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ai_car's Introduction

AI_Car

大家好,我是无人驾驶的爱好者,今天给大家分享一下我的小作品

小车有几个技术点分享给大家:

  1. 路径规划: 小车路径规划决策采用强化学习的QLEARNING,基于Q表的路径决策部署

  2. 环境感知: 小车通过MASK-RCNN网络进行物体识别并通过超声波进行测距,绘制Q表

  3. 控制方法: 服务端通过socket与客户端小车进行通信,并实时传输数据,决策控制小车的行动

  4. 小车附加功能: 语音控制小车,基于face_recongnition的人脸识别跟踪等技术。

下面来看看我的树莓派小车吧

![image] (https://github.com/TianZhenGG/AI_PIC/blob/master/20190414175852.jpg)

好了,我们现在去看看决策过程吧:

![image] (https://github.com/TianZhenGG/AI_PIC/blob/master/Screenshot%20from%202019-04-14%2023-06-39.png)

通过物体识别技术及超声波定位,可以感知小车前方障碍物情况,并绘制Q表,然后让小车模拟驾驶100次得到最优路径,最后根据最优路径控制小车前进。

最后来看一下我的MASK-RCNN的识别效果吧

![image] (https://github.com/TianZhenGG/AI_PIC/blob/master/20190414231500.jpg) 有条件的可以训练自己的数据集哦。

运行方法

树莓派: 运行 server.py 及 camera_cont1.py () 客户机: 运行 demo.py

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