This model serves as the baseline for the Wildfire Resource Management environment, trained and tested on task 2 with difficulty 6 using the Proximal Policy Optimization (PPO) algorithm.
Environment: Wildfire Resource Management
Task: 2
Difficulty: 6
Algorithm: PPO
Episode Length: 500
Training max_steps: 450000
Testing max_steps: 45000
Train & Test Scripts
Download the Environment
Evaluation results
- Cumulative Reward on hivex-wildfire-resource-managementself-reported707.3614288330078 +/- 335.7888292858085
- Collective Performance on hivex-wildfire-resource-managementself-reported46.07773056030273 +/- 20.3150259380589
- Individual Performance on hivex-wildfire-resource-managementself-reported23.419044303894044 +/- 10.303385574792685
- Reward for Moving Resources to Neighbours on hivex-wildfire-resource-managementself-reported633.7606079101563 +/- 325.21385108767254
- Reward for Moving Resources to Self on hivex-wildfire-resource-managementself-reported0.18686668276786805 +/- 0.1232082937940605