Md Shofiqul Islam

Graduate Researcher

Faculty of Science Engineering and Built Environment/Institute for Intelligent Systems Research and Innovation

  • Graduate Researcher
    Faculty of Science Engineering and Built Environment/Institute for Intelligent Systems Research and Innovation
  • Geelong Waurn Ponds Campus, 75 Pigdons Road, Waurn Ponds, Victoria 3216

RESEARCH INTERESTS

Specialising in Robot Learning, Robotics, Reinforcement Learning, Explainable AI, Generative AI,  Sentiment Analysis, Deep Learning, Machine Learning, Bioinformatics, Human Brain, and Human-Computer Interaction,


Here is the snapshot of year-wise publication as organized chronologically from 2026 to 2020:

 

2026

1. An in-depth review of dual-arm robot learning methods with advances and challenges in variable compliance-aware control for uncertain tasks
       Annual Review in Control(Impact Factor 10.7,Q1, WoS, ISI)
2. Machine learning for early detection of post-acute sequelae of COVID-19 (PASC): A comparative review of symptoms and risk factors
       Franklin Open

 

2025

3. Attentive neural networks and meta-learning integration for revolutionary vehicular engine health monitoring
       Mechanical Systems and Signal Processing(Impact Factor 8.9,Q1, WoS, ISI)
4. Identification of key candidate genes for ovarian cancer using integrated statistical and machine learning approaches
       Briefings in Bioinformatics(Impact Factor 7.7,Q1, WoS, ISI)
5. Image-based rice leaf disease detection using CNN and generative adversarial network
       Neural Computing and Applications(Impact Factor 5.2,Q1, WoS, ISI)
6. Multimodal marvels of deep learning in medical diagnosis using image, speech, and text: A comprehensive review of COVID-19 detection
       AI Open(Impact Factor 14,Q1, WoS, ISI)
7. Challenges issues and future recommendations of deep learning techniques for SARS-CoV-2 detection utilising X-ray and CT images: a comprehensive review
       PeerJ Computer Science(Impact Factor 4.2,Q1, WoS, ISI)
8. Network Pharmacology and in silico Elucidation of Phytochemicals Extracted from Ajwa Dates (Phoenix dactylifera L.) to Inhibit Akt and PI3K Causing Triple …
       Current Pharmaceutical Design
9. An innovative blockchain framework for strengthening security and efficiency in banking
       Scientific Reports(Impact Factor 4.1,Q1, WoS, ISI)
10. ECG-based heart arrhythmia classification using feature engineering and a hybrid stacked machine learning
       BMC Cardiovascular Disorders (Impact Factor 2.3)
11. Current status and challenges in electroencephalography (EEG)-based driver fatigue detection: a comprehensive survey
       Cognitive Neurodynamics(Impact Factor 3.9,Q1, WoS, ISI)
12. Risk Prediction Modelling of 30-day all-cause mortality following percutaneous coronary intervention in an Australian population: Leveraging Machine Learning
       medRxiv
13. Single-Cell RNA Sequence Analysis to Identify Lymphatic Cell-Specific Biomarkers of Guillain-Barre Syndrome by Using Bioinformatics Approaches
       Current Bioinformatics
14. New Hybrid Monkeypox Skin Dataset(HMSD)
       Mendeley Data
15. Towards Designing a Medication Assistive Intelligent System with Automated Insulin-dose Prediction for Elderlies
       2025 International Conference on Electrical, Computer and Communication …
16. BanglaMediText: A Comprehensive Resource for Bengali Medical Text Classification with Classical, Neural, and Transformer Approaches
       11 th IEEE International Conference on Sustainable Technology and Engineering
17. Decentralized LRM System with Biometric Authentication and Digital Certificate Verification based on Blockchain Technology
       MIST International Journal of Science and Technology (MIJST)
18. MammoSegNet: a convolutional network analysis for segmenting tumor tissue masses in digital mammograms of breast cancer patients
       Neural Computing and Applications(Impact Factor 5.2,Q1, WoS, ISI)
19. An intelligent and secure internet of robotic things: A review and conceptual framework
       Internet of Things(Impact Factor 7.6,Q1, WoS, ISI)

