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1. AI-Driven-Freshwater-Sustainability-Risk-Forecasting-System AI-Driven-Freshwater-Sustainability-Risk-Forecasting-System Public

   Machine learning analysis of global freshwater stress using panel data, feature engineering, and explainable AI.

   Jupyter Notebook

2. Ghost-Grid-AI-Energy-Analysis Ghost-Grid-AI-Energy-Analysis Public

   AI-powered detection, explanation, and prediction of hidden energy consumption ("ghost loads") using EnergyBench and Sophia datasets.

   Jupyter Notebook

3. Foresight-Adversarial-AI-Defense Foresight-Adversarial-AI-Defense Public

   Foresight is a machine learning model designed to predict and defend against adversarial attacks, specifically DNS tunneling attacks targeting AI systems.

   Jupyter Notebook

4. AI-Based-Detection-and-Self-Healing-of-False-Data-Injection-Attacks-in-Smart-Grids AI-Based-Detection-and-Self-Healing-of-False-Data-Injection-Attacks-in-Smart-Grids Public

   AI-driven cyber-physical security framework for detecting and self-healing False Data Injection Attacks in smart grid systems.

   Jupyter Notebook

5. autonomous-cyber-threat-agent autonomous-cyber-threat-agent Public

   An autonomous AI-powered agent that monitors, analyzes, and generates intelligence reports on cyber threats impacting energy infrastructure.

   Python

6. strategic-explainable-electricity-load-forecasting strategic-explainable-electricity-load-forecasting Public

   Time-series electricity load forecasting using XGBoost and LSTM, enhanced with explainable AI (SHAP, LIME) and a novel Strategic Alignment Score (SAS) for sustainability-aware evaluation.

   Jupyter Notebook