Bridging the gap between Physical Laws and Deep Learning Architectures.
I am a Data Scientist & AI Systems Specialist pushing the boundaries of predictive modeling. Currently an Electrical and Electronic Engineering senior at Omdurman Islamic University, I specialize in architecting lightweight, highly accurate algorithms that learn from physics, not just blind statistics.
🔹 Core Expertise: Physics-Informed State Space Models (PISSM), Hybrid Neural Networks, Agentic AI Workflows. 🔹 Mission: To automate engineering workflows, enhance scientific research via Prompt Engineering, and build intelligent renewable energy forecasting systems.
| Title | Description | Domain |
|---|---|---|
| [Asymmetric-Loss-Guided Hybrid CNN-BiLSTM-Attention Model] | Interpretable hybrid architecture predicting Remaining Useful Life (RUL) via custom loss tracking and heatmaps. | Industrial AI |
| [Thermodynamic Liquid Manifold Networks] | Physics-bounded deep learning for ensuring the stability of autonomous off-grid photovoltaic microgrids. | Renewable Energy |
| [Physics-Informed State Space Models (PISSM)] | Utilizing 22 atmospheric variables to achieve high-reliability solar irradiance forecasting. | Solar Forecasting |
| [Outperforming Self-Attention Mechanisms] | A lightweight, physics-guided neural network that beats Transformers in accuracy while slashing computational cost. | Deep Learning |
| 🤖 Artificial Intelligence | 💻 Programming & Viz | ⚡ Engineering & Automation |
  
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🔭 Academic & Engineering Projects (Click to expand)
- 🎓 Physics-Guided Solar Irrigation System: Designed an automated solar-powered irrigation network featuring a custom AI irradiance forecaster and interactive WebGL 3D visualizations.
- ⚡ Solar Power System Technician: Engineered wiring pathways and integrated a 16kW hybrid inverter with a 300Ah lithium battery infrastructure.
- 🏭 SEDC Trainee: Immersed in power generation, transmission, and SCADA control engineering operations.
🤝 Community Leadership (Click to expand)
- 📚 Network Administrator: Manage 6 educational Telegram channels, deploying AI to distill complex Neural Network and Control System topics for engineering students.
- 💼 Financial Director: Saed Charity Organization, overseeing fund allocation and transparency.
- 📖 AEE-OIU Scientific Member: Structuring rigorous academic research methodologies and scientific blueprints.
"Science is built of facts the way a house is built of bricks; but an accumulation of facts is no more science than a pile of bricks is a house."
— Henri Poincaré