Publications | Md Babul Islam

[J9] Journal 2025

Soil Former: A Customized Transformer for Soil Moisture Forecasting in Irish Scenarios (Under Review)

Md Babul Islam , Antonio Guerrieri , Raffaele Gravina , John Byabazaire , Giancarlo Fortino , Declan T. Delaney IEEE Sensors Journal (Q1)

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[J8] Journal 2025

iBTEC: A Tiny Deep Learning Approach for Temperature and Occupancy Prediction in Smart Buildings (Under Review)

Md Babul Islam , Qimeng Li , Antonio Guerrieri , Raffaele Gravina , Luigi Rizzo , Giancarlo Fortino Future Generation Computer Systems (Elsevier, Q1)

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[J7] Journal 2025

ATM-SB: An Indoor Temperature Prediction Approach for Smart Buildings Based on Deep Learning (Under Review)

Md Babul Islam , Antonio Guerrieri , Raffaele Gravina , Luigi Rizzo , Giuseppe Scopelliti , Vincenzo D Agostino , Giancarlo Fortino Future Generation Computer Systems (Elsevier, Q1)

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[J6] Journal 2025

From Traditional Machine Learning to Fine-Tuning Large Language Models: A Review for Sensors-Based Soil Moisture Forecasting (Under Review)

Md Babul Islam , Antonio Guerrieri , Raffaele Gravina , Declan T. Delaney , Giancarlo Fortino MDPI Sensors

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[J5] Journal 2025

Lightweight AI in IoT Applications: A Review of TinyML, TinyDL, and Emerging TinyLLMs (Will Submit Soon)

Md Babul Islam , Antonio Guerrieri and others ACM Computing Surveys (Q1)

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[J4] Journal 2025

ViT-SENet-Tom: machine learning based novel hybrid squeeze excitation network and vision transformer framework for tomato fruits classification

S M Masfequier Rahman Swapno , S. M. Nuruzzaman Nobel , Md Babul Islam , Pronaya Bhattachary , Ebrahim A. Mattar Neural Computing and Applications (Q1)

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[J3] Journal 2025

A Novel Mixed Convolution Transformer Model for the Fast and Accurate Diagnosis of Glioma Subtypes

S M Masfequier Rahman Swapno , S. M. Nuruzzaman Nobel , Md Babul Islam , AKM Azad , Salem A. Alyami , Md Alamin , Pietro Liò , Mohammad Ali Moni Neural Computing and Applications (Q1)

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[J2] Journal 2024

Securing electric vehicle performance: Machine learning-driven fault detection and classification

Mahbub Ul Islam Khan , Md Ilius Hasan Pathan , Mohammad Mominur Rahman , Md Maidul Islam , Mohammed Arfat Raihan Chowdhury , Md Shamim Anower , Md Masud Rana , Md Shafiul Alam , Mahmudul Hasan , Md Shohanur Islam Sobuj , Md Babul Islam , Veerpratap Meena , Francesco Benedetto IEEE Access (Q1)

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[J1] Journal 2024

A Meta-Survey on Intelligent Energy-Efficient Buildings

Md Babul Islam , Antonio Guerrieri , Raffaele Gravina , Giancarlo Fortino Big Data and Cognitive Computing (Q1)

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[C27] Conference 2025

iTempDT: AI-Powered Digital Twin for Forecasting Indoor Temperature in Smart Buildings

Md Babul Islam , Antonio Guerrieri , Raffaele Gravina , Luigi Pontieri , Luigi Rizzo , Francesco Scala , Andrea Vinci , Giancarlo Fortino 23rd IEEE International Conference on Pervasive Intelligence and Computing (PICom 2025)

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[C26] Conference 2025

Modeling the Edge-Cloud Continuum: a Brain-Computer Interface Case Study

Luigi Rizzo , Paolo Zicari , Raffaele Gravina , Franco Cicirelli , Md Babul Islam , Claudio Savaglio , Andrea Vinci IEEE International Conference on Human-Machine Systems (2025 Dubai)

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[C25] Conference 2024

A Deep Learning Based Digital Twin for Indoor Temperature Prediction in Smart Buildings

Md Babul Islam , Antonio Guerrieri , Raffaele Gravina , Luigi Rizzo , Scopelliti Giuseppe , D Agostino, Vincenzo , Giancarlo Fortino 22nd IEEE International Conference on Pervasive Intelligence and Computing (PICom 2024)

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[C24] Conference 2023

A Review on Machine Learning for Thermal Comfort and Energy Efficiency in Smart Buildings.

