Anomaly Detection and Complex Event Processing over IoT Data Streams Books

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Anomaly Detection and Complex Event Processing over IoT Data Streams


Anomaly Detection and Complex Event Processing over IoT Data Streams
  • Author : Patrick Schneider
  • Publisher : Academic Press
  • Release : 2021-06-15
  • ISBN : 0128238186
  • Language : En, Es, Fr & De
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Anomaly Detection and Complex Event Processing over IoT Data Streams: With Application to Electrocardiogram Patient Data Monitoring presents the advanced processing techniques for IoT data streams, with a case study in the field of eHealth, namely, a classification scenario over an Electrocardiogram (ECG) stream. Bio-metric signals, such as the massive amount of raw ECG signals from the sensors are processed dynamically across the data pipeline and classified with modern machine learning approaches based on the Hierarchical Temporal Memory (HTM) and Convolutional Neural Network (CNN) algorithms. Discusses adaptive solutions that can be extended to other use cases to enable a complex analysis of patient data in a historical, predictive, and even prescriptive application scenario will be discussed. The book brings new advances and generalized techniques for processing an IoT data streams, semantic data enrichment with contextual information at Edge, Fog, and Cloud as well as complex event processing in IoT applications from health domain. Provides the state-of-the-art in IoT Data Stream Processing, Semantic Data Enrichment, Reasoning and Knowledge Extraction (Anomaly Detection) Illustrates new scalable and reliable processing techniques based on IoT stream technologies Offers application to new real-time anomaly detection scenarios in the health domain. · Development of data-driven reasoning software systems in eHealth

Data Semantic Enrichment for Complex Event Processing Over IoT Data Streams


Data Semantic Enrichment for Complex Event Processing Over IoT Data Streams
  • Author : Patrick Schneider
  • Publisher :
  • Release : 2019
  • ISBN : OCLC:1224095294
  • Language : En, Es, Fr & De
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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.

IoT based Intelligent Modelling for Environmental and Ecological Engineering


IoT based Intelligent Modelling for Environmental and Ecological Engineering
  • Author : Paul Krause
  • Publisher : Springer Nature
  • Release :
  • ISBN : 9783030711726
  • Language : En, Es, Fr & De
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Fog Computing


Fog Computing
  • Author : Assad Abbas
  • Publisher : John Wiley & Sons
  • Release : 2020-04-21
  • ISBN : 9781119551690
  • Language : En, Es, Fr & De
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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


Handbook of Research on Investigations in Artificial Life Research and Development
  • Author : Habib, Maki
  • Publisher : IGI Global
  • Release : 2018-06-08
  • ISBN : 9781522553977
  • Language : En, Es, Fr & De
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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.