 

2024

 

20. Challenges and future in deep learning for sentiment analysis: a comprehensive review and a proposed novel hybrid approach
       Artificial Intelligence Review(Impact Factor 14,Q1, WoS, ISI)
21. Deep learning-based vehicular engine health monitoring system utilising a hybrid convolutional neural network/bidirectional gated recurrent unit
       Expert Systems with Applications(Impact Factor 7.5,Q1, WoS, ISI)
22. Improving Wheat Leaf Disease Classification: Evaluating Augmentation Strategies and CNN-Based Models with Limited Dataset
       IEEE Access (Impact Factor 3.6,Q1, WoS, ISI)
23. Exploring post-COVID-19 health effects and features with advanced machine learning techniques
       Scientific Reports(Impact Factor 3.9,Q1, WoS, ISI)
24. KHACDD: a knowledge-based hybrid method for multilabel sentiment analysis on complex sentences using attentive capsule and dual structured recurrent network
       Neural Computing and Applications(Impact Factor 5.2,Q1, WoS, ISI)
25. IoT-based AI-integrated device for farmers: A recommendation system for crop cultivation
       Trees
26. DeepTriNet: A Tri-Level Attention-Based DeepLabv3+ Architecture for Semantic Segmentation of Satellite Images
       International Conference on Human-Centric Smart Computing
27. Azure Health Bot based Support System for Personal Healthcare and Monitoring
       Proceedings of the 3rd International Conference on Computing Advancements …
28. Designing Optimal Parameters for Single-axis Solar-tracker through Analysis of Sun-path and Tracking Vector Dynamics
       (Inferred based on Year 2024 listing)

 

2023

 

29. HARDC: A novel ECG-based heartbeat classification method to detect arrhythmia using hierarchical attention based dual structured RNN with dilated CNN
       Neural Networks(Impact Factor 6.3,Q1, WoS, ISI)
30. Machine Learning Methods to Predict and Analyse Unconfined Compressive Strength of Stabilised Soft Soil with Polypropylene Columns
       Cogent Engineering

 

2022

31. Multimodal Hybrid Deep Learning Approach to Detect Tomato Leaf Disease Using Attention Based Dilated Convolution Feature Extractor with Logistic Regression Classification
       Sensors MDPI (Impact Factor 3.5,Q1, WoS, ISI)
32. New hybrid deep learning approach using BiGRU-BiLSTM and multilayered dilated CNN to detect arrhythmia
       IEEE Access(Impact Factor 3.6,Q1, WoS, ISI)
33. Recent Trends in Mechatronics Towards Industry 4.0
       Springer

 

2021

 

34. Handwritten character recognition using convolutional neural network
       Journal of Physics: Conference Series
35. A Novel BiGRUBiLSTM Model for Multilevel Sentiment Analysis Using Deep Neural Network with BiGRU-BiLSTM
       Lecture Notes in Electrical Engineering book series (LNEE), Springer
36. HARC-New Hybrid Method with Hierarchical Attention Based Bidirectional Recurrent Neural Network with Dilated Convolutional Neural Network to Recognize Multilabel Emotions from Text
       Jurnal Ilmiah Teknik Elektro Komputer dan Informatika (JITEKI)
37. Machine Learning-Based Music Genre Classification with Pre-Processed Feature Analysis
       Jurnal Ilmiah Teknik Elektro Komputer dan Informatika (JITEKI)
38. Applications of Artificial Neural Networks in Engine Cooling System
       IEEE, 2021 International Conference on Software Engineering & Computer …
39. New Hybrid Deep Learning Method to Recognize Human Action from Video
       J. Ilm. Tek. Elektro Komput. Dan Inform

 

2020

 

40. A review on video classification with methods, findings, performance, challenges, limitations and future work
       J. Ilm. Tek. Elektro Komput. Dan Inform.(JITEKI)
41. A review on recent advances in Deep learning for Sentiment Analysis: Performances, Challenges and Limitations
       Journal of COMPUSOFT