1. 无人机仿真软件有哪些
| 软件/平台 | 主要用途 | 优点 | 局限 |
|---|---|---|---|
| PX4 SITL + Gazebo | 飞控、传感器、任务、ROS 集成 | PX4 官方主线支持,适合研发 | 气动细节需插件或外部模型 |
| ArduPilot SITL + Gazebo | ArduPilot 飞控仿真 | Copter/Plane/Rover/Boat 支持好 | 需配置插件和环境 |
| jMAVSim | PX4 快速多旋翼测试 | 轻量、启动快 | 场景和传感器能力弱 |
| AirSim | 高真实视觉、AI、强化学习 | Unreal Engine 场景真实,支持 PX4 HIL | 项目维护状态和版本兼容需确认 |
| Webots | 通用机器人仿真 | 易用,机器人库丰富 | PX4/ArduPilot 集成不如 Gazebo 主流 |
| FlightGear | 飞机/飞行动力学可视化 | 固定翼和飞行场景强 | 机器人传感器和 ROS 场景弱 |
| JSBSim | 飞行动力学模型 | 适合固定翼、气动建模 | 无内置图形界面 |
| MATLAB/Simulink UAV Toolbox | 控制、建模、参数调优 | 控制系统、批量测试、模型化设计强 | 商业软件,三维真实感依赖扩展 |
| RflySim | PX4 + Simulink 教学科研 | 支持 SIL/HIL,适合课程和科研 | 生态比 Gazebo 小 |
2. 能实现什么功能
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path,#mermaid-svg-SFAg26sQLJdmrNda .section-root circle,#mermaid-svg-SFAg26sQLJdmrNda .section-root polygon{fill:hsl(240, 100%, 46.2745098039%);}#mermaid-svg-SFAg26sQLJdmrNda .section-root text{fill:#ffffff;}#mermaid-svg-SFAg26sQLJdmrNda .section-root span{color:#ffffff;}#mermaid-svg-SFAg26sQLJdmrNda .section-2 span{color:#ffffff;}#mermaid-svg-SFAg26sQLJdmrNda .icon-container{height:100%;display:flex;justify-content:center;align-items:center;}#mermaid-svg-SFAg26sQLJdmrNda .edge{fill:none;}#mermaid-svg-SFAg26sQLJdmrNda .mindmap-node-label{dy:1em;alignment-baseline:middle;text-anchor:middle;dominant-baseline:middle;text-align:center;}#mermaid-svg-SFAg26sQLJdmrNda :root{--mermaid-font-family:"trebuchet ms",verdana,arial,sans-serif;} 无人机仿真
飞控验证
起飞降落
姿态控制
航点任务
失效保护
感知算法
相机
深度相机
激光雷达
SLAM
控制算法
PID
MPC
编队
避障
工程测试
SITL
HITL
多机
日志回放
物理环境
风
碰撞
地形
移动平台
3. 怎么实现无人机仿真
典型 PX4/Gazebo 流程:
bash
git clone https://github.com/PX4/PX4-Autopilot.git --recursive
cd PX4-Autopilot
make px4_sitl gz_x500
典型 ArduPilot/Gazebo 流程:
bash
sim_vehicle.py -v ArduCopter -f gazebo-iris --console --map
典型 MATLAB/Simulink 流程:
- 建立无人机动力学模型:位置、速度、姿态、角速度。
- 建立电机和螺旋桨模型:推力、反扭矩、响应延迟。
- 建立控制器:姿态环、速度环、位置环。
- 建立传感器模型:IMU、GPS、气压计、磁罗盘、相机。
- 批量运行场景,调参并导出结果。
4. 能不能进行受力分析
可以,但要分清"动力学受力"和"结构受力":
| 类型 | Gazebo/飞控仿真 | Ansys/COMSOL/SolidWorks |
|---|---|---|
| 重力 | 可以 | 可以 |
| 螺旋桨推力 | 可以,通常由插件或模型提供 | 可作为载荷输入 |
| 空气阻力 | 可近似 | CFD 可精细分析 |
| 碰撞接触 | 可以 | 可以更精细 |
| 机臂应力 | 不适合 | 适合 |
| 螺旋桨叶片变形 | 不适合 | 适合 |
| 疲劳寿命 | 不适合 | 适合 |
工程推荐:
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提取最大推力/冲击/加速度
导入 FEA
应力/变形/安全系数
修改结构/CAD
5. 气球仿真怎么实现
气球、飞艇、浮空气囊的关键是浮力,不是普通四旋翼的旋翼升力。
5.1 基本受力
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气球/飞艇
重力: m * g
阻力: 0.5 * rho * Cd * A * v^2
风场扰动
电机/舵面推力
基本方程:
text
F_buoyancy = rho_air * g * V
F_weight = m_total * g
F_drag = 0.5 * rho_air * Cd * A * v^2
F_net_z = F_buoyancy - F_weight - F_drag_z + F_thrust_z
5.2 在 Gazebo 中做气球
实现方式:
- 用 SDF 建一个气囊 link,设置质量和惯量。
- 写 Gazebo system/plugin,在每个仿真步给 link 施加向上的浮力。
- 加入阻力项和风扰动。
- 如果是飞艇,增加推进器和舵面关节。
- 用 ROS/PX4/自定义控制器控制推进器。
伪代码:
cpp
// 每个仿真步执行
buoyancy = air_density * 9.81 * gas_volume;
weight = mass * 9.81;
drag = 0.5 * air_density * cd * area * velocity.squaredNorm();
force_z = buoyancy - weight - drag_z + thrust_z;
link.AddWorldForce({0, 0, force_z});
6. 可不可以控制电机旋转
可以。常见层级如下:
| 控制层级 | 控制对象 | 适用场景 |
|---|---|---|
| 飞控高级命令 | 起飞、航点、速度、姿态 | PX4/ArduPilot 常用 |
| 执行器输出 | 电机 PWM/归一化推力 | 控制分配、故障测试 |
| Gazebo 关节速度 | joint velocity |
自定义机器人、电机可视化 |
| 物理力/力矩 | 直接施加推力/扭矩 | 自写动力学插件 |
如果你要"真的看到电机旋转",模型里需要有旋翼 joint,并让插件或控制器持续设置角速度。如果只关心飞行动力学,也可以不渲染真实旋转,直接施加推力和反扭矩。
参考资料
- PX4 Simulation: https://docs.px4.io/main/en/simulation/
- PX4 Gazebo Simulation: https://docs.px4.io/main/en/sim_gazebo_gz/
- ArduPilot SITL with Gazebo: https://ardupilot.org/dev/docs/sitl-with-gazebo.html
- ArduPilot Simulation: https://ardupilot.org/dev/docs/simulation-2.html
- AirSim Documentation: https://airsim-fork.readthedocs.io/en/docs/
- MATLAB Drone Simulation: https://www.mathworks.com/discovery/drone-simulation.html