Download the fantastic book titled Green Machine Learning Protocols for Future Communication Networks written by Saim Ghafoor, available in its entirety in both PDF and EPUB formats for online reading. This page includes a concise summary, a preview of the book cover, and detailed information about "Green Machine Learning Protocols for Future Communication Networks", which was released on 25 October 2023. We suggest perusing the summary before initiating your download. This book is a top selection for enthusiasts of the Computers genre.
Summary of Green Machine Learning Protocols for Future Communication Networks by Saim Ghafoor PDF
Machine learning has shown tremendous benefits in solving complex network problems and providing situation and parameter prediction. However, heavy resources are required to process and analyze the data, which can be done either offline or using edge computing but also requires heavy transmission resources to provide a timely response. The need here is to provide lightweight machine learning protocols that can process and analyze the data at run time and provide a timely and efficient response. These algorithms have grown in terms of computation and memory requirements due to the availability of large data sets. These models/algorithms also require high levels of resources such as computing, memory, communication, and storage. The focus so far was on producing highly accurate models for these communication networks without considering the energy consumption of these machine learning algorithms. For future scalable and sustainable network applications, efforts are required toward designing new machine learning protocols and modifying the existing ones, which consume less energy, i.e., green machine learning protocols. In other words, novel and lightweight green machine learning algorithms/protocols are required to reduce energy consumption which can also reduce the carbon footprint. To realize the green machine learning protocols, this book presents different aspects of green machine learning for future communication networks. This book highlights mainly the green machine learning protocols for cellular communication, federated learning-based models, and protocols for Beyond Fifth Generation networks, approaches for cloud-based communications, and Internet-of-Things. This book also highlights the design considerations and challenges for green machine learning protocols for different future applications.
Detail About Green Machine Learning Protocols for Future Communication Networks PDF
- Author : Saim Ghafoor
- Publisher : CRC Press
- Genre : Computers
- Total Pages : 249 pages
- ISBN : 1000968936
- Release Date : 25 October 2023
- PDF File Size : 55,9 Mb
- Language : English
- Rating : 4/5 from 21 reviews
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