyukates and Sennur Ulukus; 7. Sample and scheduling for minimizing age of information of multiple sources Ahmed M. Bedewy, Yin Sun, Sastry Kompella and Ness Shroff; 8. Age-efficient scheduling in communication networks Bin Li, Bo Ji and Atilla Eryilmaz; 9. AoI-driven transmission scheduling in wireless networks Qing He, Di Yuan, Gyoergy Dan and Anthony Ephremides; 10. Age of information and remote estimation Tasmeen Zaman Ornee and Yin Sun; 11. Networked control subject to random processing delay Touraj Soleymani, John S. Baras and Karl Henrik Johansson; 12. Age of information in practice Elif Uysal, Onur Kaya, Saijad Baghaee and Hasan Burhan Beytur; 13. Reinforcement learning for minimizing age of information over wireless links Elif Tugce Ceran, Deniz Guenduez and Andras Gyoergy; 14. Information freshness in large-scale wireless networks: a stochastic geometry approach Howard H. Yang and Tony S. Quek; 15. Age of channel state information Shahab Farazi, Andrew G. Klein and Donald Richard Brown III; 16. Transmission preemption for information freshness optimization Songtao Feng, Boyu Wang, Chenghao Deng and Jing Yang; 17. Economics of fresh data trading Meng Zhang, Ahmed Arafa, Jianwei Huang and H. Vincent Poor; 18. UAV-assisted status updates Juan Liu, Xijun Wang, Bo Bai and Huaiyu Dai; References, Index.
