Recent Trends in Computational Intelligence and Its Application

List of Figures

List of Tables

Foreword

Preface

About the Editors

Introduction

Details of Programme Committee

1. S-Cafe-A Smart Ubiquitous Chatbot-based Cafe for Human Motional Analysis and Coffee Brewing 1

S. Arun, SaiSucharitha K, Mohamed Anees F. and K. Kalaivani

2. A Deep Hybrid Neural Network Model to Detect Diabetic Retinopathy from Eye Fundus Images 8

Guntaka Rama Mounika and Kamepalli Sujatha

3. Optimization of Power Generation Costs Using Support Vector Machines 17

A.R.Danila Shirly, M. V. Suganyadevi, S. Rochan Rohan, P. S. Shakkthi Naresh, S. Reehan Fazil, B. Rithesh and A. Shunmugalatha

4. Masked Face Recognition by Reconstructing Face Using Image Inpainting with GAN 26

Jinal Bhagat and Mahesh Goyani

5. Deep Learning-Based Heart Sounds Classification Using Discrete Wavelet Transform Features 35

Sabeena Yasmin Hera and Mohammad Amjad

6. Optimal Allocation of Resources in Data Center using Artificial Intelligence 41

D. Kalpanadevi, P. Babysudha, K. Kartheeban and M. Mayilvaganan

7. Flower Leaf Image Classification using Deep Learning Techniques 51

Bittu Kumar Aman and Vipin Kumar

8. Vehicle Monitoring System Detection Using Deep Learning Technique 61

K. Arthi, S. Suchitra, A. Shobanadevi and K. Sharon Babu

9. Edge Detection System for Object Detection and Alert Generation 69

E. Kamalanaban, P. Selvarani, S. K. Manigandan, V. Sabapathi, Roja K. and Roshini P.

10. Pest Classification in Paddy by Using Deep ConvNets and VGG19 75

R. Elakya and T. Manoranjitham

11. Detection of Sink Hole Attack Using Ripemd Algorithm in Wireless Sensor Networks 85

Stella K., Nisha A. P., Manjushree S. and Vethapackiam K.

12. DarkNet for Brain Tumor Detection and Classification 94

Deepa P. L., D. Narain Ponraj and Sreena V. G.

13. IOT Based Smart Sprinkling System in Farming 102

Stella K, Ranjith Kumar S., Sathish Kumar M. and Rajesh Kumar M

14. Design and Development of LoRaWAN Based Module for Pulse Output Water Meter 108

Vivek B. M. E., Shridhar M., Snega S., Sugamathi R. and Kavin Prakash T.

15. Face Emotion Recognition Using Histogram of Oriented Gradient (HOG) Feature Extraction and Neural Networks 114

Sheriff M., Jalaja S., Dinesh Kumar T. R., Pavithra J., Yerramachetty Puja, and Sowmiya M.

16. Historical Document Analysis Using Deep Learning 123

S. Devi, M. Rajalakshmi, R. Saranya, G. Swathi, and K. Selvi

17. IoT Based-Low Cost Smart Solar Panel Power Monitoring System Using Arduino and ESP8266 129

Prabaakaran K., Anto Bennet, Senthil Kumar R., Jayasurya E., Kocherla Narendra, and Saravanan R.

18. Segmentation of Corpus Callosum from MRI Images 134

A. Padmanabha Sarma, and G. Saranya

19. Quality Indexing of Reclaimed Water using Internet of Things for Irrigation Purpose 139

S. Vishnu Kumar, E. Balasubramanian, G. Aloy Anuja Mary and M. Kumaresan

20. Energy Efficient Heuristic Best Search Approach for Scheduling Virtual Machines in the OpenNebula Cloud 146

Abisha D. and Aishwaryalakshmi R. K.

21. Fire Detection and Alert System Using Deep Learning 158

Sathishkumar B. R., Nivyadharsini N. and Niranjana T.

22. EMO Player Using Deep Learning 167

Sathishkumar B. R., Shreya V, Sujitha R. and Thilaga M.

23. Impact Assessment on the Factors Affecting the Crop Yield Using Data Analytics and Principal Component Analysis 175

Bharati Panigrahi, Krishna Chaitanya Rao Kathala and Koteswara Rao Seelam

24. Automatic Parking System with Dynamic Tariff and Allotment of Optimum Parking Space 182

Harshavardhan Naidu S., Senthil Kumar R., Santhoshkumar H., Kubera Rajan V. G., Sugavanam K. R. and Prabaakaran K.

