Anomaly Detection and Complex Event Processing Over IoT Data Streams Book

Anomaly Detection and Complex Event Processing Over IoT Data Streams


  • Author : Patrick Schneider
  • Publisher : Academic Press
  • Release Date : 2022-01-21
  • Genre: Computers
  • Pages : 406
  • ISBN 10 : 9780128238196

GET BOOK
Anomaly Detection and Complex Event Processing Over IoT Data Streams Excerpt :

Anomaly Detection and Complex Event Processing over IoT Data Streams: With Application to eHealth and Patient Data Monitoring presents advanced processing techniques for IoT data streams and the anomaly detection algorithms over them. The book brings new advances and generalized techniques for processing IoT data streams, semantic data enrichment with contextual information at Edge, Fog and Cloud as well as complex event processing in IoT applications. The book comprises fundamental models, concepts and algorithms, architectures and technological solutions as well as their application to eHealth. Case studies, such as the bio-metric signals stream processing are presented –the massive amount of raw ECG signals from the sensors are processed dynamically across the data pipeline and classified with modern machine learning approaches including the Hierarchical Temporal Memory and Deep Learning algorithms. The book discusses adaptive solutions to IoT stream processing that can be extended to different use cases from different fields of eHealth, to enable a complex analysis of patient data in a historical, predictive and even prescriptive application scenarios. The book ends with a discussion on ethics, emerging research trends, issues and challenges of IoT data stream processing. Provides the state-of-the-art in IoT Data Stream Processing, Semantic Data Enrichment, Reasoning and Knowledge Covers extraction (Anomaly Detection) Illustrates new, scalable and reliable processing techniques based on IoT stream technologies Offers applications to new, real-time anomaly detection scenarios in the health domain

Data Semantic Enrichment for Complex Event Processing Over IoT Data Streams Book

Data Semantic Enrichment for Complex Event Processing Over IoT Data Streams


  • Author : Patrick Schneider
  • Publisher : Unknown
  • Release Date : 2019
  • Genre: Uncategoriezed
  • Pages : null
  • ISBN 10 : OCLC:1224095294

GET BOOK
Data Semantic Enrichment for Complex Event Processing Over IoT Data Streams Excerpt :

This thesis generalizes techniques for processing IoT data streams, semantically enrich data with contextual information, as well as complex event processing in IoT applications. A case study for ECG anomaly detection and signal classification was conducted to validate the knowledge foundation.

Advances in Edge Computing  Massive Parallel Processing and Applications Book

Advances in Edge Computing Massive Parallel Processing and Applications


  • Author : F. Xhafa
  • Publisher : IOS Press
  • Release Date : 2020-03-10
  • Genre: Computers
  • Pages : 324
  • ISBN 10 : 9781643680637

GET BOOK
Advances in Edge Computing Massive Parallel Processing and Applications Excerpt :

The rapid advance of Internet of Things (IoT) technologies has resulted in the number of IoT-connected devices growing exponentially, with billions of connected devices worldwide. While this development brings with it great opportunities for many fields of science, engineering, business and everyday life, it also presents challenges such as an architectural bottleneck – with a very large number of IoT devices connected to a rather small number of servers in Cloud data centers – and the problem of data deluge. Edge computing aims to alleviate the computational burden of the IoT for the Cloud by pushing some of the computations and logics of processing from the Cloud to the Edge of the Internet. It is becoming commonplace to allocate tasks and applications such as data filtering, classification, semantic enrichment and data aggregation to this layer, but to prevent this new layer from itself becoming another bottleneck for the whole computing stack from IoT to the Cloud, the Edge computing layer needs to be capable of implementing massively parallel and distributed algorithms efficiently. This book, Advances in Edge Computing: Massive Parallel Processing and Applications, addresses these challenges in 11 chapters. Subjects covered include: Fog storage software architecture; IoT-based crowdsourcing; the industrial Internet of Things; privacy issues; smart home management in the Cloud and the Fog; and a cloud robotic solution to assist medical applications. Providing an overview of developments in the field, the book will be of interest to all those working with the Internet of Things and Edge computing.

