An Intensive 5-day Training Course
AI for Predictive Maintenance
Use of AI for Data Analysis in Maintenance Management
CLASSROOM DATES
INTRODUCTION
This AI for Predictive Maintenance Training course on AI for Predictive Maintenance covers essential aspects of predictive maintenance and applications of AI techniques. It covers an overview of predictive maintenance and fundamentals of Artificial Intelligence (AI). This includes predictive maintenance modeling of equipment deterioration, and Condition Base Maintenance (CBM) techniques such as vibration analysis, infra-red-thermography, acoustic emissions, wear debris and lube analysis. It also includes introduction to machine learning (ML) and AI techniques such as Artificial Neural Networks (ANN), Fuzzy Logic Control (FLC), deep learning and explainable AI (Ex-AI).
Practical case studies will be presented to demonstrate the use of AI related techniques in order to utilize the data that exists in computerized maintenance management systems (CMMS) and provide decision support for selection of the most appropriate maintenance strategies.
This EuroMaTech AI for Predictive Maintenance training course will highlight:
- Traditional maintenance vs. predictive maintenance
- The role of AI in predictive maintenance
- Integration with existing maintenance systems (CMMS, ERP)
- Learning from Failures.
- Challenges, Ethical Considerations, and Future Trends
TRAINING OBJECTIVES
At the end of this AI for Predictive Maintenance training course, you will learn to:
- Understand predictive maintenance techniques and CBM technologies
- Learn about ML and AI concepts and trends.
- Design and develop methods of utilizing AI in the maintenance domain.
- Analyze data and determine most appropriate maintenance polices and actions.
- Apply and explain role of AI in predictive maintenance.
WHO SHOULD ATTEND?
The AI for Predictive Maintenance Training is ideal for professionals seeking to leverage AI for reliability engineering and maintenance management skills.
This course is suitable to a wide range of professionals but will greatly benefit:
- Maintenance and Reliability Managers and Planners
- Maintenance and Reliability Supervisors
- Team leaders from each Maintenance craft
- Business leaders, directors and managers
- Data analysts, IT professionals
TRAINING METHODOLOGY
This EuroMaTech AI for Predictive Maintenance course will utilize various proven learning methodologies to ensure full understanding of comprehension, retention, and ability to apply the knowledge presented. This includes tools and techniques, examples, case studies, and small groups activities.
TRAINING SUMMARY
Upon completion of this training course participants and their organisations will achieve the following:
- Use of AI technologies and its impact on increasing the profit within the organization.
- Improved total operational effectiveness and efficiency.
- Stronger and leading edge competitive advantage.
- Implement and improve critical thinking training skills.
- Enhance digital transformation.
- Enhanced predictive and problem solving capabilities.
- Improved AI-driven decision analysis.
- Optimized utilization of data collected in exiting CMMS.
- Sharpened learning and innovation capabilities.
- Future-proofed career prospects.
TRAINING OUTLINE
Day One: Introduction to Predictive Maintenance and AI Fundamentals
- What is Predictive Maintenance (PdM) and focus of research in CBM?
- Key benefits and challenges
- Traditional maintenance vs. predictive maintenance: The P-F Curve
- Industry applications (manufacturing, automotive, aerospace, etc.)
- Introduction to AI, machine learning (ML), and deep learning (DL)
- Overview of supervised, unsupervised, and reinforcement learning
- Key concepts in AI (features, models, algorithms)
- The role of AI in predictive maintenance
Day Two: Machine Learning Models for Predictive Maintenance
- Key technologies for predictive maintenance
- Explainable AI
- Supervised learning Techniques: Regression models for failure time prediction
- Classification models for predicting failures (e.g., decision trees, random forests, SVM)
- Advanced Machine Learning: Ensemble methods (Random Forests, Gradient Boosting)
- Introduction to neural networks for failure prediction
Day Three: Deep Learning and Time-Series Forecasting
- The Transformer - model architecture.
- Deep Learning Models for Predictive Maintenance
- Introduction to deep learning architectures (CNNs, RNNs, LSTMs)
- Time-series prediction with recurrent neural networks (RNNs)
- Practical considerations for training deep learning models
- Time-series analysis for PdM (trend, seasonality, noise)
- Anomaly detection methods for early fault detection
- Case studies on anomaly detection in industrial settings (e.g., vibrations, temperature, pressure data)
Day Four: Artificial Intelligence in Maintenance Decision Analysis
- The concept of fuzzy logic.
- Benefits that can result from the application of CMMS
- Evidence of ‘Black Holes’ phenomena in CMMSs
- The Decision-Making Grid (DMG): Part 1 – Strategy Selection (Effectiveness)
- The Decision-Making Grid (DMG): Part 2 – Focused Actions (Efficiency)
- The Decision-Making Grid (DMG): Part 3 – Cost / Benefit Analysis
- Case Studies of applying the DMG framework from Industry
Day Five: Model Deployment, Maintenance, and Future Trends
- Integration with existing maintenance systems (CMMS, ERP)
- Challenges, Ethical Considerations, and Future Trends
- Explainable AI: Performance, Attributable, and Responsible Analytics.
