Smart Maintenance of Pumps and Valves using AI
Course level:Intermediate
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Smart Maintenance of Pumps and Valves using AI
To provide hands-on training on predictive diagnostics for pumps and valves using sensor data and AI algorithms.
Material Includes
- Sample datasets, TensorFlow tools, sensor data examples, case studies
What I will learn?
- Perform predictive diagnostics for pumps and valves using AI.
- Analyze sensor data to detect anomalies and equipment degradation.
- Apply AI models for real-time maintenance and efficiency improvement.
Course Curriculum
Industrial Pumps and Valves Overview
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Classification of industrial pumps and valves with an overview of their operation principles in oil environments.
00:20
Data Collection for Equipment Health
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Collecting vibration, acoustic, and temperature data to assess component health.
00:20
AI Models for Anomaly Detection
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AI models for real-time anomaly detection (including autoencoders, SVM, random forests).
00:20
Edge Computing and IIoT Integration
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Edge computing and IIoT integration: collecting and processing data close to machinery for fast diagnostics.
00:20
TensorFlow Model Development
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Walkthrough of TensorFlow-based model development for identifying patterns of degradation.
00:20
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Requirements
- Minimum of 5 candidates per course
Free
Free access this course
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LevelIntermediate
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Last UpdatedApril 11, 2026
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