Artificial Intelligence in Instrumentation, Control and Automation
Description
Revolutionize your industrial practice with this essential book, which provides a comprehensive overview of how artificial intelligence can be integrated into instrumentation and control systems to achieve unprecedented precision, efficiency, and autonomous optimization.
Artificial Intelligence is increasingly becoming a game-changer in the fields of instrumentation, control, and automation, offering unprecedented capabilities to optimize processes, enhance efficiency, and drive innovation. AI algorithms and techniques could be integrated into traditional control systems to create smart and adaptive solutions capable of learning from data and making autonomous decisions for dynamic real-world environments. From predictive maintenance in manufacturing plants to navigation of autonomous vehicles in complex roadways, AI empowers instrumentation and control systems to operate with heightened precision and agility, revolutionizing industries across the board. This book will present the power of AI to optimize processes, enhance efficiency, and achieve unparalleled precision in instrumentation, control, and automation applications. It provides a comprehensive overview of these emerging technologies and their role in optimizing the instrumentation, control, and automation, covering topics such as neural networks and deep learning in control systems, data-driven modeling and prediction in automation, and optimization and decision-making in instrumentation using AI.
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Persons
B. Jaganatha Pandian, PhD is an Associate Professor and the Head of the Control and Automation Department in the School of Electrical Engineering at the Vellore Institute of Technology with more than 20 years of experience. He has published more than 20 journal papers and more than 15 conference papers. His research interests span machine learning, process control, and intelligent systems.
N. Amutha Prabha, PhD is a Professor in the Department of Instrumentation in the School of Electrical Engineering at the Vellore Institute of Technology with more than 25 years of teaching experience. She has published more than 20 journal papers and more than 15 conference papers. Her research includes wireless LAN networks and discrete-time linear systems.
Abhishek Gudipalli, PhD is an Associate Professor in the Department of Instrumentation in the School of Electrical Engineering at the Vellore Institute of Technology with more than 15 years of teaching experience. He has published more than 40 journal papers and more than 15 conference papers. His research interests include image processing, machine learning, IoT, and electric vehicles.
V. Indragandhi, PhD is a Professor in the Department of Energy and Power Electronics in the School of Electrical Engineering at the Vellore Institute of Technology. She has authored 100 research articles in leading peer-reviewed international journals, one book, and three patents. Her research interests include power generation, inverters, and photovoltaics.
Content
Preface xxv
1 One-Shot Learning for Inertial Measurement Unit-Based Phone Gesture Recognition 1
Subramaniyaswamy Vairavasundaram, Indragandhi V., Arnav Jain, Pavan Dheeraj, Pragun Gurkhi Chetan and Srinath Chitrala
2 Optimizing Hydrogen Consumption from Fuel Cell in DC Microgrid Energy Management Using Efficient State Machine-Fractional Order PID Control 17
Shashi Bhushan Mohanty, Satyajit Mohanty, Mrutunjaya Panda, Sandeep S. D. and Soumya Ranjan Mahapatro
3 Forecasting of Electromagnetic Relay Epoch Using Artificial Intelligence 31
T. Maris Murugan, E. Sathish, C. Jayabharathi and A. Malligarjun
4 Cancer Prediction Using Machine Learning 51
Anuprabha S.S., Abinaya P., Pooja Nandhini N., Satyanarayan G.D., Revathi S. and N.S. Raghavee
5 Parkinson's Disease Prediction Using Convolutional Neural Network (CNN) 65
Sheeba Rachel S., J. Godwin Ponsam, Bharath S. and Saiganesh V.
6 Crop Yield Prediction Using Machine Learning and Deep Learning Techniques 77
Angulakshmi Maruthamuthu, Balasingam B. and Khushi K. S.
7 A Deep Learning Approach for Signature Recognition 89
Jasmine Pemeena Priyadarsini M., Viswa Brahmana Nanda Kishore, Dhavileswarapu Meher Anand, Murra Anil Kumar Reddy, Tamizharasi R., Ganesan Subramanian, Ernest Bravin Clinton S. and G.K. Rajini
8 Modeling Efficient Deep Learning Network on Imbalanced Data for Pest Prediction 113
D. Lakshmi Sreenivasa Reddy, S. Siva Priyanka, C. Venkata Narasimhulu and Dhana Lakshmi N.
9 PPG as a Biometric: A Study on the Effectiveness of Statistical Input-Based ML Algorithms in Disadvantageous Scenarios 123
Sathvik Rajampalli, Kaviya Dharshini A. S., Nithillen Jayaseelan and Jeeva J. B.
10 Classification of Physical Fitness Using Neural Networks 135
Shovan Sahoo, Piyush Kumar Sinha, T. Shankar, Ravi S. and Marimuthu R.
11 Performance Evaluation of Convolution Neural Network Architectures for Deepfake Detection 153
Anitha Julian, Hariharan E., Ramyadevi R. and Lingasri P.
12 Structural Defect Detection in Walls Using Convolutional Neural Networks 167
Anitha Julian, Thanga Deepika R., Naveenaa V. R. and Pradeepasri S.
13 Non-Invasive Temperature Monitoring for Testicular Health 181
P. Sinthia, Madesh M. and Suriyaprakash K.
14 Driver Sleep Detection and Emergency Word Spotting Using Similarity Map and Bi-LSTM 195
Arun S. L., Tarun Raj R. and Vijayapriya R.
