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A Deep Equilibrium Model for Remaining Useful Life Prediction

This B.Tech Aerospace / Aeronautical Engineering project is based on the recent research direction ‘A Deep Equilibrium Model for 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 'A Deep Equilibrium Model for 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 A Deep Equilibrium Model for Remaining Useful Life Prediction
Research Paper / PDF Link Open Paper / PDF
Year 2025
Project Area Propulsion Projects
Project Type Deep Learning RUL
Required Tools / Software Python, Pandas, Scikit-learn, PyTorch/TensorFlow, NASA C-MAPSS dataset, Streamlit
Main Features / Working Principle Use deep equilibrium modelling concepts for remaining-life prediction of engineering systems
Expected Output A RUL prediction prototype with degradation-curve visualization
Possible Add-ons Add comparison with LSTM and Transformer
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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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