philippds's picture
Upload 15 files
522cadd verified
metadata
library_name: hivex
original_train_name: AerialWildfireSuppression_difficulty_2_task_6_run_id_2_train
tags:
  - hivex
  - hivex-aerial-wildfire-suppression
  - reinforcement-learning
  - multi-agent-reinforcement-learning
model-index:
  - name: hivex-AWS-PPO-baseline-task-6-difficulty-2
    results:
      - task:
          type: sub-task
          name: drop_water
          task-id: 6
          difficulty-id: 2
        dataset:
          name: hivex-aerial-wildfire-suppression
          type: hivex-aerial-wildfire-suppression
        metrics:
          - type: crash_count
            value: 0.029796552332118153 +/- 0.013558095195825941
            name: Crash Count
            verified: true
          - type: extinguishing_trees
            value: 0.3805455264635384 +/- 0.49240092917648515
            name: Extinguishing Trees
            verified: true
          - type: extinguishing_trees_reward
            value: 1.9027276199311018 +/- 2.462004661948154
            name: Extinguishing Trees Reward
            verified: true
          - type: preparing_trees
            value: 182.82622451782225 +/- 11.38041138346274
            name: Preparing Trees
            verified: true
          - type: preparing_trees_reward
            value: 182.82622451782225 +/- 11.38041138346274
            name: Preparing Trees Reward
            verified: true
          - type: water_drop
            value: 0.9693701088428497 +/- 0.015894927913693367
            name: Water Drop
            verified: true
          - type: cumulative_reward
            value: 181.8419204711914 +/- 12.238550390744056
            name: Cumulative Reward
            verified: true

This model serves as the baseline for the Aerial Wildfire Suppression environment, trained and tested on task 6 with difficulty 2 using the Proximal Policy Optimization (PPO) algorithm.

Environment: Aerial Wildfire Suppression
Task: 6
Difficulty: 2
Algorithm: PPO
Episode Length: 3000
Training max_steps: 1800000
Testing max_steps: 180000

Train & Test Scripts
Download the Environment