IoT based Intelligent Modelling for Environmental and Ecological Engineering Book

IoT based Intelligent Modelling for Environmental and Ecological Engineering


  • Author : Paul Krause
  • Publisher : Springer Nature
  • Release Date : 2021-05-31
  • Genre: Computers
  • Pages : 308
  • ISBN 10 : 9783030711726

GET BOOK
IoT based Intelligent Modelling for Environmental and Ecological Engineering Excerpt :

This book brings to readers thirteen chapters with contributions to the benefits of using IoT and Cloud Computing to agro-ecosystems from a multi-disciplinary perspective. IoT and Cloud systems have prompted the development of a Cloud digital ecosystem referred to as Cloud-to-thing continuum computing. The key success of IoT computing and the Cloud digital ecosystem is that IoT can be integrated seamlessly with the physical environment and therefore has the potential to leverage innovative services in agro-ecosystems. Areas such as ecological monitoring, agriculture, and biodiversity constitute a large area of potential application of IoT and Cloud technologies. In contrast to traditional agriculture systems that have employed aggressive policies to increase productivity, new agro-ecosystems aim to increase productivity but also achieve efficiency and competitiveness in modern sustainable agriculture and contribute, more broadly, to the green economy and sustainable food-chain industry. Fundamental research as well as concrete applications from various real-life scenarios, such as smart farming, precision agriculture, green agriculture, sustainable livestock and sow farming, climate threat, and societal and environmental impacts, is presented. Research issues and challenges are also discussed towards envisioning efficient and scalable solutions to agro-ecosystems based on IoT and Cloud technologies. Our fundamental belief is that we can collectively trigger a new revolution that will transition agriculture into an equable system that not only feeds the world, but also contributes to mitigating the climate change and biodiversity crises that our historical actions have triggered.

Fog Computing Book

Fog Computing


  • Author : Assad Abbas
  • Publisher : John Wiley & Sons
  • Release Date : 2020-04-21
  • Genre: Technology & Engineering
  • Pages : 608
  • ISBN 10 : 9781119551690

GET BOOK
Fog Computing Excerpt :

Summarizes the current state and upcoming trends within the area of fog computing Written by some of the leading experts in the field, Fog Computing: Theory and Practice focuses on the technological aspects of employing fog computing in various application domains, such as smart healthcare, industrial process control and improvement, smart cities, and virtual learning environments. In addition, the Machine-to-Machine (M2M) communication methods for fog computing environments are covered in depth. Presented in two parts—Fog Computing Systems and Architectures, and Fog Computing Techniques and Application—this book covers such important topics as energy efficiency and Quality of Service (QoS) issues, reliability and fault tolerance, load balancing, and scheduling in fog computing systems. It also devotes special attention to emerging trends and the industry needs associated with utilizing the mobile edge computing, Internet of Things (IoT), resource and pricing estimation, and virtualization in the fog environments. Includes chapters on deep learning, mobile edge computing, smart grid, and intelligent transportation systems beyond the theoretical and foundational concepts Explores real-time traffic surveillance from video streams and interoperability of fog computing architectures Presents the latest research on data quality in the IoT, privacy, security, and trust issues in fog computing Fog Computing: Theory and Practice provides a platform for researchers, practitioners, and graduate students from computer science, computer engineering, and various other disciplines to gain a deep understanding of fog computing.

Handbook of Research on Investigations in Artificial Life Research and Development Book

Handbook of Research on Investigations in Artificial Life Research and Development


  • Author : Habib, Maki
  • Publisher : IGI Global
  • Release Date : 2018-06-08
  • Genre: Computers
  • Pages : 501
  • ISBN 10 : 9781522553977

GET BOOK
Handbook of Research on Investigations in Artificial Life Research and Development Excerpt :

Research on artificial life is critical to solving various dynamic obstacles individuals face on a daily basis. From electric wheelchairs to navigation, artificial life can play a role in improving both the simple and complex aspects of civilian life. The Handbook of Research on Investigations in Artificial Life Research and Development is a vital scholarly reference source that examines emergent research in handling real-world problems through the application of various computation technologies and techniques. Examining topics such as computational intelligence, multi-agent systems, and fuzzy logic, this publication is a valuable resource for academicians, scientists, researchers, and individuals interested in artificial intelligence developments.

Advances on P2P  Parallel  Grid  Cloud and Internet Computing Book

Advances on P2P Parallel Grid Cloud and Internet Computing


  • Author : Fatos Xhafa
  • Publisher : Springer
  • Release Date : 2018-10-16
  • Genre: Technology & Engineering
  • Pages : 511
  • ISBN 10 : 9783030026073

GET BOOK
Advances on P2P Parallel Grid Cloud and Internet Computing Excerpt :