Md Babul Islam , Antonio Guerrieri , Raffaele Gravina , Luigi Rizzo , Scopelliti Giuseppe , D Agostino, Vincenzo , Giancarlo Fortino Proceedings of the 2023 INTERNATIONAL CONFERENCE ON EMBEDDED WIRELESS SYSTEMS AND NETWORKS, EWSN 23

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[C23] Conference 2023

A transfer learning-based computer-aided lung cancer detection system in smart healthcare

Rezaul Haque , Shyama Sultana , Al Rafy , Md Babul Islam , Masum Alam Arafat , Pronaya Bhattacharya , Pushan Kumar Dutta 8th IET Smart Cities Symposium (SCS 2024)

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[C22] Conference 2024

Hybrid CNN-LSTM Approach for Sentiment Analysis of Bengali Language Comments on Facebook

S. M. Nuruzzaman Nobel , S. M. Masfequier Rahman Swapno , Hasibul Hossain Shajeeb , Md Babul Islam , Rezaul Haque Proceedings of the 2024 International Conference on Integrated Circuits and Communication Systems (ICICACS)

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[C21] Conference 2024

IoT-enabled Smart Manhole Management System for Real-time Status, Water Level, and Gas Detection

Md Asif Imran , S. M. Masfequier Rahman Swapno , Gunjan Chhabra , Keshav Kaushik , Md Arif Anzum Mahi , Md Babul Islam , Rezaul Haque Proceedings of the 2024 International Conference on Intelligent Systems for Cybersecurity (ISCS)

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[C20] Conference 2024

A Review of Machine Learning Methods for IoT Network-Centric Anomaly Detection

Anindya Nag , Md Mehedi Hassan , Dishari Mandal , Nisarga Chand , Md Babul Islam , V. P. Meena , Francesco Benedetto Proceedings of the 47th International Conference on Telecommunications and Signal Processing (TSP 2024)

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[C19] Conference 2024

Performance Improvements of Machine Learning-based Crime Prediction: A Case Study in Bangladesh

S. M. Nuruzzaman Nobel , S. M. Masfequier Rahman Swapno , Md Babul Islam , V. P. Meena , Francesco Benedetto Proceedings of the 2024 IEEE 3rd International Conference on Computing and Machine Intelligence (ICMI)

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[C18] Conference 2024

A Novel Machine Learning Approach for Fast and Efficient Detection of Mango Leaf Diseases

S. M. Masfequier Rahman Swapno , S. M. Nuruzzaman Nobel , Md Babul Islam , Rezaul Haque , V. P. Meena , Francesco Benedetto Proceedings of the 2024 IEEE 3rd International Conference on Computing and Machine Intelligence (ICMI)

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[C17] Conference 2023

Bangladeshi Traffic Sign Recognition and Classification Using CNN with Different Kinds of Transfer Learning Through a New (BTSRB) Dataset

Md Abu Sayeed , Md Saiful Islam , Md Babul Islam , Piyush Kumar Pareek , Tanbin Islam Rohan Proceedings of the 2023 International Conference on Distributed Computing and Electrical Circuits and Electronics (ICDCECE)

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[C16] Conference 2023

Improving Drug Review Categorization Using Sentiment Analysis and Machine Learning

Rezaul Haque , Piyush Kumar Pareek , Md Babul Islam , Ferdaus Ibne Aziz , Swakshar Das Amarth , Katura Gania Khushbu Proceedings of the 2023 International Conference on Data Science and Network Security (ICDSNS)

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[C15] Conference 2023

Deep Learning for Multi-labeled Cyberbully Detection: Enhancing Online Safety

Naimul Islam , Rezaul Haque , Piyush Kumar Pareek , Md Babul Islam , Imam Hossain Sajeeb , Mahedi Hassan Ratul Proceedings of the 2023 International Conference on Data Science and Network Security (ICDSNS)

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[C14] Conference 2023

Diet and Food Restaurant in the COVID-19 Time by Machine Learning Approaches

Md Babul Islam , Hasibunnahar Swarna , Piyush Kumar Shukla , Prashant Kumar Shukla , Paresh Rawat Computational Intelligence for Modern Business Systems: Emerging Applications and Strategies

