Tinyml For Edge Intelligence In Iot And Lpwan Networks
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Tinyml For Edge Intelligence In Iot And Lpwan Networks
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Author : Bharat S Chaudhari
language : en
Publisher: Academic Press
Release Date : 2024-06
Tinyml For Edge Intelligence In Iot And Lpwan Networks written by Bharat S Chaudhari and has been published by Academic Press this book supported file pdf, txt, epub, kindle and other format this book has been release on 2024-06 with categories.
Recently, Tiny Machine Learning (TinyML) has gained incredible importance due to its capabilities of creating lightweight machine learning (ML) frameworks aiming at low latency, lower energy consumption, lower bandwidth requirement, improved data security and privacy, and other performance necessities. As billions of battery-operated embedded IoT and low power wide area networks (LPWAN) nodes with very low on-board memory and computational capabilities are getting connected to the Internet each year, there is a critical need to have a special computational framework like TinyML. TinyML for Edge Intelligence in IoT and LPWAN Networks presents the evolution, developments, and advances in TinyML as applied to IoT and LPWANs. It starts by providing the foundations of IoT/LPWANs, low power embedded systems and hardware, the role of artificial intelligence and machine learning in communication networks in general and cloud/edge intelligence. It then presents the concepts, methods, algorithms and tools of TinyML. Practical applications of the use of TinyML are given from health and industrial fields which provide practical guidance on the design of applications and the selection of appropriate technologies. TinyML for Edge Intelligence in IoT and LPWAN Networks is highly suitable for academic researchers and professional system engineers, architects, designers, testers, deployment engineers seeking to design ultra-lower power and time-critical applications. It would also help in designing the networks for emerging and future applications for resource-constrained nodes.
Tinyml For Edge Intelligence In Iot And Lpwan Networks
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Author : Bharat S Chaudhari
language : en
Publisher: Elsevier
Release Date : 2024-05-29
Tinyml For Edge Intelligence In Iot And Lpwan Networks written by Bharat S Chaudhari and has been published by Elsevier this book supported file pdf, txt, epub, kindle and other format this book has been release on 2024-05-29 with Computers categories.
Recently, Tiny Machine Learning (TinyML) has gained incredible importance due to its capabilities of creating lightweight machine learning (ML) frameworks aiming at low latency, lower energy consumption, lower bandwidth requirement, improved data security and privacy, and other performance necessities. As billions of battery-operated embedded IoT and low power wide area networks (LPWAN) nodes with very low on-board memory and computational capabilities are getting connected to the Internet each year, there is a critical need to have a special computational framework like TinyML. TinyML for Edge Intelligence in IoT and LPWAN Networks presents the evolution, developments, and advances in TinyML as applied to IoT and LPWANs. It starts by providing the foundations of IoT/LPWANs, low power embedded systems and hardware, the role of artificial intelligence and machine learning in communication networks in general and cloud/edge intelligence. It then presents the concepts, methods, algorithms and tools of TinyML. Practical applications of the use of TinyML are given from health and industrial fields which provide practical guidance on the design of applications and the selection of appropriate technologies. TinyML for Edge Intelligence in IoT and LPWAN Networks is highly suitable for academic researchers and professional system engineers, architects, designers, testers, deployment engineers seeking to design ultra-lower power and time-critical applications. It would also help in designing the networks for emerging and future applications for resource-constrained nodes. - This book provides one-stop solutions for emerging TinyML for IoT and LPWAN applications. - The principles and methods of TinyML are explained, with a focus on how it can be used for IoT, LPWANs, and 5G applications. - Applications from the healthcare and industrial sectors are presented. - Guidance on the design of applications and the selection of appropriate technologies is provided.
Urban Mobility And Challenges Of Intelligent Transportation Systems
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Author : Bellam, Kiran
language : en
Publisher: IGI Global
Release Date : 2025-04-11
Urban Mobility And Challenges Of Intelligent Transportation Systems written by Bellam, Kiran and has been published by IGI Global this book supported file pdf, txt, epub, kindle and other format this book has been release on 2025-04-11 with Technology & Engineering categories.
Intelligent Transportation Systems (ITS) are transforming urban mobility by integrating advanced technologies to improve traffic flow, safety, and sustainability. By leveraging data-driven solutions such as adaptive traffic signals, real-time monitoring, and smart parking, ITS reduces congestion and enhances commuter efficiency. These systems also play a crucial role in public safety, with applications like collision avoidance and emergency response coordination. Furthermore, ITS supports environmental sustainability by promoting public transportation and integrating with electric and autonomous vehicle technologies. As cities continue to grow, ITS offers a scalable and intelligent approach to building more efficient, safe, and eco-friendly transportation networks. Urban Mobility and Challenges of Intelligent Transportation Systems provides a comprehensive, up-to-date, and accessible resource that bridges the gap between theoretical concepts, practical applications, and emerging trends in ITS. It provides insights on the design and implementation of ITS for smart urban mobility. Covering topics such as artificial intelligence (AI), energy forecasting, and urban development, this book is an excellent resource for transportation professionals, academicians, policymakers, technology developers, and more.