This book presents the latest research findings, as well as innovative theoretical and practical research results, methods and development techniques related to P2P, grid, cloud and Internet computing. It also reveals the synergies among such large scale computing paradigms. P2P, Grid, Cloud and Internet computing technologies have rapidly become established as breakthrough paradigms for solving complex problems by enabling aggregation and sharing of an increasing variety of distributed computational resources on a large scale. Grid computing originated as a paradigm for high-performance computing, offering an alternative to expensive supercomputers through different forms of large-scale distributed computing. P2P computing emerged as a new paradigm following on from client-server and web-based computing and has proved useful in the development of social networking, B2B (Business to Business), B2C (Business to Consumer), B2G (Business to Government), and B2E (Business to Employee). Cloud computing has been described as a “computing paradigm where the boundaries of computing are determined by economic rationale rather than technical limits”. Cloud computing has fast become the computing paradigm with applicability and adoption in all domains and providing utility computing at large scale. Lastly, Internet computing is the basis of any large-scale distributed computing paradigm; it has very quickly developed into a vast and flourishing field with enormous impact on today’s information societies and serving as a universal platform comprising a large variety of computing forms such as grid, P2P, cloud and mobile computing.

The Semantic Web  ESWC 2018 Satellite Events Book

The Semantic Web ESWC 2018 Satellite Events


  • Author : Aldo Gangemi
  • Publisher : Springer
  • Release Date : 2018-08-01
  • Genre: Computers
  • Pages : 493
  • ISBN 10 : 9783319981925

GET BOOK
The Semantic Web ESWC 2018 Satellite Events Excerpt :

This book constitutes the thoroughly refereed post-conference proceedings of the Satellite Events of the 15th Extended Semantic Web Conference, ESWC 2018, held in Heraklion, Crete, Greece, in June 2018. The volume contains 41 poster and demonstration papers, 11 invited workshop papers, and 9 full papers, selected out of a total of 70 submissions. They deal with all areas of semantic web research, semantic technologies on the Web and Linked Data.

Collective Intelligence for Smart Cities Book

Collective Intelligence for Smart Cities


  • Author : Chun HO WU
  • Publisher : Elsevier
  • Release Date : 2022-06-10
  • Genre: Political Science
  • Pages : 244
  • ISBN 10 : 9780128202753

GET BOOK
Collective Intelligence for Smart Cities Excerpt :

Collective Intelligence for Smart Cities begins with an overview of the fundamental issues and concepts of smart cities. Surveying the current state-of-the-art research in the field, the book delves deeply into key smart city developments such as health and well-being, transportation, safety, energy, environment and sustainability. In addition, the book focuses on the role of IoT cloud computing and big data, specifically in smart city development. Users will find a unique, overarching perspective that ties together these concepts based on collective intelligence, a concept for quantifying mass activity familiar to many social science and life science researchers. Sections explore how group decision-making emerges from the consensus of the collective, collaborative and competitive activities of many individuals, along with future perspectives. Provides collective intelligence-based solutions to enhance smart city well-being Recommends strategies to ensure smart city sustainability and optimization, including smart transportation Considers cloud-based data processing approaches for managing data collected from smart city applications Uses case studies to shows successful application in a variety of smart city contexts

Building Enterprise IoT Applications Book

Building Enterprise IoT Applications


  • Author : Chandrasekar Vuppalapati
  • Publisher : CRC Press
  • Release Date : 2019-12-12
  • Genre: Computers
  • Pages : 442
  • ISBN 10 : 9780429508691

GET BOOK
Building Enterprise IoT Applications Excerpt :

McKinsey Global Institute predicts Internet of Things (IoT) could generate up to $11.1 trillion a year in economic value by 2025. Gartner Research Company expects 20 billion inter-connected devices by 2020 and, as per Gartner, the IoT will have a significant impact on the economy by transforming many enterprises into digital businesses and facilitating new business models, improving efficiency and increasing employee and customer engagement. It’s clear from above and our research that the IoT is a game changer and will have huge positive impact in foreseeable future. In order to harvest the benefits of IoT revolution, the traditional software development paradigms must be fully upgraded. The mission of our book, is to prepare current and future software engineering teams with the skills and tools to fully utilize IoT capabilities. The book introduces essential IoT concepts from the perspectives of full-scale software development with the emphasis on creating niche blue ocean products. It also: Outlines a fundamental full stack architecture for IoT Describes various development technologies in each IoT layer Explains IoT solution development from Product management perspective Extensively covers security and applicable threat models as part of IoT stack The book provides details of several IoT reference architectures with emphasis on data integration, edge analytics, cluster architectures and closed loop responses.