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[C13] Conference 2023

Deep Learning-based Left Ventricular Ejection Fraction Estimation from Echocardiographic Videos

Shafiur Rahman , Rezaul Haque , S. M. Masfequier Rahman Swapno , Md Babul Islam , S. M. Nuruzzaman Nobel Proceedings of the 2023 International Conference on Evolutionary Algorithms and Soft Computing Techniques (EASCT)

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[C12] Conference 2023

Scientific Article Classification: Harnessing Hybrid Deep Learning Models for Knowledge Discovery

Rezaul Haque , B. D. Parameshachari , Md Kamrul Hasan , Ahsanul Hoque Sakib , Awan Ur Rahman , Md Babul Islam Proceedings of the 2023 International Conference on Ambient Intelligence, Knowledge Informatics and Industrial Electronics (AIKIIE)

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[C11] Conference 2023

Bengali Emotion Classification Using Hybrid Deep Neural Network

Rezaul Haque , Md Babul Islam , Katura Gania Khushbu , Shafiur Rahman , Awan Ur Rahman , Md Helal Hossen , Tanbin Islam Rohan Proceedings of the 2023 International Conference on Ambient Intelligence, Knowledge Informatics and Industrial Electronics (AIKIIE)

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[C10] Conference 2023

An Adaptive Traffic Signal Management System Incorporating Reinforcement Learning

S. M. Masfequier Rahman Swapno , Gunjan Chhabra , Keshav Kaushik , S. M. Nuruzzaman Nobel , Md Babul Islam , Md Shahiduzzaman Proceedings of the 2023 Annual International Conference on Emerging Research Areas: International Conference on Intelligent Systems (AICERA/ICIS)

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[C9] Conference 2023

Alzheimer Disease Classification Using Deep Neural Network

Rezaul Haque , Md Babul Islam , Gunjan Chhabra , Smita Sharma , Keshav Kaushik , Md Delwar Hosen , Riyadot Hossain Dip Proceedings of the 2023 10th IEEE Uttar Pradesh Section International Conference on Electrical, Electronics and Computer Engineering (UPCON)

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[C8] Conference 2023

Comparative Analysis of Epileptic Seizure Prediction: Exploring Diverse Pre-processing Techniques and Machine Learning Models

Md Simul Hasan Talukder , Rejwan Bin Sulaiman , Gunjan Chhabra , Suman Avdhesh Yadav , Rezaul Haque , Md Babul Islam , Keshav Kaushik Proceedings of the 2023 10th IEEE Uttar Pradesh Section International Conference on Electrical, Electronics and Computer Engineering (UPCON)

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[C7] Conference 2023

Deep Learning Based Tuberculosis and Pneumonia Disease Detection Using CNN

Basitur Rahman Bappi , S. M. Masfequier Rahman Swapno , Gunjan Chhabra , Keshav Kaushik , S. M. Nuruzzaman Nobel , Md Babul Islam Proceedings of the 2023 Seventh International Conference on Image Information Processing (ICIIP)

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[C6] Conference 2023

Traffic Light Control Using Reinforcement Learning

Basitur Rahman Bappi , S. M. Masfequier Rahman Swapno , Ramachandra A C , Keshav Kaushik , Md Babul Islam , Rezaul Haque , Mohammad Mominur Rahman Integrated Circuits and Communication Systems (ICICACS), IEEE International Conference

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[C5] Conference 2023

Classroom Activity Classification with Deep Learning

Abdullah Al-Sakib , Fahadul Islam , Ramachandra A C , Keshav Kaushik , Md Babul Islam , Ayesha Siddiqua , Mohammad Mominur Rahman Integrated Circuits and Communication Systems (ICICACS)

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[C4] Conference 2022

Cost Reduce: Credit Card Fraud Identification Using Machine Learning

Md Babul Islam , Christian Avornu , Piyush Kumar Shukla , Prashant Kumar Shukla Proceedings of the 2022 7th International Conference on Communication and Electronics Systems (ICCES)

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[C3] Conference 2022

Detect Deception on Banking Credit Card Payment System by Machine Learning Classifiers

Md Babul Islam , Khandaker Sajidul Islam , Md Helal Khan , Abdullah M. M. A. Al Omari , Hasibunnahar Swarna Proceedings of the Second International Conference on Cloud Computing and Mechatronic Engineering (I3CME 2022)

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[C2] Conference 2022

Blockchain Based New E-voting Protocol System Without Trusted Tallying Authorities

