Intelligent Systems for Social Good: Theory and Practice

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This book highlights the connections between two technologies: artificial intelligence (AI) and Internet of things (IoT). It presents the application of these two technologies to solve various societal problems related to healthcare, agriculture, green environment, renewable energies, smart cities, etc. Each chapter in this book presents novel solutions to these problems along with the challenges in the application of AI and IoT to solve them. It discusses the adverse attacks on machine Learning models and how to protect sensitive data over the IoT networks. It also includes the security issues in IoT and their possible solutions.

Author(s): Shyamapada Mukherjee, Naresh Babu Muppalaneni, Sukriti Bhattacharya, Ashok Kumar Pradhan
Series: Advanced Technologies and Societal Change
Publisher: Springer
Year: 2022

Language: English
Pages: 211
City: Singapore

Preface
Introduction
Contents
ML in WSN Using IoT for Smart Cities: A Survey
1 Introduction
2 WSN-Based IoT
3 Preliminaries in ML for WSN-IoT
4 Open Research Problems in WSN-IoT That ML Techniques Can Solve
5 Localization of IoT Nodes
6 Coverage and Connectivity of IoT Nodes
7 Issues of Routing Layer
8 Issues with the MAC Layer
9 Aggregation of Sensor Data
10 Target Detection and Event Monitoring
11 Harvesting of Energy
12 Processing of Node Query
13 Our ML Techniques in WSN-IoT Survey Report
14 Conclusions and the Next Steps
References
Prospects of ‘SMART Farming’ in Cold Arid Region of Ladakh, India
1 Introduction
2 The Problem Faced by Farmers
3 Smart Agriculture
4 Major Factors for Smart Farming Using IoT
5 Uses of Internet of Things (IoT) in Agriculture
6 Sensors Used in Agricultural Internet of Things
7 Benefits of Adopting IoT in Agriculture [3]
8 Use of Smartphone in Agriculture
9 Android Architecture
10 Challenges in Implementing IoT
11 Conclusion
References
Integration of Artificial Intelligence and IoT on Agricultural Applications
1 Introduction
2 IoT and Artificial Intelligence in Agriculture
3 Overview of Deep Learning
4 Deep Learning for Smart Agriculture
5 Several Deep Learning Techniques in Agriculture
6 Frameworks in Deep Learning
7 Deep Learning Applications in Agriculture
8 Conclusion
References
Internet of Things-Based Smart Transportation System for Smart Cities
1 Introduction
2 Literature Review
3 Autonomous Vehicles for Smart Cities
3.1 Vehicle-To-Vehicle Communication
3.2 Vehicle to Infra Communication
3.3 Vehicles Platooning
3.4 Intelligent Transportation System
4 IoT-Based Vehicle Parking System for Smart Cities
5 Conclusion
References
FACEIFY: Intelligent System for Text to Image Translation
1 Introduction
2 Related Work
3 Generative Adversarial Networks (GANs)
3.1 Discriminator
3.2 Generator
4 Dataset
4.1 Dataset Description
4.2 Prepossessing
5 Implementation and Architecture
5.1 Input to the Network
5.2 Model Architecture
5.3 Training the Model
6 Results
7 Conclusion
8 Future Works
References
LiFi Technology: A Breakthrough for Massive Data Rates in Indoor Applications
1 Introduction
1.1 Related Works
1.2 Channel Model for LiFi
1.3 Difference in LiFi Channel Mode and WiFi Channel Mode
2 Networking in LiFi
3 Challenges in Deployment and Operations
3.1 Techniques Involved in Transmission and Modulation
3.2 Optical Wireless Channel for Indoor Communications
3.3 Receiver Device and Its Properties
