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MASTERCLASS A - AI FOR THE DETECTION, PREDICTION, & PREVENTION OF CORROSION

MASTERCLASS LEADERS

DR. SATYAM PRIYADARSHY

CEO, Reignite Future, LLC, USA

Dr. Asim Tewari

Professor, Center for Machine Intelligence & Data Science (C-MInDS) & Department of Mechanical Engineering, Indian Institute of Technology Bombay

09:00 AM – 10:00 AM
Introduction
  • Fundamentals of AI and Machine Learning (ML)
  • Overview of relevant AI techniques: Regression, Classification, Neural Networks
  • Introduction to data-driven corrosion analysis
10:00 AM – 10:45 AM
Data Acquisition and Preprocessing for Corrosion Analysis
  • Sensor technologies for corrosion monitoring (electrochemical, ultrasonic, visual)
  • Data acquisition strategies and challenges
  • Data cleaning and preprocessing techniques
10:45 AM - 11:00 AM
Networking/Refreshments
11:00 AM - 12:00 PM
AI-Driven Corrosion Detection and Monitoring
  • Image processing and computer vision for visual corrosion detection.
  • Signal processing and pattern recognition for electrochemical and ultrasonic data.
  • Anomaly detection and real-time corrosion monitoring.
12:00 PM - 1:00 PM
Lunch Break
1:00 PM - 2:00 PM
Predictive Modeling of Corrosion Rates and Lifespan
  • Regression models for predicting corrosion rates.
  • Time-series analysis and forecasting of corrosion progression.
  • Remaining Useful Life (RUL) prediction using ML.
2:00 PM - 3:00 PM
AI-Enabled Corrosion Prevention and Mitigation
  • Material selection and optimization using AI.
  • Predictive maintenance and proactive corrosion control.
  • AI-driven coating and inhibitor development.
3:00 PM - 3:15 PM
Networking/Refreshments
3:15 PM - 4:30 PM
Case Studies and Industry Applications
  • Real-world examples of AI implementation in various industries.
  • Discussion of challenges and best practices.
  • Discussion on future trends – Digital Twins, IIoTs, Simulations.
  • Roadmap for implementing AI the right way.
  • Q&A session.
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