clibetoe/AI-Enhanced-Wetland-Monitoring-EWS

Protecting Lesotho's fragile alpine wetlands requires multi-scale monitoring. We integrate satellite/UAV remote sensing with AI/ML for classification and prediction. Crucially, community reporting ensures data validity. This creates a decision support framework for early warning and sustainable management. # AI-Enhanced-Wetland-Monitoring-EWS Protecting Lesotho's fragile alpine wetlands requires multi-scale monitoring. We integrate satellite/UAV remote sensing with AI/ML for classification and prediction. Crucially, community reporting ensures data validity. This creates a decision support framework for early warning and sustainable management. # 🗂️ AI-Enhanced Wetland Monitoring & EWS – Kanban Board ## 🟥 Project Administration - Project Overview & Vision - Supervisor Feedback Log - Stakeholder Coordination - Risk Register ## 🟧 Milestone A – Draft Proposal - Draft Proposal Writing - Define Need for Software Artefact - Initial Validation - Submit Draft Proposal ## 🟨 Milestone B – Revised Proposal - Requirements Gathering - Functional Requirements - Non-Functional Requirements - Use Cases - Algorithms & Tools - Gantt Chart - Submit Revised Proposal ## 🟩 Milestone C – Preliminary Design - Class Diagrams (Preliminary) - System Architecture Draft - Test Plans - Literature Review - Similar Systems Comparison ## 🟦 Milestone D – Refined Design - Class Diagrams (Refined) - Sequence Diagrams - Architecture - Submit Final Design ## 🟪 AI Model Development - CNN/RF Classification - Invasive Species Detection - Erosion Detection - LSTM Forecasting ## 🟫 Dashboard Development - Django Frontend - API Development - Map Integration - EWS Integration ## 🟩 Pilot Deployment - Deploy Prototype - Ground-Truth Validation - Community Feedback ## 🟦 Final Documentation - Report Writing - Manuals - Presentation - Final Submission