Tinyml
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Author : Pete Warden
language : en
Publisher: O'Reilly Media
Release Date : 2019-12-16
Tinyml written by Pete Warden and has been published by O'Reilly Media this book supported file pdf, txt, epub, kindle and other format this book has been release on 2019-12-16 with Computers categories.
Deep learning networks are getting smaller. Much smaller. The Google Assistant team can detect words with a model just 14 kilobytes in size—small enough to run on a microcontroller. With this practical book you’ll enter the field of TinyML, where deep learning and embedded systems combine to make astounding things possible with tiny devices. Pete Warden and Daniel Situnayake explain how you can train models small enough to fit into any environment. Ideal for software and hardware developers who want to build embedded systems using machine learning, this guide walks you through creating a series of TinyML projects, step-by-step. No machine learning or microcontroller experience is necessary. Build a speech recognizer, a camera that detects people, and a magic wand that responds to gestures Work with Arduino and ultra-low-power microcontrollers Learn the essentials of ML and how to train your own models Train models to understand audio, image, and accelerometer data Explore TensorFlow Lite for Microcontrollers, Google’s toolkit for TinyML Debug applications and provide safeguards for privacy and security Optimize latency, energy usage, and model and binary size
Advances In Computers
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Author : Ali Hurson
language : en
Publisher: Elsevier
Release Date : 2023-08-25
Advances In Computers written by Ali Hurson and has been published by Elsevier this book supported file pdf, txt, epub, kindle and other format this book has been release on 2023-08-25 with Computers categories.
Advances in Computers, Volume 131 is an eclectic volume inspired by recent issues of interest in research and development in computer science and computer engineering. Chapters in this new release include eHealth: enabling technologies, opportunities, and challenges, A Perspective on Cancer Data Management using Blockchain: Progress and Challenges, Cyber Risks on IoT Platforms and Zero Trust Solutions, A Lightweight Fingerprint Liveness Detection Method for Fingerprint Authentication System, and Collaborating Fog/Edge Computing with Industry 4.0 – Architecture, Challenges and Benefits, Raspberry Pi-s for Enterprise Cybersecurity Applications. - Provides the authority and expertise of leading contributors from an international board of authors - Presents the latest release in the Advances in Computers - Covers the latest innovations in research and development in computer science and computer engineering
Lpwan Technologies For Iot And M2m Applications
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Author : Bharat S Chaudhari
language : en
Publisher: Academic Press
Release Date : 2020-03-19
Lpwan Technologies For Iot And M2m Applications written by Bharat S Chaudhari and has been published by Academic Press this book supported file pdf, txt, epub, kindle and other format this book has been release on 2020-03-19 with Technology & Engineering categories.
Low power wide area network (LPWAN) is a promising solution for long range and low power Internet of Things (IoT) and machine to machine (M2M) communication applications. The LPWANs are resource-constrained networks and have critical requirements for long battery life, extended coverage, high scalability, and low device and deployment costs. There are several design and deployment challenges such as media access control, spectrum management, link optimization and adaptability, energy harvesting, duty cycle restrictions, coexistence and interference, interoperability and heterogeneity, security and privacy, and others.LPWAN Technologies for IoT and M2M Applications is intended to provide a one-stop solution for study of LPWAN technologies as it covers a broad range of topics and multidisciplinary aspects of LPWAN and IoT. Primarily, the book focuses on design requirements and constraints, channel access, spectrum management, coexistence and interference issues, energy efficiency, technology candidates, use cases of different applications in smart city, healthcare, and transportation systems, security issues, hardware/software platforms, challenges, and future directions.
Sae And The Evolved Packet Core
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Author : Magnus Olsson
language : en
Publisher: Academic Press
Release Date : 2017-11-13
Sae And The Evolved Packet Core written by Magnus Olsson and has been published by Academic Press this book supported file pdf, txt, epub, kindle and other format this book has been release on 2017-11-13 with categories.
