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Aircraft Engine Remaining Useful Life Prediction Using Machine Learning and Deep Learning

This B.Tech Aerospace / Aeronautical Engineering project is based on the recent research direction ‘Aircraft Engine Remaining Useful Life Prediction Using Machine Learning and Deep Learning’. The project focuses on applying artificial…

Project Overview This B.Tech Aerospace / Aeronautical Engineering project is based on the recent research direction 'Aircraft Engine Remaining Useful Life Prediction Using Machine Learning and Deep Learning'. 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 Aircraft Engine Remaining Useful Life Prediction Using Machine Learning and Deep Learning
Research Paper / PDF Link Open Paper / PDF
Year 2024
Project Area Propulsion Projects
Project Type ML/DL Engine RUL
Required Tools / Software Python, Pandas, Scikit-learn, PyTorch/TensorFlow, NASA C-MAPSS dataset, Streamlit
Main Features / Working Principle Compare multiple ML/DL models for aircraft engine RUL prediction
Expected Output A model-comparison dashboard for predictive maintenance
Possible Add-ons Add classification + regression mode
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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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