From 0197e37b3d0f86c8d244bc9b5ea172dbab01be25 Mon Sep 17 00:00:00 2001 From: study-pan-hub Date: Wed, 6 May 2026 15:13:52 +0800 Subject: [PATCH] =?UTF-8?q?=E4=B8=BA=20AirSim=20=E6=97=A0=E4=BA=BA?= =?UTF-8?q?=E6=9C=BA=E9=A1=B9=E7=9B=AE=E6=B7=BB=E5=8A=A0=E7=BB=9F=E4=B8=80?= =?UTF-8?q?=20requirements.txt?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit --- src/airsim_control/requirements.txt | 166 ++++++++++++++++++++++++++++ 1 file changed, 166 insertions(+) create mode 100644 src/airsim_control/requirements.txt diff --git a/src/airsim_control/requirements.txt b/src/airsim_control/requirements.txt new file mode 100644 index 0000000000..2f00853f79 --- /dev/null +++ b/src/airsim_control/requirements.txt @@ -0,0 +1,166 @@ +# ============================================================ +# AirSim 无人机项目 - 统一依赖配置文件 +# ============================================================ +# 包含模块: +# - DQN / PPO 深度强化学习训练 +# - AirSim 迷宫导航(custom_env.py) +# - Gazebo + ROS 2 迷宫导航 +# - 3D 点云扫描与建图 +# - 雷达避障与实时控制 +# - 键盘/随机游走/视觉飞行控制 +# ============================================================ + +# ---------- AirSim 仿真器 ---------- +# AirSim Python API - 与 AirSim 仿真器通信 +# 注意:AirSim 需要单独下载安装 +# 下载地址:https://github.com/microsoft/AirSim/releases +airsim>=1.8.0 + +# ---------- 深度学习框架 ---------- +# PyTorch - DQN 和 PPO 的神经网络后端 +# 注意:根据 CUDA 版本选择对应版本 +# CPU 版本:pip install torch +# CUDA 11.8:pip install torch --index-url https://download.pytorch.org/whl/cu118 +# CUDA 12.1:pip install torch --index-url https://download.pytorch.org/whl/cu121 +torch>=2.0.0 + +# ---------- 强化学习框架 ---------- +# Stable-Baselines3 - PPO 算法实现 +stable-baselines3>=2.0.0 + +# Gymnasium - OpenAI Gym 接口(custom_env.py) +gymnasium>=0.29.0 + +# shimmy - Gymnasium 与 ROS 2 兼容层(Gazebo 模块) +shimmy>=2.0.0 + +# ---------- 机器人操作系统 ---------- +# ROS 2 (Gazebo_Maze_Navigation_with_ROS 模块需要) +# 注意:ROS 2 需要单独安装,不在此处列出 +# 参考:https://docs.ros.org/en/humble/Installation.html +# rospy, rclpy, std_msgs, geometry_msgs, sensor_msgs, mavros_msgs + +# ---------- 计算机视觉与图像处理 ---------- +# OpenCV - 图像处理、深度图可视化、仪表盘绘制 +opencv-python>=4.8.0 + +# Pillow - 图像保存与格式转换(vision_flyer.py) +Pillow>=10.0.0 + +# ---------- 数值计算 ---------- +numpy>=1.24.0 +scipy>=1.10.0 + +# ---------- 键盘输入控制 ---------- +# keyboard - 键盘监听(keyboard_controller.py, 3D_point_cloud.py, Radar_obstacle_avoidance.py) +keyboard>=0.13.5 + +# ---------- 可选依赖(用于可视化与分析)---------- +# matplotlib - 训练曲线绘制 +matplotlib>=3.7.0 + +# tensorboard - 训练日志可视化(train.py 中已配置) +tensorboard>=2.13.0 + +# pandas - 数据分析 +pandas>=2.0.0 + +# seaborn - 高级可视化 +# seaborn>=0.12.0 + +# tqdm - 进度条显示 +tqdm>=4.65.0 + +# ============================================================ +# 安装说明 +# ============================================================ +# +# 1. 基础安装: +# pip install -r requirements.txt +# +# 2. PyTorch GPU 版本安装(推荐): +# pip install torch --index-url https://download.pytorch.org/whl/cu118 +# +# 3. AirSim 安装: +# - 下载 AirSim 仿真器:https://github.com/microsoft/AirSim/releases +# - 推荐版本:AirSim 1.8.1 +# - 将 AirSim/PythonClient 添加到 Python 路径: +# export PYTHONPATH=$PYTHONPATH:/path/to/AirSim/PythonClient +# +# 4. 配置文件: +# - 将 settings.json 复制到 ~/Documents/AirSim/settings.json +# - 确保配置中启用了 lidar_1 传感器和深度相机 +# +# 5. ROS 2 安装(Gazebo 模块需要): +# - Ubuntu 22.04: sudo apt install ros-humble-desktop +# - 安装 MAVROS: sudo apt install ros-humble-mavros ros-humble-mavros-extras +# +# ============================================================ +# 运行方式 +# ============================================================ +# +# 1. 启动 AirSim 仿真环境(Unreal Engine) +# +# 2. 训练 DQN: +# python main.py --mode dqn-train --episodes 200 +# +# 3. 训练 PPO(迷宫导航): +# cd AirSim_Maze_Navigation +# python train.py +# +# 4. 测试模型: +# python run_inference.py +# +# 5. 键盘控制: +# python main.py --mode keyboard --duration 60 +# +# 6. 规则算法迷宫导航: +# python maze.py +# +# 7. 3D 点云扫描: +# python 3D_point_cloud.py +# +# 8. 雷达避障测试: +# python Radar_obstacle_avoidance.py +# +# 9. 连接测试: +# python test_multirotor.py +# +# ============================================================ +# 环境验证 +# ============================================================ +# +# 验证 PyTorch: +# python -c "import torch; print(f'PyTorch: {torch.__version__}, CUDA: {torch.cuda.is_available()}')" +# +# 验证 AirSim(需先启动仿真器): +# python -c "import airsim; client = airsim.MultirotorClient(); client.confirmConnection(); print('AirSim OK')" +# +# 验证 OpenCV: +# python -c "import cv2; print(f'OpenCV: {cv2.__version__}')" +# +# 验证 Stable-Baselines3: +# python -c "from stable_baselines3 import PPO; print('SB3 OK')" +# +# 验证 keyboard: +# python -c "import keyboard; print('keyboard OK')" +# +# ============================================================ +# 常见问题 +# ============================================================ +# +# Q1: AirSim 连接失败 +# A1: 确保 Unreal Engine 中的 AirSim 仿真已启动(点击 Play) +# 检查 settings.json 中的端口配置(默认 41451) +# +# Q2: LiDAR 无数据 +# A2: 检查 settings.json 中是否正确配置了 lidar_1 传感器 +# 运行 drone_lidar_test.py 测试 LiDAR 功能 +# +# Q3: keyboard 模块权限问题(Linux) +# A3: sudo pip install keyboard 或以 root 权限运行 +# +# Q4: ROS 2 节点找不到 +# A4: 确保已 source ROS 2 环境:source /opt/ros/humble/setup.bash +# +# ============================================================ \ No newline at end of file