This model serves as the baseline for the Wildfire Resource Management environment, trained and tested on task 2 with difficulty 5 using the Proximal Policy Optimization (PPO) algorithm.
Environment: Wildfire Resource Management
Task: 2
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-reported784.7529388427735 +/- 237.5803281220698
- Collective Performance on hivex-wildfire-resource-managementself-reported46.654307174682614 +/- 12.41762735898119
- Individual Performance on hivex-wildfire-resource-managementself-reported25.153486728668213 +/- 6.66514805176298
- Reward for Moving Resources to Neighbours on hivex-wildfire-resource-managementself-reported685.7552093505859 +/- 200.96518835832964
- Reward for Moving Resources to Self on hivex-wildfire-resource-managementself-reported0.3521461673080921 +/- 0.28661129618806847