Khandaker Sajidul Islam , Md Babul Islam , Christian Avornu , Jungang Lou , Piyush Kumar Shukla Proceedings of the 2022 Fifth International Conference on Computational Intelligence and Communication Technologies (CCICT)

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[C1] Conference 2022

Twitter Opinion Mining on COVID-19 Vaccinations by Machine Learning Presence

Md Babul Islam , Hasibunnahar Swarna , Piyush Kumar Shukla , Prashant Kumar Shukla , Paresh Rawat , Jyoti Dange Proceedings of the Third Doctoral Symposium on Computational Intelligence (DoSCI 2022)

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[T1] Thesis 2025

AI Driven Predictive Approaches in Smart Environment: From Smart Buildings🏢 to Smart Agriculture

PhD thesis (Submitted), October 2025, University of Calabria.

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Journal publications

Soil Former: A Customized Transformer for Soil Moisture Forecasting in Irish Scenarios (Under Review)

iBTEC: A Tiny Deep Learning Approach for Temperature and Occupancy Prediction in Smart Buildings (Under Review)

ATM-SB: An Indoor Temperature Prediction Approach for Smart Buildings Based on Deep Learning (Under Review)

From Traditional Machine Learning to Fine-Tuning Large Language Models: A Review for Sensors-Based Soil Moisture Forecasting (Under Review)

Lightweight AI in IoT Applications: A Review of TinyML, TinyDL, and Emerging TinyLLMs (Will Submit Soon)

ViT-SENet-Tom: machine learning based novel hybrid squeeze excitation network and vision transformer framework for tomato fruits classification

A Novel Mixed Convolution Transformer Model for the Fast and Accurate Diagnosis of Glioma Subtypes

Securing electric vehicle performance: Machine learning-driven fault detection and classification

A Meta-Survey on Intelligent Energy-Efficient Buildings

Conference papers

iTempDT: AI-Powered Digital Twin for Forecasting Indoor Temperature in Smart Buildings

Modeling the Edge-Cloud Continuum: a Brain-Computer Interface Case Study

A Deep Learning Based Digital Twin for Indoor Temperature Prediction in Smart Buildings

A Review on Machine Learning for Thermal Comfort and Energy Efficiency in Smart Buildings.

A transfer learning-based computer-aided lung cancer detection system in smart healthcare

Hybrid CNN-LSTM Approach for Sentiment Analysis of Bengali Language Comments on Facebook

IoT-enabled Smart Manhole Management System for Real-time Status, Water Level, and Gas Detection

A Review of Machine Learning Methods for IoT Network-Centric Anomaly Detection

Performance Improvements of Machine Learning-based Crime Prediction: A Case Study in Bangladesh

A Novel Machine Learning Approach for Fast and Efficient Detection of Mango Leaf Diseases

Bangladeshi Traffic Sign Recognition and Classification Using CNN with Different Kinds of Transfer Learning Through a New (BTSRB) Dataset

Improving Drug Review Categorization Using Sentiment Analysis and Machine Learning

Deep Learning for Multi-labeled Cyberbully Detection: Enhancing Online Safety

Diet and Food Restaurant in the COVID-19 Time by Machine Learning Approaches

Deep Learning-based Left Ventricular Ejection Fraction Estimation from Echocardiographic Videos

Scientific Article Classification: Harnessing Hybrid Deep Learning Models for Knowledge Discovery

Bengali Emotion Classification Using Hybrid Deep Neural Network

An Adaptive Traffic Signal Management System Incorporating Reinforcement Learning

Alzheimer Disease Classification Using Deep Neural Network

Comparative Analysis of Epileptic Seizure Prediction: Exploring Diverse Pre-processing Techniques and Machine Learning Models

Deep Learning Based Tuberculosis and Pneumonia Disease Detection Using CNN

Traffic Light Control Using Reinforcement Learning

Classroom Activity Classification with Deep Learning

Cost Reduce: Credit Card Fraud Identification Using Machine Learning

Detect Deception on Banking Credit Card Payment System by Machine Learning Classifiers

Blockchain Based New E-voting Protocol System Without Trusted Tallying Authorities

Twitter Opinion Mining on COVID-19 Vaccinations by Machine Learning Presence

Thesis

AI Driven Predictive Approaches in Smart Environment: From Smart Buildings🏢 to Smart Agriculture