Get a comprehensive and detailed insight into the Evolved Packet Core (EPC) with this clear, concise and authoritative guide a fully updated second edition that covers the latest standards and industry developments KEY FEATURES The only book to describe and explain the entire EPC including architecture, features and protocols, giving you the knowledge and insight to see the potential in EPC, develop EPC products and deploy LTE/EPC mobile broadband Networks The Second Edition includes 150+ new pages and numerous new illustrations. The content has also been focused towards the mainstream deployment scenarios Written by established experts in the 3GPP standardization process, with extensive, in-depth experience of its goals, development and future direction Case studies of deployment scenarios show how the functions described within EPC are placed within a live network context Forewords written by Dr. Kalyani Bogineni and Dr. Ulf Nilsson DESCRIPTION The latest additions to the Evolved Packet System (EPS) including e.g. Positioning, User Data Management, eMBMS, SRVCC, VoLTE, CSFB A detailed description of the nuts and bolts of EPC that are required to really get services up and running on a variety of operator networks An in-depth overview of the EPC architecture and its connections to the wide variety of network accesses, including LTE, LTE-Advanced, WCDMA/HSPA, GSM, WiFi, etc. The most common operator scenarios of EPS and the common issues faced in their design The reasoning behind many of the design decisions taken in EPC, in order to understand the full details and background of the all-IP core NEW CONTENT TO THIS EDITION 150+ New pages, new illustrations and call flows Covers 3GPP Release 9, 10 and 11 in addition to release 8 Expanded coverage on Diameter protocol, interface and messages Architecture overview Positioning User Data Management eMBMS (LTE Broadcasting) H(e)NodeB/Femto Cells LIPA/SIPTO/Breakout architectures Deployment Scenarios WiFi interworking VoLTE/MMTel, CS fallback and SRVCC SAE is the core network that supports LTE, the next key stage in development of the UMTS network to provide mobile broadband. It aims to provide an efficient, cost-effective solution for the ever-increasing number of mobile broadband subscribersThere is no other book on the market that covers the entire SAE network architecture; this book summarizes the important parts of the standards, but goes beyond mere description and offers real insight and explanation of the technologyFully updated with the latest developments since the first edition published, and now including additional material and insights on industry trends and views regarding future potential applications of SAE"
The 8051 Microcontroller And Embedded Systems Using Assembly And C
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Author : Mazidi Muhammad Ali
language : en
Publisher: Pearson Education India
Release Date : 2007
The 8051 Microcontroller And Embedded Systems Using Assembly And C written by Mazidi Muhammad Ali and has been published by Pearson Education India this book supported file pdf, txt, epub, kindle and other format this book has been release on 2007 with categories.
This textbook covers the hardware and software features of the 8051 in a systematic manner. Using Assembly language programming in the first six chapters, in Provides readers with an in-depth understanding of the 8051 architecture. From Chapter 7, this book uses both Assembly and C to Show the 8051 interfacing with real-world devices such as LCDs, keyboards, ADCs, sensors, real-time-clocks, and the DC and Stepper motors, The use of a large number of examples helps the reader to gain mastery of the topic rapidly and move on to the topic of embedded systems project design.
Definitive Guide To Arm Cortex M23 And Cortex M33 Processors
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Author : Joseph Yiu
language : en
Publisher: Newnes
Release Date : 2020-12-01
Definitive Guide To Arm Cortex M23 And Cortex M33 Processors written by Joseph Yiu and has been published by Newnes this book supported file pdf, txt, epub, kindle and other format this book has been release on 2020-12-01 with Computers categories.
The Definitive Guide to Arm® Cortex®-M23 and Cortex-M33 Processors focuses on the Armv8-M architecture and the features that are available in the Cortex-M23 and Cortex- M33 processors. This book covers a range of topics, including the instruction set, the programmer's model, interrupt handling, OS support, and debug features. It demonstrates how to create software for the Cortex-M23 and Cortex-M33 processors by way of a range of examples, which will enable embedded software developers to understand the Armv8-M architecture. This book also covers the TrustZone® technology in detail, including how it benefits security in IoT applications, itsoperations, how the technology affects the processor's hardware (e.g., memory architecture, interrupt handling, etc.),and various other considerations in creating secure software. - Presents the first book on Armv8-M Architecture and its features as implemented in the Cortex-M23 and Cortex-M33 processors - Covers TrustZone technology in detail - Includes examples showing how to create software for Cortex-M23/M33 processors
Combating Fake News With Computational Intelligence Techniques
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Author : Mohamed Lahby
language : en
Publisher: Springer Nature
Release Date : 2021-12-15
Combating Fake News With Computational Intelligence Techniques written by Mohamed Lahby and has been published by Springer Nature this book supported file pdf, txt, epub, kindle and other format this book has been release on 2021-12-15 with Technology & Engineering categories.
This book presents the latest cutting-edge research, theoretical methods, and novel applications in the field of computational intelligence techniques and methods for combating fake news. Fake news is everywhere. Despite the efforts of major social network players such as Facebook and Twitter to fight disinformation, miracle cures and conspiracy theories continue to rain down on the net. Artificial intelligence can be a bulwark against the diversity of fake news on the Internet and social networks. This book discusses new models, practical solutions, and technological advances related to detecting and analyzing fake news based on computational intelligence models and techniques, to help decision-makers, managers, professionals, and researchers design new paradigms considering the unique opportunities associated with computational intelligence techniques. Further, the book helps readers understand computational intelligence techniques combating fake news in a systematic and straightforward way.