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Pethuru Raj - Streaming Analytics: Concepts, architectures, platforms, use cases and applications

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Pethuru Raj Streaming Analytics: Concepts, architectures, platforms, use cases and applications

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When digitized entities, connected devices and microservices interact purposefully, we end up with a massive amount of multi-structured streaming (real-time) data that is continuously generated by different sources at high speed. Streaming analytics allows the management, monitoring, and real-time analytics of live streaming data. The topic has grown in importance due to the emergence of online analytics and edge and IoT platforms. A real digital transformation is being achieved across industry verticals through meticulous data collection, cleansing and crunching in real time. Capturing and subjecting those value-adding events is considered to be the prime task for achieving trustworthy and timely insights.

The authors articulate and accentuate the challenges widely associated with streaming data and analytics, describe data analytics algorithms and approaches, present edge and fog computing concepts and technologies and show how streaming analytics can be accomplished in edge device clouds. They also delineate several industry use cases across cloud system operations in transportation and cyber security and other business domains.

The book will be of interest to ICTs industry and academic researchers, scientists and engineers as well as lecturers and advanced students in the fields of data science, cloud/fog/edge architecture, internet of things and artificial intelligence and related fields of applications. It will also be useful to cloud/edge/fog and IoT architects, analytics professionals, IT operations teams and site reliability engineers (SREs).

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IET COMPUTING SERIES 44 Streaming Analytics Published by The Institution of - photo 1

IET COMPUTING SERIES 44

Streaming Analytics

Published by The Institution of Engineering and Technology, London, United Kingdom

The Institution of Engineering and Technology is registered as a Charity in England & Wales (no. 211014) and Scotland (no. SC038698).

The Institution of Engineering and Technology 2022

First published 2022

This publication is copyright under the Berne Convention and the Universal Copyright Convention. All rights reserved. Apart from any fair dealing for the purposes of research or private study, or criticism or review, as permitted under the Copyright, Designs and Patents Act 1988, this publication may be reproduced, stored or transmitted, in any form or by any means, only with the prior permission in writing of the publishers, or in the case of reprographic reproduction in accordance with the terms of licences issued by the Copyright Licensing Agency. Enquiries concerning reproduction outside those terms should be sent to the publisher at the undermentioned address:

The Institution of Engineering and Technology
Futures Place
Kings Way, Stevenage
Hertfordshire, SG1 2UA, United Kingdom

www.theiet.org

While the authors and publisher believe that the information and guidance given in this work are correct, all parties must rely upon their own skill and judgement when making use of them. Neither the authors nor publisher assumes any liability to anyone for any loss or damage caused by any error or omission in the work, whether such an error or omission is the result of negligence or any other cause. Any and all such liability is disclaimed.

The moral rights of the authors to be identified as authors of this work have been asserted by them in accordance with the Copyright, Designs and Patents Act 1988.

British Library Cataloguing in Publication Data
A catalogue record for this product is available from the British Library

ISBN 978-1-83953-416-4 (hardback)
ISBN 978-1-83953-417-1 (PDF)

Typeset in India by MPS Limited
Printed in the UK by CPI Group (UK) Ltd, Croydon

Cover Image: Weiquan Lin via Getty Images

Contents

Chellammal Surianarayanan

Pethuru Raj, S. Usha and N. Susila

R. Saradha

Jishnu Saurav Mittapalli, Jainav Amit Mutha and R. Maheswari

A.P. Jyothi and S. Usha

Pethuru Raj, J. Akilandeswari and M. Marimuthu

V. Sai Mahesh, Sangam Rajat Sajeev, V.V.S. Bharadwaj and R. Maheswari

T. Subha, R. Ranjana, S. Usha, P. Pavithra and Advaith Krishna

Pethuru Raj and Jaspher Willsie Kathrine

Pethuru Raj and P. Vijayakumar

Chellammal Surianarayanan and Saranya Kunasekaran

Chellammal Surianarayanan and Saranya Kunasekaran

Pethuru Raj and Steve Jefferson

C. Jyothsna and B. Narendra Kumar Rao

S. Durga, Esther Daniel, S. Seetha and N. Susila

Esther Daniel, S. Durga, N. Susila, S. Seetha and T. Sujatha

Anmol Choubey, Shivika Manglick and R. Maheswari

Pethuru Raj and R.S. Saundharya Thejaswini

Streaming Analytics

Concepts, architectures, platforms, use cases and applications

Edited by
Pethuru Raj, Chellammal Surianarayanan, Koteeswaran Seerangan and George Ghinea

