🔬 Research Landscape
Explore which models are being studied, what methods have been applied, and what analysis is currently underway across the research community.
8Models
5Active
2Completed
8Fields
📐 Model / Research Topic
🧪 Methods Applied
📊 Current Analysis & Status
Stochastic Kuralay Model
Physics
Stochastic complex coupled Kuralay model used in physics, biology, and engineering for solitary wave solutions.
M Moeeb
· Mar 19, 2026
Sardar Subequation Method
Wiener Process Integration
Bifurcation Analysis
Active
Deriving exact solitary wave solutions (bright, dark, singular profiles) under stochastic conditions. 3D surface and contour plot visualization.
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SIR/SEIR Epidemic Model
Epidemiology
Classical and fractional epidemic models for infectious disease dynamics modeling.
Caputo Fractional Derivatives
L1 Scheme
Adams-Bashforth-Moulton
Bayesian Inference
Active
Combining fractional calculus with stochastic elements. Fitting COVID-19 data with fractional SEIR models.
View Publication
YOLOv8 for Crop Disease
Agriculture / AI
Deep learning pipeline for crop disease detection from drone imagery using fine-tuned YOLOv8.
YOLOv8 Fine-tuning
Transfer Learning
Data Augmentation
Edge Deployment
Active
Achieving 89% mAP on wheat/rice diseases. Working on early-stage infection detection and edge device deployment.
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BERT for Scientific Text
NLP / AI
Fine-tuning BERT-base for scientific literature classification with domain-adaptive pre-training.
Domain-Adaptive Pre-training
Layer-wise Learning Rate Decay
Contrastive Learning
Completed
Achieved 94.2% accuracy on SciPaper benchmark. Paper submitted to EMNLP 2026.
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CNN for Chest X-ray Classification
Medical Imaging
Comparing CNN architectures for multi-label chest X-ray abnormality classification.
ResNet-50
DenseNet-121
EfficientNet-B4
Vision Transformer (ViT-B/16)
Focal Loss
Active
Evaluating weighted loss functions for 14-class imbalanced medical data on 108K X-rays.
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Lyapunov Stability Analysis
Control Theory
Stability analysis methods for nonlinear control systems using Lyapunov functions.
Lyapunov Functions
LaSalle Invariance Principle
Control-Affine Systems
Topic-Based Sentiment Analysis
Data Science / NLP
Political response analysis of Twitter/X users using topic modeling and sentiment analysis.
M Moeeb
· Mar 19, 2026
Topic Modeling (LDA)
Sentiment Analysis
Twitter API
Hashtag Analysis
Completed
Analyzing #LoksabhaElection2019 tweets. Mining political sentiments towards entities.
Convolutional Neural Networks
AI / Deep Learning
Foundational deep learning architecture using convolutional filters for spatial feature extraction.
John Smith
· Mar 19, 2026
Convolution Layers
Backpropagation
Max Pooling
Filter Design
Active
Beginner-level exploration: understanding weight sharing, pooling intuition, filter selection.
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