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Hybrid Quantum LSTM for Aero-Propulsion Remaining Useful Life Prediction

This B.Tech Aerospace / Aeronautical Engineering project is based on the recent research direction ‘Hybrid Quantum LSTM for Aero-Propulsion Remaining Useful Life Prediction’. 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 'Hybrid Quantum LSTM for Aero-Propulsion Remaining Useful Life Prediction'. 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 Hybrid Quantum LSTM for Aero-Propulsion Remaining Useful Life Prediction
Research Paper / PDF Link Open Paper / PDF
Year 2025
Project Area Propulsion Projects
Project Type Quantum + LSTM RUL
Required Tools / Software Python, Pandas, Scikit-learn, PyTorch/TensorFlow, NASA C-MAPSS dataset, Streamlit
Main Features / Working Principle Create a conceptual/hybrid model comparison for RUL prediction using advanced sequence models
Expected Output A sequence-model prototype for aero-propulsion RUL estimation
Possible Add-ons Add classical LSTM baseline
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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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