Big Data in Bioeconomy Book

Big Data in Bioeconomy


  • Author : Caj Södergård
  • Publisher : Springer Nature
  • Release Date : 2021-08-13
  • Genre: Technology & Engineering
  • Pages : 423
  • ISBN 10 : 9783030710699

GET BOOK
Big Data in Bioeconomy Excerpt :

This edited open access book presents the comprehensive outcome of The European DataBio Project, which examined new data-driven methods to shape a bioeconomy. These methods are used to develop new and sustainable ways to use forest, farm and fishery resources. As a European initiative, the goal is to use these new findings to support decision-makers and producers – meaning farmers, land and forest owners and fishermen. With their 27 pilot projects from 17 countries, the authors examine important sectors and highlight examples where modern data-driven methods were used to increase sustainability. How can farmers, foresters or fishermen use these insights in their daily lives? The authors answer this and other questions for our readers. The first four parts of this book give an overview of the big data technologies relevant for optimal raw material gathering. The next three parts put these technologies into perspective, by showing useable applications from farming, forestry and fishery. The final part of this book gives a summary and a view on the future. With its broad outlook and variety of topics, this book is an enrichment for students and scientists in bioeconomy, biodiversity and renewable resources.

Modeling and Processing for Next Generation Big Data Technologies Book

Modeling and Processing for Next Generation Big Data Technologies


  • Author : Fatos Xhafa
  • Publisher : Springer
  • Release Date : 2014-11-04
  • Genre: Technology & Engineering
  • Pages : 516
  • ISBN 10 : 9783319091778

GET BOOK
Modeling and Processing for Next Generation Big Data Technologies Excerpt :

This book covers the latest advances in Big Data technologies and provides the readers with a comprehensive review of the state-of-the-art in Big Data processing, analysis, analytics, and other related topics. It presents new models, algorithms, software solutions and methodologies, covering the full data cycle, from data gathering to their visualization and interaction, and includes a set of case studies and best practices. New research issues, challenges and opportunities shaping the future agenda in the field of Big Data are also identified and presented throughout the book, which is intended for researchers, scholars, advanced students, software developers and practitioners working at the forefront in their field.

Proceedings of Data Analytics and Management Book

Proceedings of Data Analytics and Management


  • Author : Deepak Gupta
  • Publisher : Springer Nature
  • Release Date : 2021-11-21
  • Genre: Technology & Engineering
  • Pages : 859
  • ISBN 10 : 9789811662850

GET BOOK
Proceedings of Data Analytics and Management Excerpt :

This book includes original unpublished contributions presented at the International Conference on Data Analytics and Management (ICDAM 2021), held at Jan Wyzykowski University, Poland, during June 2021. The book covers the topics in data analytics, data management, big data, computational intelligence, and communication networks. The book presents innovative work by leading academics, researchers, and experts from industry which is useful for young researchers and students.

Big Data Analytics and Knowledge Discovery Book

Big Data Analytics and Knowledge Discovery


  • Author : Sanjay Madria
  • Publisher : Springer
  • Release Date : 2016-08-05
  • Genre: Computers
  • Pages : 391
  • ISBN 10 : 9783319439464

GET BOOK
Big Data Analytics and Knowledge Discovery Excerpt :

This book constitutes the refereed proceedings of the 18th International Conference on Data Warehousing and Knowledge Discovery, DaWaK 2016, held in Porto, Portugal, September 2016. The 25 revised full papers presented were carefully reviewed and selected from 73 submissions. The papers are organized in topical sections on Mining Big Data, Applications of Big Data Mining, Big Data Indexing and Searching, Big Data Learning and Security, Graph Databases and Data Warehousing, Data Intelligence and Technology.

Intelligent Computing Paradigm and Cutting edge Technologies Book

Intelligent Computing Paradigm and Cutting edge Technologies


  • Author : Lakhmi C. Jain
  • Publisher : Springer Nature
  • Release Date : 2020-01-02
  • Genre: Technology & Engineering
  • Pages : 478
  • ISBN 10 : 9783030385019

GET BOOK
Intelligent Computing Paradigm and Cutting edge Technologies Excerpt :

This book discusses fundamental and high-level concepts relating to intelligent computing and communications in the context of distributed computing, big data, high performance computing and the Internet of Things. It is becoming increasingly important to develop adaptive, intelligent, computing-centric, energy-aware, secure and privacy-aware mechanisms in high-performance computing and IoT applications. Serving as a useful guide for researchers and practitioners working in the field of information technology and computer science, the book also appeals to beginners wanting to learn more about the better computing paradigm. In addition, it provides a platform for researchers, engineers, academics and industry professionals from around the globe to share their research findings.