The Institution of Engineering and Technology

About the Editors

Pethuru Raj is the Chief Architect and Vice President in the Site Reliability Engineering (SRE) division of Reliance Jio Platforms Ltd., Bangalore, India. He focuses on emerging technologies such as the Internet of Things (IoT), Artificial Intelligence (AI), big and fast data analytics, blockchain, digital twins, cloud-native computing, edge & fog clouds, reliability engineering, microservices architecture (MSA), and event-driven architecture (EDA). He has authored and edited 20 technology books. He holds a CSIR-sponsored PhD from Anna University, India.

Chellammal Surianarayanan is an assistant professor of computer science at Government Arts and Science College, Tiruchirapalli, India. Her contributions include the development of an embedded system for lead shield integrity assessment system, portable automatic air sampling equipment, an embedded system of detection of lymphatic filariasis in its early stage, and the development of data logging software applications for atmospheric dispersion studies. She is a life member of the Computer Society of India and IAENG. She earned a Doctorate in Computer Science by developing computational optimization models for the discovery and selection of semantic services.

Koteeswaran Seerangan is an associate professor in the Department of Computer Science and Engineering, School of Computing, and Dean of Research Studies at Vel Tech Rangarajan Dr Sagunthala R&D Institute of Science and Technology, India. His research interests include big data and analytics, Internet of Things, and machine learning. He is a member of ACM and the IET, and a senior member of IEEE and life member of ISTE. He holds a PhD in computer science and engineering from Vel Tech Rangarajan Dr Sagunthala R&D Institute of Science and Technology, India.

George Ghinea is a professor in multimedia computing in the Department of Computer Science at Brunel University, London, UK. His research activities lie at the confluence of computer science, media and psychology. His work focuses on the area of perceptual multimedia quality and how one builds end-to-end communication systems incorporating user perceptual requirements. He has applied his expertise in areas such as eye-tracking, telemedicine, multi-modal interaction, and ubiquitous and mobile computing. He consults regularly for both public and private institutions. He is a member of the IEEE. He holds a PhD in computer science from the University of Reading, UK.

Other volumes in this series:

Volume 1Knowledge Discovery and Data Mining M.A. Bramer (Editor)
Volume 3Troubled IT Projects: Prevention and turnaround J.M. Smith
Volume 4UML for Systems Engineering: Watching the wheels, 2nd Edition J. Holt
Volume 5Intelligent Distributed Video Surveillance Systems S.A. Velastin and P. Remagnino (Editors)
Volume 6Trusted Computing C. Mitchell (Editor)
Volume 7SysML for Systems Engineering J. Holt and S. Perry
Volume 8Modelling Enterprise Architectures J. Holt and S. Perry
Volume 9Model-Based Requirements Engineering J. Holt, S. Perry and M. Bownsword
Volume 13Trusted Platform Modules: Why, when and how to use them A. Segall
Volume 14Foundations for Model-based Systems Engineering: From patterns to models J. Holt, S. Perry and M. Bownsword
Volume 15Big Data and Software Defined Networks J. Taheri (Editor)
Volume 18Modeling and Simulation of Complex Communication M.A. Niazi (Editor)
Volume 20SysML for Systems Engineering: A model-based approach, 3rd Edition J. Holt and S. Perry
Volume 22Virtual Reality and Light Field Immersive Video Technologies for Real-World Applications G. Lafruit and M. Tehrani
Volume 23Data as Infrastructure for Smart Cities L. Suzuki and A. Finkelstein
Volume 24Ultrascale Computing Systems J. Carretero, E. Jeannot and A. Zomaya
Volume 25
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