Industrial Internet of Things and Advanced Techniques for Sensor Data Aggregation and Fusion

Master the complexity of modern networks with this essential guide, which provides the state-of-the-art AI and machine learning techniques needed to execute seamless sensor data fusion and energy-efficient aggregation across Industrial IoT and smart city environments. The use of artificial intelligence and machine learning techniques for data aggregation and fusion is becoming increasingly important, as these technologies can help extract important features and knowledge from data. Sensor data aggregation and fusion are essential components of IoT and Industrial IoT systems, as they enable the combination of data from multiple sources to provide a more comprehensive view of the system being monitored. This book is a comprehensive guide to the state-of-the-art techniques and methods used for sensor data aggregation and fusion in IoT and Industrial IoT environments, covering the fundamental principles of data aggregation and fusion, as well as the latest advancements and applications in the field. The book takes a practical approach to the subject matter, providing a deeper understanding of the challenges and opportunities associated with sensor data aggregation and fusion in IoT and Industrial IoT environments. It covers topics such as machine learning-based data aggregation, intelligent multi-sensor fusion, data aggregation and fusion in smart cities, and energy-efficient data aggregation and fusion. Written by leading experts in the field, the book will provide a comprehensive overview of the latest advancements in sensor data aggregation and fusion in IoT and Industrial IoT environments.

Preface xvii Part I: Foundations and Frameworks in IoT and Data Aggregation 1 1 Enhancing Privacy and Efficiency in IoT‑Enabled Business Information Analytics and Blockchain‑Based Contingency 3 P. Kumaresan and R. Ramprashath 2 Supporting Authorized Duplicate Check in Hybrid Cloud Architecture Using IoT 17 Balaji B. and Ram Prashath 3 Design and Analysis of Multiband Microstrip Patch Antenna for IoT Applications 31 R. Ramasamy, Arunachala Perumal C., Bharathi C. Ramachandra, Srikusan A. and Vijayan S. 4 Simulation and Implementation of Advanced Adder and Hybrid Multiplier for FIR Filter 47 V. Magesh, T. Solai Mithelesh, S. Ponmaniselvan and P. Praveen Kumar 5 Comparison of the Design and Implementation of Smartphone Charging Controllers Using Arduino Mega and Raspberry Pi 61 Yuvaraj D. and N. P. G. Bhavani 6 Enhancing the Accuracy in Designing an Image with Style Transfer Learning Method Using Visual Geometry Group (VGG16) over InceptionV3 73 Boobathy A. and Rashmita Khilar Part II: IoT in Smart Cities and Infrastructure 83 7 Efficient Traffic Detection and Localization in 5G Networks Using IoT‑Enhanced Dynamic Ad-Hoc Clusters 85 Nirmalkumar K. and Ramprashath R. 8 RFID‑Based Smart Parking Management System Using IoT 99 Anil Kumar C. S., Shailendra Kumar Mishra, Ali Baig Mohammad and Vishnu Kumar. S. 9 IoT‑Based Animal Watch Safety Using Green Technology with Deep Learning Approach 113 Vineet Saxena, Prashant Dhage, Ghouse Basha M. A., Trupti Patil, Mritunjay Rai and Vishal Sharma 10 Detection of Barcode for Automatic Fastai and EDA Considering Big Data for Green Cities 139 Santosh S. Chowhan, Vivek Veeraiah, Sukhvinder Singh Dari, Sovers Singh Bisht, Rohit Anand, Ritu Shree and M. Niranjanamurthy 11 Number Plate Detection to Automatic Ticket Repeat Offenders in Traffic Violation Using Green Technology 163 Anishkumar Dhablia, Bharti Sharma, Alka Singh, Jayaprakash B., Rajendra P. Pandey and Adapa Gopi 12 IoT‑Based Object Detection in Green Cities by Making Use of Data Center Based on YOLOv3 Model 189 Jayant S. Rohankar, Shaziya Islam, Priyanka Chandani, Aditee Godbole, Neeraj Kumari and Dharmesh Dhabliya 13 Facemask Detection for Passengers' Safety Using Green Technology by Fine Tuning on Object Detection Model in IoT 215 Mohd. Asif Iqbal, Panduranga Rao M. V., Anisha Soni, Priyank Singhal, Ankur Gupta and Sharayu Ikhar Part III: Industrial Applications and Predictive Maintenance 14 Enhancing Error Prediction in Machineries through CNN and Random Forest Models Using IoT with Sensor Data Fusion 243 Thishan S. and Senthil Kumar K. 15 Real‑Time Flight Delay Prediction with Live Data from IoT and Airline Operations Optimization Using the KNN Algorithm 259 B. Praveen Kumar and R. Ramprashath 16 Flight Delay Analysis Using XGBoost on Industrial Internet of Things and Advanced Techniques for Sensor Data Aggregation and Fusion 277 Gayathri S., Venkata Veerendra Naveen Guthurthi, Varri Venkata Jyothi, Abirami R. and Priyadharshini S. 17 An Analysis of the Traffic Loads in the Servers Using Thermal Images Utilizing Empirical Wavelet Transform with Dyadic Wavelet Transform 287 Madhan Kumar Reddy and A. Selva Kumar 18 Comparison of Discrete Wavelet Transforms and Stationary Wavelets for the Accurate Diagnosis of Server Issues Using Thermal Images 297 Madhan Kumar Reddy and A. Selva Kumar Part IV: Health, Safety, and Security Applications 307 19 Diagnosis of Diseases Using Machine Learning 309 Sujita Godishala, Vakalapudi Sumavi, M. Saravanan and P.S. Maya Gopal 20 Client Attrition Prediction in Multiple Sectors with Customized Machine Learning Models Using IoT 319 R. Balaji and R. Ramprashath 21 Blood Transfusion System Using Data Mining Techniques and Grey Relational Analysis (GRA) Using Decision Tree Compared with Naive Bayes 335 K. Manimaran and T. Poovizhi 22 IoT‑Integrated Detection and Classification of Deepfake Images and Videos Using Custom Deep Learning Models 345 K. Praveen Kumar and R. Ramprashath 23 Reducing the False Rejection Using Novel Iris Recognition by Comparing with Elastic Bunch Graph Matching for Smartphones 359 Kamalesh S. and V. Nagaraju 24 Intelligent IoT‑Enabled Privacy‑Preserving Course Recommendation System: Leveraging NLP Chatbot and Federated Learning with Federated Linear Regression 371 Dhivyaprabha G. and Ram Prashath R. 25 Harnessing YOLO‑Powered Drones for Cloud‑Based Weed Density Mapping Focusing Agri 4.0 385 S. Vishnu Kumar, G. Aloy Anuja Mary, B. Sathyasri, Murali Kalipindi and Chivon Choeung References 399 About the Editors 401 Index 403