Internet Modeling with Julia by Ulrich Hofmann (.ePUB)+

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File Size: 13.1 MB

Internet Modeling with Julia: Models, Algorithms and Programs by Ulrich Hofmann
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Overview: The book combines internet modeling with the new programming language Julia. It demonstrates Julia’s suitability for modeling established internet models and research-oriented topics such as car-to-infrastructure communication and black-box models for load predictions with neural networks. After studying the book and gaining inspiration for further independent analyses, the reader will be able to tackle even more complex modeling tasks in research and development using Julia. In this book, the Julia programming language is used for selected topics of Internet modeling. The “common thread” is the layered architecture of the Internet: from application to technology. For network operators, beyond the technical performance parameters of transmission rate and transmission duration of IP packets, the user satisfaction values Quality of Experience (QoE) with voice, video, haptics transmission are important. With the increase in transmission performance, the old point-to-point lines are also being replaced by packet transmission in the Internet of Things (IoT), and the topic of Quality of Control (QoC) is gaining importance, currently in the area of assisted/autonomous driving. The complex processes on the internet elude exact mathematical White-Box-Model modeling, and approximate learning modeling methods are being intensively researched and integrated into the standards of network architectures. Each chapter begins with a description of the practical background. This is followed by the development of the model and the implementation with Julia, including the a-picture-is-worth-a-thousand-words presentation of results in diagrams. All Julia programs are available for download at GitHub and are labeled with the corresponding figure numbers. The most important pieces of code are explained in the book text.
Genre: Non-Fiction > Tech & Devices

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