- Challenges in scaling AI for predictive maintenance across industries
- The future of AI in industrial automation and predictive maintenance
- Getting the Best out of Data in Computerized Maintenance Management System (CMMS)
- AI Challenges and AI from its pioneers (from Noble Prize winners in AI).
- What are the accountability and governance implications of AI?
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FAQ
What makes EuroMaTech a leader in professional training?
EuroMaTech stands out as a leader in training and professional development due to:
- 30+ years of experience delivering high-impact training courses across industries.
- Accreditations from leading institutions, ensuring top-tier course quality and recognition.
- A portfolio of thousands of training courses, serving professionals at every level.
- A focus on innovation and future-ready learning models, including blended and digital training.
- Long-term partnerships with organizations globally, ensuring sustained success through talent development.
How can I register for a EuroMaTech training course?
To register for a training course, you can:
- Visit the EuroMaTech website, browse the available courses, and follow the online registration process.
- Contact EuroMaTech’s support team for assistance with course selection or inquiries about corporate training solutions.
Does EuroMaTech offer international training courses?
Yes, EuroMaTech delivers training courses in major cities worldwide, including locations across Europe, Asia, Africa, and the Middle East, in addition to its extensive presence in Dubai.
Where are EuroMaTech’s training courses held?
EuroMaTech conducts its training courses at prestigious venues across Dubai and other major international cities. Additionally, virtual training options are available, allowing participants to join courses remotely from anywhere in the world.
What ISO training courses does EuroMaTech offer?
EuroMaTech provides a range of ISO certification and compliance training courses, including:
- ISO 9001 – Quality Management Systems Training
- ISO 45001 – Occupational Health & Safety Management Training
- ISO 14001 – Environmental Management Systems Training
These courses help organizations adopt internationally recognized standards and improve their overall performance.
How does EuroMaTech ensure the quality of its training courses?
EuroMaTech ensures the highest standards by:
- Partnering with globally recognized accrediting bodies such as ILM, CPD, PMI, NEBOSH, and HRCI.
- Designing training courses with a focus on practical, real-world applications.
- Using experienced instructors with industry expertise.
- Continuously updating course content to reflect current trends and best practices.
Does EuroMaTech provide customized corporate training courses?
Yes, EuroMaTech specializes in tailored corporate training courses designed to meet the unique needs of organizations. These customized courses are ideal for businesses seeking to upskill teams across different departments or regions.
How many professionals have attended EuroMaTech’s training courses?
EuroMaTech has successfully delivered thousands of training courses, with thousands of professionals from over 50 countries attending annually.
What industries does EuroMaTech serve through its training courses?
EuroMaTech provides specialized training courses for a wide range of industries, including:
- Oil & Gas
- Energy & Power
- Construction & Infrastructure
- Banking & Finance
- Healthcare
- Telecommunications
- Logistics & Supply Chain
- Aviation & Aerospace
- Government & Public Sector
- Hospitality & Tourism
- Information Technology & Cybersecurity
- Human Resources & Talent Management
Are EuroMaTech’s training courses accredited?
Yes, EuroMaTech’s training courses are accredited by globally recognized institutions, ensuring high-quality, internationally respected certifications. Key accreditations include:
- ILM (Institute of Leadership & Management)
- CPD (Continuing Professional Development Certification Service)
- PMI (Project Management Institute)
- NEBOSH (National Examination Board in Occupational Safety and Health)
- HRCI (Human Resource Certification Institute)
What types of training courses does EuroMaTech offer?
EuroMaTech offers a diverse portfolio of training courses designed to meet the needs of professionals at all levels. These include:
- Leadership & Management Development Training
- Technical & Engineering Training Courses
- Project & Risk Management Training
- Health, Safety & Environmental (HSE) Training
- Finance & Accounting Training Courses
- ISO Compliance & Certification Training
- Human Resources & Talent Management Training
- Soft Skills & Communication Training Courses
Do you provide assistance with hotel accommodation?
Yes, we can assist you with the following:
- Corporate Discount: If available, we can extend our corporate discount for your stay at selected hotels.
- Hotel Suggestions: We can provide recommendations for nearby hotels based on your preferences and budget.
Feel free to explore online booking platforms for the most cost-effective options.
Do you offer customized training for organizations?
Yes, we provide tailored training solutions designed to meet the specific needs of your organization. Customized courses can be delivered either in-person or online, and you can select the dates and duration that best fit your schedule. For more details, please contact us at inhouse@euromatech.com
What types of training formats do you offer?
We provide two flexible training formats to suit your preferences:
- Classroom Training: Experience in-person learning with expert instructors. Engage in interactive discussions, hands-on activities, and benefit from face-to-face networking.
- Online Training: Join live online sessions from anywhere, offering flexibility for those with busy schedules or who prefer remote learning.
- In-House Training: We can bring our training directly to your organization, allowing for tailored sessions that address your specific needs and objectives.
Can you assist with visa arrangements?
Yes, we can help by issuing an official Letter of Invitation once you’ve confirmed your training registration, which can assist in your visa application process.
Who will be the senior consultant leading the training?
We are happy to share the profiles of our expert instructors. To learn more about their qualifications and experience, please contact us info@euromatech.com
