This model serves as the baseline for the Wildfire Resource Management environment, trained and tested on task 2 with difficulty 4 using the Proximal Policy Optimization (PPO) algorithm.
Environment: Wildfire Resource Management
Task: 2
Difficulty: 4
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-reported1093.1187683105468 +/- 578.7491242760859
- Collective Performance on hivex-wildfire-resource-managementself-reported71.27123718261718 +/- 32.09683856042925
- Individual Performance on hivex-wildfire-resource-managementself-reported35.614274978637695 +/- 15.634065158512929
- Reward for Moving Resources to Neighbours on hivex-wildfire-resource-managementself-reported914.6083679199219 +/- 397.64001336221355
- Reward for Moving Resources to Self on hivex-wildfire-resource-managementself-reported0.5484737113118172 +/- 0.339556676622338