This model serves as the baseline for the Wildfire Resource Management environment, trained and tested on task 1 with difficulty 5 using the Proximal Policy Optimization (PPO) algorithm.
Environment: Wildfire Resource Management
Task: 1
Difficulty: 5
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-reported301.4590789794922 +/- 50.589352153281204
- Collective Performance on hivex-wildfire-resource-managementself-reported52.42880744934082 +/- 13.213045945399395
- Individual Performance on hivex-wildfire-resource-managementself-reported27.22167682647705 +/- 6.5057905262466
- Reward for Moving Resources to Neighbours on hivex-wildfire-resource-managementself-reported1.2814587712287904 +/- 0.3169255575214482
- Reward for Moving Resources to Self on hivex-wildfire-resource-managementself-reported233.32887573242186 +/- 58.13535329798181