Intelligent Sensor Networks

Book description

In the last decade, wireless or wired sensor networks have attracted much attention. However, most designs target general sensor network issues including protocol stack (routing, MAC, etc.) and security issues. This book focuses on the close integration of sensing, networking, and smart signal processing via machine learning. Based on their world-class research, the authors present the fundamentals of intelligent sensor networks. They cover sensing and sampling, distributed signal processing, and intelligent signal learning. In addition, they present cutting-edge research results from leading experts.

Table of contents

  1. Cover
  2. Half Title
  3. Title Page
  4. Copyright Page
  5. Dedication
  6. Table of Contents
  7. Preface
  8. Editors
  9. Contributors
  10. Part I Intelligent Sensor Networks: Machine Learning Approach
    1. 1 Machine Learning Basics
    2. 2 Modeling Unreliable Data and Sensors: Using Event Log Performance and F-Measure Attribute Selection
    3. 3 Intelligent Sensor Interfaces and Data Format
    4. 4 Smart Wireless Sensor Nodes for Structural Health Monitoring
    5. 5 Knowledge Representation and Reasoning for the Design of Resilient Sensor Networks
    6. 6 Intelligent Sensor-to-Mission Assignment
    7. 7 Prediction-Based Data Collection in Wireless Sensor Networks
    8. 8 Neuro-Disorder Patient Monitoring via Gait Sensor Networks: Toward an Intelligent, Context-Oriented Signal Processing
    9. 9 Cognitive Wireless Sensor Networks
  11. Part II Intelligent Sensor Networks: Signal Processing
    1. 10 Routing for Signal Processing
    2. 11 On-Board Image Processing in Wireless Multimedia Sensor Networks: A Parking Space Monitoring Solution for Intelligent Transportation Systems
    3. 12 Signal Processing for Sensing and Monitoring of Civil Infrastructure Systems
    4. 13 Data Cleaning in Low-Powered Wireless Sensor Networks
    5. 14 Sensor Stream Reduction
    6. 15 Compressive Sensing and Its Application in Wireless Sensor Networks
    7. 16 Compressive Sensing for Wireless Sensor Networks
    8. 17 Framework for Detecting Attacks on Sensors of Water Systems
  12. Part III Intelligent Sensor Networks: Sensors and Sensor Networks
    1. 18 Reliable and Energy-Efficient Networking Protocol Design in Wireless Sensor Networks
    2. 19 Agent-Driven Wireless Sensors Cooperation for Limited Resources Allocation
    3. 20 Event Detection in Wireless Sensor Networks
    4. 21 Dynamic Coverage Problems in Sensor Networks
    5. 22 Self-Organizing Distributed State Estimators
    6. 23 Low-Power Solutions for Wireless Passive Sensor Network Node Processor Architecture
    7. 24 Fusion of Pre/Post-RFID Correction Techniques to Reduce Anomalies
    8. 25 Radio Frequency Identification Systems and Sensor Integration for Telemedicine
    9. 26 A New Generation of Intrusion Detection Networks
  13. Index

Product information

  • Title: Intelligent Sensor Networks
  • Author(s): Fei Hu, Qi Hao
  • Release date: December 2012
  • Publisher(s): CRC Press
  • ISBN: 9781466589155