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Fault-Type-Aware Remaining Useful Life Prediction of Aircraft Engines

This B.Tech Aerospace / Aeronautical Engineering project is based on the recent research direction ‘Fault-Type-Aware Remaining Useful Life Prediction of Aircraft Engines’. The project focuses on applying artificial intelligence, machine learning, deep…

Project Overview This B.Tech Aerospace / Aeronautical Engineering project is based on the recent research direction 'Fault-Type-Aware Remaining Useful Life Prediction of Aircraft Engines'. The project focuses on applying artificial intelligence, machine learning, deep learning, computer vision, reinforcement learning, surrogate modelling, or RAG-style intelligent assistance to the Propulsion Projects area. Students can use the linked 2023-onward research paper/source as the academic base, then convert it into an implementation-focused final-year project with a simplified dataset, simulation model, Python workflow, dashboard, or prototype demonstration.
Research Paper Title Fault-Type-Aware Remaining Useful Life Prediction of Aircraft Engines
Research Paper / PDF Link Open Paper / PDF
Year 2025
Project Area Propulsion Projects
Project Type Fault-Aware RUL
Required Tools / Software Python, Pandas, Scikit-learn, PyTorch/TensorFlow, NASA C-MAPSS dataset, Streamlit
Main Features / Working Principle Predict aircraft-engine remaining useful life while considering different fault/degradation types
Expected Output A fault-aware predictive-maintenance dashboard
Possible Add-ons Add fault classification before RUL estimation
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This B.Tech aerospace project resource helps students connect a recent AI-based research direction with a practical implementation plan, tools, expected output, and possible extensions.

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