# Data-Enabled Tribological Engineering: From Experiments to Predictive Models

- Institution: IIT Delhi
- Department: Mechanical Engineering
- Teacher: Prof. (HAG) Harish Hirani
- Level: Undergraduate
- Language: English
- Subjects: Engineering
- Source: [NPTEL](https://nptel.ac.in/courses/112102428)
- Licence: [CC BY-NC-SA](https://nptel.ac.in/faq) (Non-commercial use only.)
- Syllabus: [at the source](https://nptel.ac.in/courses/112102428)
- Who can watch: Tweens profiles and older (sources give no ratings; placed by Invisible Network from the source's own words)

## Lectures

1. [Lecture 1 - Introduction to Tribology](https://invisiblenetwork.ai/learn/nptel/112102428/c06b321f35af) (Video)
2. [Lecture 2 - Tribological Interfaces](https://invisiblenetwork.ai/learn/nptel/112102428/8c164072c53e) (Video)
3. [Lecture 3 - Fundamentals of Friction and Wear](https://invisiblenetwork.ai/learn/nptel/112102428/31640ff95e8a) (Video)
4. [Lecture 5 - Wear Measurement Techniques](https://invisiblenetwork.ai/learn/nptel/112102428/d00a49b75993) (Video)
5. [Lecture 6 - Principles of Lubrication, types of Lubricants and their properties](https://invisiblenetwork.ai/learn/nptel/112102428/7ccffed264d6) (Video)
6. [Lecture 7 - Lubrication regimes and film thickness calculations](https://invisiblenetwork.ai/learn/nptel/112102428/f1e25c7913ce) (Video)
7. [Lecture 8 - Mixed Lubrication](https://invisiblenetwork.ai/learn/nptel/112102428/7dee40fe78ab) (Video)
8. [Lecture 9 - Hydrodynamic Lubrication Theory](https://invisiblenetwork.ai/learn/nptel/112102428/c3565a82680f) (Video)
9. [Lecture 10 - Design Considerations for Hydrodynamic Lubrication Systems](https://invisiblenetwork.ai/learn/nptel/112102428/d3bd45c6b0c1) (Video)
10. [Lecture 11 - Elastohydrodynamic Lubrication](https://invisiblenetwork.ai/learn/nptel/112102428/046e3be3a947) (Video)
11. [Lecture 12 - Solid Lubrication](https://invisiblenetwork.ai/learn/nptel/112102428/fd1b42ecac95) (Video)
12. [Lecture 13 - Surface modification techniques for tribological applications](https://invisiblenetwork.ai/learn/nptel/112102428/7d665f56de07) (Video)
13. [Lecture 14 - Thin film coatings and their tribological properties](https://invisiblenetwork.ai/learn/nptel/112102428/b6063536858a) (Video)
14. [Lecture 15 - Nanotribology](https://invisiblenetwork.ai/learn/nptel/112102428/e4be943e6e87) (Video)
15. [Lecture 16 - Tribocorrosion](https://invisiblenetwork.ai/learn/nptel/112102428/6e91cb9f8d57) (Video)
16. [Lecture 17 - Wear testing techniques and standards](https://invisiblenetwork.ai/learn/nptel/112102428/75e194d0e13c) (Video)
17. [Lecture 18 - Measurement and analysis of wear debris](https://invisiblenetwork.ai/learn/nptel/112102428/eeb21626373e) (Video)
18. [Lecture 19 - Experimental Design and Statistical Analysis](https://invisiblenetwork.ai/learn/nptel/112102428/65b065d0f88c) (Video)
19. [Lecture 20 - Introduction to Data-Enabled Engineering](https://invisiblenetwork.ai/learn/nptel/112102428/919e7bba7674) (Video)
20. [Lecture 21 - Data Collection and Preprocessing](https://invisiblenetwork.ai/learn/nptel/112102428/fdf2f5e7187d) (Video)
21. [Lecture 22 - Feature Extraction and Selection](https://invisiblenetwork.ai/learn/nptel/112102428/6a738eb61a1a) (Video)
22. [Lecture 23 - Introduction to Machine Learning Algorithms](https://invisiblenetwork.ai/learn/nptel/112102428/3cafbb371795) (Video)
23. [Lecture 24 - Regression and Classification Algorithms for Tribological Modeling](https://invisiblenetwork.ai/learn/nptel/112102428/4a93d71ed391) (Video)
24. [Lecture 25 - Deep Learning for Tribological Engineering](https://invisiblenetwork.ai/learn/nptel/112102428/e8b9b0b0e690) (Video)
25. [Lecture 26 - Data-Driven Models for Friction Prediction](https://invisiblenetwork.ai/learn/nptel/112102428/f5c949c7d7f7) (Video)
26. [Lecture 27 - Data-Driven Models for Wear Prediction](https://invisiblenetwork.ai/learn/nptel/112102428/0dd12a3ff06a) (Video)
27. [Lecture 28 - Data-Driven Models for Lubricant Optimization](https://invisiblenetwork.ai/learn/nptel/112102428/0e37a7a0710e) (Video)
28. [Lecture 29 - Data-Driven Models for Tribofilm Formation](https://invisiblenetwork.ai/learn/nptel/112102428/f8e330a938f5) (Video)
29. [Lecture 30 - Data-Driven Models for Tribocorrosion Prediction](https://invisiblenetwork.ai/learn/nptel/112102428/1a73a3db4a85) (Video)
30. [Lecture 31 - Prediction of Coating and Surface Treatment Performance](https://invisiblenetwork.ai/learn/nptel/112102428/c977104a4779) (Video)
31. [Lecture 32 - Optimization of Surface Engineering Processes using Machine Learning](https://invisiblenetwork.ai/learn/nptel/112102428/b0f74d0ae603) (Video)
32. [Lecture 33 - Uncertainty Quantification and Sensitivity Analysis](https://invisiblenetwork.ai/learn/nptel/112102428/984ff0b33303) (Video)
33. [Lecture 34 - Data Management and Ethics in Data-Enabled Engineering](https://invisiblenetwork.ai/learn/nptel/112102428/a86e9d9bbffc) (Video)
34. [Lecture 35 - Case Studies in Data-Enabled Tribological Engineering](https://invisiblenetwork.ai/learn/nptel/112102428/cdf8434196a5) (Video)
35. [Lecture 36 - Future Directions in Data-Enabled Tribological Engineering](https://invisiblenetwork.ai/learn/nptel/112102428/a8d2e8a493ba) (Video)