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Quick Facts

Medium Of InstructionsMode Of LearningMode Of Delivery
EnglishSelf StudyVideo and Text Based

Course Overview

Data-Enabled Tribological Engineering: From Experiments to Predictive Models Certification course is a 12-week certification programme. This course is designed to provide participants with the necessary knowledge and skills to effectively utilize data in the field of tribology. Students through this programme will explore the foundational principles of tribology, with a strong emphasis on practical applications.

The Data-Enabled Tribological Engineering: From Experiments to Predictive Models Certification by NPTEL will acquire students a comprehensive understanding of how data-driven approaches can significantly enhance the design, optimization, and maintenance of tribological systems. The course fosters a collaborative learning environment, encouraging students to engage in discussions and brainstorm innovative solutions to real-world tribological challenges. 

Also Read: Online Manufacturing Engineering Certification Courses 

The Highlights

  • IIT Delhi recognized Completion Certificate
  • Learning from Trained Faculty Members
  • Free Course Readings
  • Hands-on projects

Programme Offerings

  • online learning
  • Robust curriculum
  • Hands-on Learning
  • Certified faculty and mentors

Courses and Certificate Fees

Certificate AvailabilityCertificate Providing Authority
yesIIT Delhi

Eligibility Criteria

Academic Qualifications

Students for the Data-Enabled Tribological Engineering: From Experiments to Predictive Models certification course are required to attain a bachelor's and master’s degree for the programme.

Certification Qualifying Details

Candidates for the Data-Enabled Tribological Engineering: From Experiments to Predictive Models certification course are required to qualify for the final examination to receive the completion certificate.

What you will learn

After completing the Data-Enabled Tribological Engineering: From Experiments to Predictive Models Certification syllabus, students will acquire a multifaceted skill set poised to revolutionize their approach to tribological engineering. Students will learn hands-on experience in conducting and interpreting various experimental tests used to characterize tribological behavior, allowing them to effectively evaluate material performance and identify areas for improvement. 


Who it is for

The Data-Enabled Tribological Engineering: From Experiments to Predictive Models Certification training is designed for a diverse range of professionals seeking to deepen their understanding and proficiency in tribological engineering. 

The course is apt for the following professionals:


Admission Details

To join the Data-Enabled Tribological Engineering: From Experiments to Predictive Models Certification classes, candidates must follow the below-mentioned steps:

Step 1: Visit the official course URL: 

https://nptel.ac.in/courses/112102428

Step 2: Log in to the website and enroll for the programme. 

Step 3: Enter relevant academic and personal details.

Step 4: Pay the course fee to complete the enrollment process

Step 5: Start learning

The Syllabus

  • Lecture -01 Introduction to Tribology
  • Lecture -02 Tribological Interfaces
  • Lecture -03 Fundamentals of friction and wear

  • Lecture -04 Adhesion, abrasion, and surface fatigue mechanisms
  • Lecture -05 Wear measurement techniques
  • Lecture -06 Principles of lubrication, types of lubricants and their properties

  • Lecture -07 Lubrication regimes and film thickness calculations
  • Lecture -08 Boundary Lubrication
  • Lecture -09 Hydrodynamic lubrication theory

  • Lecture -10 Design considerations for hydrodynamic lubrication systems
  • Lecture -11 Elastohydrodynamic Lubrication
  • Lecture -12 Solid Lubrication

  • Lecture -13 Surface modification techniques for tribological applications
  • Lecture -14 Thin film coatings and their tribological properties
  • Lecture -15 Nanotribology

  • Lecture -16 Tribocorrosion
  • Lecture -17 Wear testing techniques and standards
  • Lecture -18 Measurement and analysis of wear debris

  • Lecture -19 Experimental Design and Statistical Analysis
  • Lecture -20 Introduction to Data-Enabled Engineering
  • Lecture -21 Data Collection and Preprocessing

  • Lecture -22 Feature Extraction and Selection
  • Lecture -23 Introduction to machine learning algorithms
  • Lecture -24 Regression and classification algorithms for tribological modeling.

  • Lecture -25 Deep Learning for Tribological Engineering
  • Lecture -26 Data-Driven Models for Friction Prediction
  • Lecture -27 Data-Driven Models for Wear Prediction

  • Lecture -28 Data-Driven Models for Lubricant Optimization
  • Lecture -29 Data-Driven Models for Tribofilm Formation
  • Lecture -30 Data-Driven Models for Tribocorrosion Prediction

  • Lecture -31 Prediction of coating and surface treatment performance
  • Lecture -32 Optimization of surface engineering processes using machine learning 
  • Lecture -33 Uncertainty Quantification and Sensitivity Analysis

  • Lecture -34 Data Management and Ethics in Data-Enabled Engineering
  • Lecture -35 Case Studies in Data-Enabled Tribological Engineering
  • Lecture -36 Future Directions in Data-Enabled Tribological Engineering

Evaluation process

Candidates for the Data-Enabled Tribological Engineering: From Experiments to Predictive Models certification course are required to appear for the examinations to receive the completion certificate.

IIT Delhi Frequently Asked Questions (FAQ's)

1: What background knowledge is required to enroll in this Data-Enabled Tribological Engineering: From Experiments to Predictive Models Certification course?

Candidates for the programme are required to have basic knowledge of material science, physics, chemistry, and mathematics to enroll for the course.

2: How will this Data-Enabled Tribological Engineering: From Experiments to Predictive Models online course be delivered?

The course will be delivered online through a combination of video lectures, interactive discussions, practical exercises, and supplemental reading materials. Participants can access the course content at their convenience, allowing for flexibility in learning.

3: Is there any certification offered upon completion of the Data-Enabled Tribological Engineering: From Experiments to Predictive Models online course?

Yes, participants will receive a certification upon successful completion of the course, however, they have to pass the qualifying examination for the certification.

4: Will I have access to course materials after completion of the Data-Enabled Tribological Engineering: From Experiments to Predictive Models course?

Yes, students will have continued access to course materials, including video lectures, reading materials, and supplementary resources, even after completing the course. 

5: What will I learn from this Data-Enabled Tribological Engineering: From Experiments to Predictive Models certification course?

 Participants will gain a comprehensive understanding of tribological principles, experimental techniques, data analysis methods, and predictive modeling techniques. 

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