25. Parametric Study to Improve Forecasting Accuracy in Air Quality Data 187

Shobha K.

26. Smart Agriculture Monitoring System-Weed Detection and Predicting Soil Moisture and Weather 195

M. Senthamil Selvi, S. Jansi Rani, V. K. Nivetha, C. Sruthi and Rahman Shafeeq

27. Extraction and Analysis of Snow Covered Area from High Resolution Satellite Imageries 202

Kodge B. G.

28. A Customized Deep Convolutional Neural Network for Covid-19 Detection 208

M. Dhilsath Fathima, R. Hariharan, Sachi Shome, Tamilarasan P., V. Vijeya Kaveri and R. Natchadalingam

29. Real Time Face Mask Detection Using Mobilenetv2 Algorithm 215

M. Dhilsath Fathima, R. Hariharan, Prashant Kumar Singh, Praveen Kumar, S. Ramya and M. Seeni Syed Raviyathu Ammal

30. Artificial Intelligence in the Field of Textile Industry: A Systematic Study on Machine Learning and Neural Network Approaches 222

Dennise Mathew and N. C. Brintha

31. An Adaptive Feature Weight Using Hybrid Fire Fly with Harmony Optimization Algorithm on Feature Selection and Evaluating the Performance on Multi-Layer Perceptron with Hepatocellular Carcinoma Data 229

C. Saranya Jothi, Carmel Mary Belinda, Eskandhaa K. Vel and Karthiha K. Vel

32. Optimal and Dynamic Allocation of Efficient Data Center in Cloud Computing for Big Data Applications 237

D. Sugumaran, Rajesh G., Syed Fiaz A. S. and Jayanthi K.

33. Innovative IoT-based Predictive Control and Monitoring Algorithm for Industrial Safety 243

Gokul M. and Rajathi K.

34. Blind Source Separation in the Presence of AWGN Using ICA-FFT Algorithms a Machine Learning Process 252

M. R. Ezilarasan, Rajesh G., Vinoth Kumar R. and K. Aanandhasaravanan

35. Analysis of the System size of a Finite Capacity M/M/C Queueing System with Synchronised Vacations and Impatient Customers 261

C. T. Dora Pravina, S. Sreelakshmi, T. Karthikeyan and Prakash M.

36. AUBIT: An Adaptive User Behaviour Based Insider Threat Detection Technique Using LSTM-Autoencoder 267

Ambairam Muthu Sivakrishna, R. Mohan and Krunal Randive

37. Segmentation of Brain MRI Images Using U-Net 275

Ramya D., C. Suryapunith, B. V. Satyendra Reddy, S. Mythri, B. Kalicharan

S. K. Manigandan

38. Forecasting COVID-19 Cases Using Machine Learning 282

Ramya D., Deepa J., Surya Srinivasan, P. S. Karthik Srinath, S. K. Manigandan and J. Velmurugan

39. Efficient Pollutants Assessment of Larger Water-Bodies using Sentinel-2 MSI 289

Kumaresan M., E. Balasubramanian, S. Vishnu Kumar and Ch Nirmal Prabhath

40. Safety and Legal Measures to Protect Women from Cyber Crimes 298

Sridevi J., M. S. R. Mariyappan and Eskandhaa K. Vel

41. Swin Transformer Based COVID-19 Identification and its Severity Quantification 304

Deepa J., Ramya D., K. S. Rishab, Sachi Shome, S. K. Manigandan and J. Velmurugan

42. Dissertation on Password Space of Disparate Graphical User Authentication Systems 313

Shanthalakshmi M. and Ponmagal R. S.

