|
---
|
|
library_name: hivex
|
|
original_train_name: AerialWildfireSuppression_difficulty_1_task_3_run_id_0_train
|
|
tags:
|
|
- hivex
|
|
- hivex-aerial-wildfire-suppression
|
|
- reinforcement-learning
|
|
- multi-agent-reinforcement-learning
|
|
model-index:
|
|
- name: hivex-AWS-PPO-baseline-task-3-difficulty-1
|
|
results:
|
|
- task:
|
|
type: sub-task
|
|
name: minimize_time_fire_burning
|
|
task-id: 3
|
|
difficulty-id: 1
|
|
dataset:
|
|
name: hivex-aerial-wildfire-suppression
|
|
type: hivex-aerial-wildfire-suppression
|
|
metrics:
|
|
- type: crash_count
|
|
value: 0.14166667088866233 +/- 0.18945135260751206
|
|
name: Crash Count
|
|
verified: true
|
|
- type: extinguishing_trees
|
|
value: 1.041666679084301 +/- 3.059772488050604
|
|
name: Extinguishing Trees
|
|
verified: true
|
|
- type: extinguishing_trees_reward
|
|
value: 5.208333283662796 +/- 15.298862328050262
|
|
name: Extinguishing Trees Reward
|
|
verified: true
|
|
- type: fire_out
|
|
value: 0.4916666686534882 +/- 0.427405472920952
|
|
name: Fire Out
|
|
verified: true
|
|
- type: fire_too_close_to_city
|
|
value: 0.575 +/- 0.46665100224336487
|
|
name: Fire too Close to City
|
|
verified: true
|
|
- type: preparing_trees
|
|
value: 654.5333339691163 +/- 369.49324566338055
|
|
name: Preparing Trees
|
|
verified: true
|
|
- type: preparing_trees_reward
|
|
value: 654.5333339691163 +/- 369.49324566338055
|
|
name: Preparing Trees Reward
|
|
verified: true
|
|
- type: water_drop
|
|
value: 19.52499990463257 +/- 10.494119202517384
|
|
name: Water Drop
|
|
verified: true
|
|
- type: water_pickup
|
|
value: 19.108333349227905 +/- 10.481433832592886
|
|
name: Water Pickup
|
|
verified: true
|
|
- type: cumulative_reward
|
|
value: 722.9217496871948 +/- 414.79654723295414
|
|
name: Cumulative Reward
|
|
verified: true
|
|
---
|
|
|
|
This model serves as the baseline for the **Aerial Wildfire Suppression** environment, trained and tested on task <code>3</code> with difficulty <code>1</code> using the Proximal Policy Optimization (PPO) algorithm.<br><br>
|
|
|
|
Environment: **Aerial Wildfire Suppression**<br>
|
|
Task: <code>3</code><br>
|
|
Difficulty: <code>1</code><br>
|
|
Algorithm: <code>PPO</code><br>
|
|
Episode Length: <code>3000</code><br>
|
|
Training <code>max_steps</code>: <code>1800000</code><br>
|
|
Testing <code>max_steps</code>: <code>180000</code><br><br>
|
|
|
|
Train & Test [Scripts](https://github.com/hivex-research/hivex)<br>
|
|
Download the [Environment](https://github.com/hivex-research/hivex-environments) |