3.4 MIMO Optical Wireless Communications
3.5 Cross-Layer Load Balancing
3.6 Illumination Requirements
3.7 User Movement Modeling
4 Coexistence of LiFi and WiFi
4.1 Load-Balancing Techniques for Hybrid LiFi-WiFi Networks
4.2 Framework for Parallel Transmission in LiFi
4.3 Mobility Modeling
4.4 Light Path Blockage Model
4.5 Choice of Subflows
5 Current Standardization of LiFi
6 LiFi Application in Industries
7 Conclusion
References
Fuel Larceny and Leakage Indication System Using IoT
1 Introduction
2 Literature Review
3 Experimental Work
3.1 Design of Hardware Module
3.2 Flow of the Proposed System
3.3 Proposed System
4 Experimental Result
5 Conclusion
References
IoT Applications for Health Care
1 Introduction
2 Literature Survey
3 Structure for IoMT System
3.1 An IoT Based Endpoint
3.2 The Backend Worker
3.3 AI, Neural Organizations
4 Conclusion
References
Smart Healthcare Remote Monitoring System Using Internet of Things
1 Introduction
2 Literature Review
3 Design Methodology
3.1 Hardware Components
3.2 Software Components
4 Experimental Results
4.1 Results for Sitting Posture Analysis
5 Conclusion
References
Data Privacy in IoT Network Using Blockchain Technology
1 Introduction
2 History of Blockchain
3 Blockchain Architecture
3.1 Block
3.2 Digital Signature
3.3 Blockchain Key Characteristics
3.4 Taxonomy of Blockchain
4 Consensus Algorithm
5 Application of Blockchain
6 Challenges in Blockchain
6.1 Risk with Blockchain Technology
7 Introduction of IoT
8 Architecture of IOT
9 Application of IoT
10 Challenges of IoT
11 Application of Blockchain in IOT
11.1 Some of the Companies Who Are Using IoT Blockchain
12 Future Work
13 Conclusion
References
Interval-Valued Fuzzy Parameterized Multi Fuzzy N-soft Set in Decision-Making
1 Introduction
2 Preliminary
3 d(N, q)-Set and Its Theoretical Analysis
4 DMM Based on d(N,q)-Sets and h(N,q,α)-Sets
5 Result and Discussions
6 Comparison Analyses
7 Conclusions
References
An Innovative Approach to Fuzzy Soft Set Based Investment Framework Using Machine Learning Algorithm
1 Introduction
2 Preliminary
3 TNP and TCP on FAVS(Ψ,D)
4 FSS-Based IDM
5 Result and Discussions
5.1 Investment-Factors (IFs)
5.2 Investment-Avenues (IAs):
6 Conclusion
References
A Design and Implementation of Ring Oscillator Physically Unclonable Function Using the Xilinx FPGA
1 Introduction
1.1 Related Work
2 Ring Oscillator
2.1 Mathematical Function of Delay
3 Implementation of RO PUF on FPGA
4 Experimental Setup and Results
5 Conclusion
References
IOT Based Automated Fish Tank
1 Introduction
2 Factors for Water Quality
2.1 pH
2.2 Temperature
2.3 Turbidity
2.4 Dissolved Oxygen
3 Components of Proposed System
3.1 Controller
3.2 pH Sensor
3.3 DO Sensor
3.4 Temperature Sensor
4 Some Common Mistakes
4.1 Overfeeding Fish and Invertebrates
4.2 Inadequate Filtration
4.3 Altering Temperature
4.4 Replacing All the Water
5 Results and Analysis
6 Conclusion
References
Cloud Based Examination Hall Authentication System Using Fingerprint Module
1 Introduction
2 Related Work
3 Proposed System
3.1 System Level Architecture
3.2 System Level Operation
4 Working Methodology
5 Results and Discussions
6 Conclusion
References
Pandemic Surveillance Through Perspective Transformation Using YOLO and Mobile Net
1 Introduction
2 Related Work
3 Methodology
3.1 Pedestrian Detection
3.2 Mask Detection
3.3 Bird’s Eye View
3.4 Alert
4 Results and Discussion
5 Conclusion
References