31.13. Artificial Intelligence in Predictive Maintenance

Try these first

1. 1.

   What is a digital twin?

   Hint

   Think about how simulations relate to real-world objects.

2. 2.

   What does prescriptive maintenance do?

   Hint

   Consider how this differs from just predicting maintenance.

3. 3.

   What does the term 'Digital Twin' refer to?

   • A virtual representation of a physical object
   • A physical copy of a digital object
   • An AI model

   Hint

   Think about monitoring and representation.

4. 4.

   True or False: Federated learning requires the sharing of data to train AI models effectively.

   • True
   • False

   Hint

   Remember the privacy aspect of federated learning.

5. 5.

   Design a blueprint for a predictive maintenance system incorporating digital twins and federated learning for a new bridge project, considering data privacy.

   Hint

   Consider the technologies available for real-time data and collaboration.

6. 6.

   Evaluate the effectiveness of prescriptive maintenance versus traditional maintenance in a large urban infrastructure project, highlighting potential cost benefits or drawbacks.

   Hint

   When comparing, think of long-term versus short-term savings.