15 A System Theoretic Stochastic Adaptive Model of Neuron with Probability of Firing 213
Chittotosh Ganguly
16 An Overview of Capacitor-Diode Voltage Multiplier-Based High Voltage Pulse Generators 227
Shanmuga Sundari A. and Vijayakumar D.
17 Optimal Tuning of PI Parameters for Speed Control of BLDC Motor 247
P.V.S.K. Kousik, Namra Nadem and Bagyaveereswaran V.
18 Tracking Control of a Robotic Arm Using Model-Based Neural Control Approach 259
K. Jaswanth, B. Jaganatha Pandian and Nohaidda Sariff
19 Design of Static Output Feedback Controller for Positive Systems: An LMI Approach 277
Jitendra Kumar Goyal, Adithya Suresh, Adhiraj Kaushik, Mathew Santosh, Amutha Prabha N., Ankit Sachan, Sandeep Kumar Soni and Chockalingam Aravind
20 Model Free Robust Controller Design for Half Quad Rotor Aero System: An Experimental Study 289
Jitendra Kumar Goyal, Jonnada Harshavardhan, Yashwant Ramesh Dhote, Partha P. Katkar, Amutha Prabha N., Ankit Sachan, Sandeep Kumar Soni and Swee King Phang
21 The Design and Control of Grid-Connected PWM Rectifiers Using a Soft Switching Control Strategy 307
S. Suba, M. Malukannan, R. Uthirasamy, M. Dinesh, P. C. Sivakumar and S. Dinesh
22 Software Defect Prediction by Exploiting Semantic and Syntax Information 319
M. Senthil, Arunkumar C. and Sabarish B.A.
23 Evolutionary Interfaces: Unleashing Creativity in UI Design with Generative AI 333
M. Ravi Teja, Sabarish B.A. and Arunkumar C.
24 Hybrid PV and Supercapacitor-Powered UAVs for Optimized SWIPT in IoT Networks Using DDPG and Game Theory Model 349
P. Keerthana and A. Vijayalakshmi
25 Design of a Smart Restaurant Ordering System Utilizing Human Activity Recognition and Machine Learning in a Digital Infrastructure 371
Gundumalle Ashlin Joel, Navamani T.M., Archita Sharma, Vansh Harkut, Mansi Saxena and Arnav Goenka
26 IoT-Based Smart Electricity Energy Meter 387
Hariny A., R. Resmi and Ashwini K.
27 IoT-Enabled Framework for OpenViBE-Based Online BCI with an OSC-Driven Somatosensory Stimulator and Unity Animation Control 399
Vadivelan Ramu and Kishor Lakshminarayanan
28 Design of Low-Cost Durable System Using IoT Technology for Signal Violated Vehicle Detection 409
Sujatha Canavoy Narahari, Abhishek Gudipalli, K. Saiteja, K. Hemchandra, K. Sudhamsh and Wei Jen Chew
29 IoT in an E-Bike with Theft Detection and Accident Alert 423
Rajesh Kannan Megalingam, Puppala Gautham Prasad, Sreehari Sahadevan, Bhupathiraju Mohan Varma and Kummara Anand Dileep
30 IoT-Based Soil Fertilizer Dispensing System for Smart Agriculture 443
Karthikeyan A., Manmeet Singha, Abhiansh Wadegaonkara and Rajalakshmi S.
31 Deep Reinforcement Learning for Autonomous Vehicle and Surface Vessel Navigation Using Unreal Engine 455
Mukund Pareek, Muthunagai S. U., Ramya G. and Nivitha K.
32 Design of a Smart Bin System for Efficient Waste Management 467
Yi Wen Tan, Wai Leong Pang, Hui Hwang Goh, Kah Yoong Chan, Gwo Chin Chung and N. Amutha Prabha
33 Enhancing Energy Efficiency in Cooling Systems: Benchmarking Machine Learning Algorithms for Cooler Energy Consumption Prediction 479
Mayeesha Bashar, Chockalingam Aravind Vaithilingam, Manee Sangaran Diagarajan, Jitendra Kumar Goyal and Nagentrau Muniandy
34 Enhanced Fault Detection for Solar Panels with YOLOv7 on RGB Images Using Augmentation Strategies and an Early Stopper 503
Weng Ti Wong, Swee King Phang, Nohaidda Sariff, Husna Sarirah Husin and B. Jaganatha Pandian
35 Automated Plaque Identification in Arterial Walls Using MATLAB 521
Nazarkar Pravalika, Jabeena A., Vetriveeran Rajamani, Jasmin Pemeena Priyadarisini M. and Nazarkar Archana
36 Hybrid PSO-SA Algorithm for Efficient 3D Path Planning of UAVs 535
Shankar Thangavelu, Lavanya Nagarajan, Akshay Narendran, Samarth Begari A. and Marimuthu R.
37 Voice-Activated Alert System for the Hearing-Impaired 557
Dinesh N., Harshavardhan J. and M. Manimozhi
38 Energy Efficient Cluster Using Floyd Warshall Shortest Path with Artificial Bee Colony Optimization for Data Transmission in MANET 569
S. Usha Devi and K. Preetha
39 ADAS for Improving Road Safety: YOLOv10-Based Detection of Cows, Potholes, and Traffic Signboards 585
Jayakrishnan P, Sunsitha Varshini Pugalaendhi and Sanaputur Sai Charan
40 Design, Development, Implementation and Optimization of a Low-Cost CNC Pen Plotter Using GRBL 599
Jibesh Mahanta and Sankardoss Varadhan
Bibliography 609
About the Editors 611
Index 613