22.7.1. Applications of AI/ML in Drilling and Excavation

Try these first

1. 1.

   What is predictive maintenance?

   Hint

   Think about predicting when a machine needs repairs.

2. 2.

   Name one application of subsurface classification.

   Hint

   Consider how it impacts excavation decisions.

3. 3.

   What is the primary focus of predictive maintenance?

   • Minimizing downtime
   • Increasing operating hours
   • Reducing wear and tear

   Hint

   Think about the main goal of maintenance.

4. 4.

   True or False: AI models can only be used for predicting equipment failure.

   • True
   • False

   Hint

   Consider the broader applications of AI in geotechnics.

5. 5.

   Create a hypothetical scenario where predictive maintenance could either save costs or lead to failures in a mining environment. Explain your reasoning.

   Hint

   Think about the direct impact of machinery on production.

6. 6.

   Analyze how reinforcement learning could be implemented in path optimization and its potential impacts on excavation efficiency in a real-world scenario.

   Hint

   Consider the relationship between data flow and machine adaptation.