43. Convolutional Neural Network Based Image Steganography 321

Lijetha C. Jaffrin, P. N. Karthikayan, Soumik Datta, and Arjit Majumdar

44. Smart Digilocker Using IoT 332

S. Shanmuga Priya, R. Umamaheswari, S. Uma and R. Ganesan

45. Cybersecurity and Artificial Intelligence: A Systematic Literature Review 339

R. Srinivasan, M. Kavitha, R. Kavitha and Uma S.

46. Weighted Support Vector Machine Classification by using Confidence Parameters for Unbalanced Sampling Target Data Sets 346

M. Premalatha and C. Vijayalakshmi

47. Regional Stores Products Recommender Using Attention-Based Long-Term Short-Term Memory 352

P. N. Karthikayan, Lijetha C. Jaffrin, R. Saravana Perumal, Bhavishya P., and Yugandhar Surya

48. Single Product Inventory System Serving Israeli Queued Customers with Batch Service and Instantaneous Replenishment Policy 362

T. Karthikeyan, J. Viswanath, C. T. Dora Pravina and J. Vijayarangam

49. Solving Assignment Problem and Game Theory Using Graph Theory 370

N. Kalaivani and E. Mona Visalakshidevi

50. Real Time Video Instance Segmentation Using Mask RCNN 377

R. Hariharan, M. Dhilsath Fathima, B. Prakash, S. Abi Sundar, E. Punith, and M. Mohammed Muzameel Hussain

51. Ingenious Concepts of Machine Learning Towards Furtherance 385

Bhavani M and M. Durgadevi

52. Converter with Analog MPPT for a Photovoltaic Water Pumping System: High Efficiency and Low Cost 392

K. Prabu, S. Irudayaraj and P. Chandrasekar

53. Prediction of Pediatric Cardiomyopathy Genes Associations Using N2V- LSTM 402

K Jayanthi*, C. Mahesh, D Sugumaran and S. Sithsabesan

54. Video Surveillance for Intruder Detection and Tracking 409

Vijayakumar R., Vijay K., S. Muruganandam, S. Ravikumar and Kirubasri G.

55. Dynamic Request Redirection and Workload Balancing of Cloud in Business Applications 416

Vijay K. and K. Jayashree

56. Deep Dive on Oversampling and Under Sampling Techniques in Machine Learning 423

Vijay K., Manikandan J., Babu Rajendiran, Sowmia K. R., and Eugene Berna I.

57. Water Qulaity Monitoring and Notification System Based on Arduino, MATLAB and Visualization Techniques 431

Ravikumar S., Vijay K., Bhuvaneswaran B., Babu Rajendiran and Vidhya S.

58. Computational Drug Discovery Using QSAR Modeling 438

Deepa J., R. Naveen, Kambam Aneka, J. Velmurugan, Uma Rani V. and Merry Ida

59. Biomedical Image Segmentation Using Enhanced U-NET 446

Hariharan R, Mohan R, Krunal Randive, Toonesan T. A. and Abi Sundar S.

60. A Survey of Relevance Prediction Based Focused Web Crawlers on the Web 455

Sakunthala Prabha K. S. and Mahesh C.

61. IndexedByText 462

Arthi A., Mahesh, Abu M., Muthuraj M. and Sanjay Gnanam U.

62. IOT Based Non Invasive Blood Glucose Level Monitoring 471

Vidhya S., Swetha S., Pradeep R., Vijay K. and Sowmia K. R.

63. Bio Bank-An Innovation Authentication System for B2B Transaction 477

S. Vidhya, S. Amudha and S. Ravi kumar

64. A Cloud Based Healthcare Data Storage System Using Encryption Algorithm 486

M. Jaeyalakshmi, Vijay K., Jayashree K. and Priya Vijay

65. Deduplication in Cloud Computing for Heterogeneous Data Storage Management 492

Vijay K., Pradeep R., Sorna Shanthi D., Sowmia K. R., and Eugene Berna I.

66. Application of Neutrosophic Network Using Efficient Domination 499

J.Senbagamalar, A. Meenakshi, T. Kujani and A. Kanchana

67. A Comparative Study of CPM Analysis in the Fuzzy and Neutrosophic Environment 507

T. Nagalakshmi and J. Shivangi Mishra

68. Secret Sharing of Information using First Order ODE and Variable Separable Method 515

Nagadevi Bala Nagaram, Kala Raja Mohan, Sathish Kumar Kumaravel and Suresh Rasappan

69. A Cryptographic Technique Using Conformal Mapping 519

Kala Raja Mohan, Nagadevi Bala Nagaram, Regan Murugesan and Suresh Rasappan

70. Average Resolving Number of a Fuzzy Graph and its Application in Network Theory 524

R. Shanmugapriya, M. Vasuki and P. K. Hemalatha