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Predictive Maintenance for Aircraft Engines Using Deep Learning Models

This B.Tech Aerospace / Aeronautical Engineering project is based on the recent research direction ‘Predictive Maintenance for Aircraft Engines Using Deep Learning Models’. The project focuses on applying artificial intelligence, machine learning,…

Project Overview This B.Tech Aerospace / Aeronautical Engineering project is based on the recent research direction 'Predictive Maintenance for Aircraft Engines Using Deep Learning Models'. 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 Predictive Maintenance for Aircraft Engines Using Deep Learning Models
Research Paper / PDF Link Open Paper / PDF
Year 2023
Project Area Propulsion Projects
Project Type Predictive Maintenance
Required Tools / Software Python, Pandas, Scikit-learn, PyTorch/TensorFlow, NASA C-MAPSS dataset, Streamlit
Main Features / Working Principle Use time-series sensor data to predict engine-health degradation and maintenance needs
Expected Output A predictive-maintenance system for aircraft propulsion datasets
Possible Add-ons Add maintenance alert and report generation
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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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