| Vol-3900 urn:nbn:de:0074-3900-X Copyright © 2025 for the individual papers by the papers' authors. Copyright © 2025 for the volume as a collection by its editors. This volume and its papers are published under the Creative Commons License Attribution 4.0 International (CC BY 4.0).

# DoSIER 2024
2024 Sixth Doctoral Symposium on Intelligence Enabled Research

### Proceedings of the 2024 Sixth Doctoral Symposium on Intelligence Enabled Research (DoSIER 2024)

### Dhupguri, Jalpaiguri, West Bengal, India, November 28-29, 2024

Edited by

### Siddhartha Bhattacharyya, VSB Technical University of Ostrava, Czech Republic
Sandip Dey Sukanta Mahavidyalaya, Dhupguri, Jalpaiguri, West Bengal, India
Jyoti Sekhar Banerjee, Bengal Institute of Technology, Kolkata, India
Jan Platoš, VSB Technical University of Ostrava, Czech Republic

## Table of Contents

- Preface 1
  Summary: There were 65 papers submitted for peer review to this Symposium. Out of these, 20 papers
  were accepted for this volume as regular papers.

- Automatic Cluster Detection in Hyperspectral Images using Quantum Walrus Optimizers 2-14
  Tulika Dutta, Siddhartha Bhattacharyya, Bijaya Ketan Panigrahi, Jan Platos, Ivan Zelinka, Vaclav Snasel
- High-speed Fuzzy Inference Machine Learning Device Based on Single-Layer Area Ratio Defuzzifier 15-25
  Maxim Bobyr, Bogdan Bondarenko, Alexandr Malyshev
- An Efficient Elephant Detection Strategy using Visual Attention Network (VAN) in Custom Dataset improved YOLOv7 Model 26-39
  Rabin Kumar Mullick, Rakesh Kumar Mandal
- Enhanced Vision-Based Human Fall Detection with Mask-RCNN and Autoencoder-LSTM Hybrid Framework 40-47
  Sritama Chakraborty, Mili Ghosh
- An Ontological Model of Peltier Thermoelement Control based on a Fuzzy Digital Filter and a PID-controller 48-56
  Maxim Bobyr, Artem Aseev, Natalya Milostnaya
- Evaluation of Faculty Teaching Effectiveness through Student Feedback Utilizing Fuzzy TOPSIS Method 57-71
  Dhrubajyoti Ghosh, Sandip Dey, Anita Pal
- Unsupervised Machine Learning Approach in Smart Agriculture to Measure Disease Severity of Tomato Leaf 72-86
  Trijit Arka Ghosh, Atanu Mondal
- Transfer Learning based Framework of VGG-16 to Detect Breast Cancer using Histopathological Images 87-101
  G. Divya Zion, B. K. Tripathy
- A Survey: Deepfake and Current Technologies for Solutions 102-116
  Sayan Banerjee, Sumit Kumar Yadav, Ankit Dhara, Md Ajij
- Droplet Routing in Digital Microfluidic Biochip using Agglomerative Hierarchical Clustering 117-128
  Jayanti Das, Indrajit Pan, Hafizur Rahaman
- Computational Creativity by Heuristic Search and Machine Learning 129-142
  Amit Konar, Sayantani Ghosh
- Elephant Detection near Railway Tracks using an Ensemble Approach of SSD and YOLO Model 143-157
  Dechen Doma Bhutia, Swarup Das, Rakesh Kumar Mandal
- Potato Leaf Disease Detection using CNN - A Lightweight Approach 158-171
  Abhisek Saha, Syed Mohammed Musharraf, Anubhav Dey, Hiranmoy Roy, Debotosh Bhattacharjee
- Enhancing Domain-Specific ASR Performance Using Finetuning and Zero-Shot Prompting: A Study in the Medical Domain 172-180
  Utsav Bandyopadhyay Maulik, Pabitra Mitra, Sudeshna Sarkar
- Training Feed-Forward Neural Networks for Medical Image Registration Using Sine-Cosine and Teaching-Learning-Based Fusion 181-192
  Tapas Sangiri, Md Ajij
- Deep Learning-Enhanced Detection of Lie Tendencies through Answer Pattern Analysis 193-210
  Debanil Chanda, Rakesh Kumar Mandal
- Harnessing AI and Machine Learning for Improved Cash Flow Forecasting 211-222
  Soumit Roy, Sayantan Polley, Saurav De, Chetan Gangwal, Chittresh Mitra
- Detecting the Factors affecting Carbon Emissions in Food Recipes using Regression Models and Explainable Artificial Intelligence 223-232
  Eman Ahmed, Mamdouh Gomaa, Ashraf Darwish, Aboul Ella Hassanien
- Enhanced UAV Tracking through Multi-Sensor Fusion and Extended Kalman Filtering 233-245
  Bodhisattwa Baidya, Atanu Mondal, Sarbajit Manna, Gourab Das, Anirban Santra, Arkaprava Chakraborty
- Time Series Error Detection Solution based on REFII Model and Concept of Nontemporal Expansion 246-254
  Goran Klepac

2025-01-06: submitted by Siddhartha Bhattacharyya, metadata incl. bibliographic data published under Creative Commons CC0
2025-01-17: published on CEUR Workshop Proceedings (CEUR-WS.org, ISSN 1613-0073) |valid HTML5|