14.7.3. Machine Learning in Durability Prediction

Try these first

1. 1.

   What is machine learning?

   Hint

   Think about how computers can improve over time.

2. 2.

   Can machine learning help in predicting material properties?

   Hint

   Consider the relationship between past and future performance.

3. 3.

   What does machine learning allow computers to do?

   • Predict the future
   • Learn from data
   • Improve infrastructure

   Hint

   Think about how computers adapt over time.

4. 4.

   True or False: Machine learning can only be used in traditional data settings.

   • True
   • False

   Hint

   Consider the versatility of ML.

5. 5.

   Design a machine learning model outline that predicts asphalt performance over time considering multiple external and intrinsic factors.

   Hint

   Consider inputs like climate data, traffic load, and material characteristics.

6. 6.

   Evaluate the potential risks and benefits of relying on machine learning for infrastructure maintenance decisions.

   Hint

   Reflect on the trade-off between technology dependence and human oversight.