Table 3 The distinct levels of simulated environments.

From: A hybrid MARL clustering framework for real time open pit mine truck scheduling

Difficulty level

Terrain constraints

Truck slope constraints

Truck speed differences

Obstacle constraints

Simple

Mainly “normal” and “road” terrain with minimal slope changes

Loose slope limits; negligible effect

All trucks use identical speed settings

Few obstacles, sparsely distributed

Moderate

Mix of “normal”, “road”, and some “hill” areas with moderate slope changes

Moderate slope limits: some areas require caution

Slight speed variations (some trucks may slow down slightly)

A moderate number of obstacles, randomly distributed

Difficult

Primarily “hill” and “mud” terrain with significant slope variations

Strict slope limits; clearly affecting movement

Noticeable speed differences: trucks have more distinct speed settings

Many obstacles, densely arranged