知行编程网知行编程网  2022-07-14 09:00 知行编程网 隐藏边栏 |   抢沙发  12 
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鱼羊 金磊 发自 凹非寺
量子位 报道 | QbitAI

果然高手在民间。

谁能料到,一辆自行车的硬核打开方式,竟是大火的自动驾驶

踢开脚撑,金鸡独立、稳如泰山:

华为天才少年造出自动驾驶单车!图纸已开源,硬件成本一万!

单侧加个板砖?小场面:

华为天才少年造出自动驾驶单车!图纸已开源,硬件成本一万!

毕竟,它是连高难度“杂技姿势”都能hold住的自行车:

华为天才少年造出自动驾驶单车!图纸已开源,硬件成本一万!

没事走两步?

可以有,还是会自己拐弯的那种:

华为天才少年造出自动驾驶单车!图纸已开源,硬件成本一万!

避障上路,毫无压力:

华为天才少年造出自动驾驶单车!图纸已开源,硬件成本一万!

甚至还配备了特斯拉都没有的激光雷达

这就是B站“野生钢铁侠”稚晖君耗时4个月时间(基本只是周末),打造出的全新项目XUAN (轩)

华为天才少年造出自动驾驶单车!图纸已开源,硬件成本一万!

短短几天,播放量超过150W,硬核、复杂程度之高,直接看呆一众网友。

来感受一下这个画风。

华为天才少年造出自动驾驶单车!图纸已开源,硬件成本一万!

连B站老板陈睿都被吸引而来:

华为天才少年造出自动驾驶单车!图纸已开源,硬件成本一万!

甚至业内人士也直呼:

任何一个部分拿出来都是一篇本科毕业论文。

还有实物,硕士毕业绰绰有余……

华为天才少年造出自动驾驶单车!图纸已开源,硬件成本一万!

稚晖君到底是如何打造的这么一台“赛博朋克”自行车?

接下来,让我们一起一探究竟(经授权)

(你可能还很关心它的价格,别着急,我们文末揭晓答案~)

把自行车做成自动驾驶,共分几步?

稚晖君选择的自行车,是大家非常熟知的死飞 (Fixed Gear)

(没错,就是漂移玩家的最爱)

这种自行车的一大特点,便是结构简单、没有刹车。

于是,稚晖君先对死飞进行了一个CAD建模的工作。

华为天才少年造出自动驾驶单车!图纸已开源,硬件成本一万!

建模工作完成之后,便得到了一辆虚拟自行车

此后的所有改造工作,便可以在计算机上完成。

整体来看,XUAN的诞生一共分为三大步

  • 硬件改造:因为自行车是一个欠驱动系统,所以先要做的就是让它站稳,然后跑起来。这一步将涉及一套复杂的自动控制系统

  • 智能化:毕竟自动驾驶嘛,“工具人”就得被抹去。因此,这一步便是搭载一整套传感器组成的感知网络,以及一个算力足够强大的计算芯片作大脑

  • 软件和算法:最后一步,便是在上述的硬件基础上,开发、实现一套感知和控制算法。稚晖君称之为“注入灵魂”。

华为天才少年造出自动驾驶单车!图纸已开源,硬件成本一万!

Step by Step,先来看下第一个大问题。

自行车怎么自己保持平衡?

在骑自行车的时候,前后方向的平衡,靠得是2个轮子的支撑和地面摩擦力。

左右方向上,运动过程中靠的是龙头的左右调节,获取转向的加速度,以此抵消重力的影响。像这样:

华为天才少年造出自动驾驶单车!图纸已开源,硬件成本一万!

那么在静止状态下呢?

稚晖君给出的思路便是——角动量守恒

简单来说,当车子在重力作用下发生倾倒,就用动量轮来产生一个相反力矩,抵消掉重力力矩。

具体而言,稚晖君在这辆死飞座位下方安装了一个无刷电机,目的是驱动一个金属的动量轮。

华为天才少年造出自动驾驶单车!图纸已开源,硬件成本一万!

而在座位后方,他也安装了一个无刷电机,这个目的则是靠摩擦力来驱动后轮,让自行车整体前后运动。

华为天才少年造出自动驾驶单车!图纸已开源,硬件成本一万!

稚晖君本是想用3D打印来完成这两个零件的加工,但碍于材料硬度和刚性不足,所以金属材料成为了此次的首选。

(所幸,稚晖君朋友家里“有厂”,问题迎刃而解)

而后,便是快乐的组装环节:

华为天才少年造出自动驾驶单车!图纸已开源,硬件成本一万!

OK,自行车的平衡问题,就此解决。

自行车的“机器大脑”

硬件框架有了,想让自行车能跑起来,甚至能认路,下一步就是上“脑子”。

跟人类相似,机器人也分“大脑”和“小脑”。

简单来说,小脑用来控制实时行动;大脑则负责耗费算力、高时延的感知和决策。

这一回,稚晖君给自行车上的“小脑”是ESP32。

ESP32是一种低成本、低功耗的单片机控制器,集成Wi-Fi和双模蓝牙。

华为天才少年造出自动驾驶单车!图纸已开源,硬件成本一万!

基于FreeRTOS(一个开源嵌入式实时操作系统),稚晖君搭建了小脑的RPC通信框架,用来实现传感器的数据处理,以及电机的控制算法。

“大脑”则是昇腾310。这是昇腾系列的边缘计算芯片,基于达芬奇架构,最高能够提供22TOPs的算力。

华为天才少年造出自动驾驶单车!图纸已开源,硬件成本一万!

大脑的算法开发,主要基于昇腾AI栈和ROS(机器人操作系统)实现。

于是,在深度相机、激光雷达等传感器的帮助之下,这辆自行车能够检测出周围的物体,实现避障和跟随:

华为天才少年造出自动驾驶单车!图纸已开源,硬件成本一万!

还能够机智地识别地形,给自己规划路径:

华为天才少年造出自动驾驶单车!图纸已开源,硬件成本一万!

自行车的“机器心脏”

当然啦,“成精”的自行车,不仅要有头脑,还要有一颗强劲的“心脏”来驱动它工作。

而XUAN的“心脏”来自稚晖君的另一个项目,Ctrl-FOC矢量控制驱动器

这是一个超迷你双通道无刷电机驱动器,单路最大驱动电流能超过100A

值得一提的是,稚晖君的这一FOC驱动器有两个版本的设计方案,其中一个版本,电路设计为上下叠板设计,将逻辑单元和功率单元分开。也就是说,只需要替换掉驱动电路,就可以匹配更大功率的电机。

具体到XUAN这个项目,下图中这么大点的驱动器,最终实现了两路共100A的无刷电机FOC控制,还驱动了车头60kg扭力舵机和散热风扇。

华为天才少年造出自动驾驶单车!图纸已开源,硬件成本一万!

最后,注入灵魂

万事俱备,但想要上路,至此还少了一点炼丹的灵魂——调参

稚晖君表示,这辆自动驾驶自行车的控制代码中,有超过50个重要参数,包括控制周期、反馈矩阵、PID增益、滤波器截止频率等等。

此外,电机的功率、重心的分布等物理参数,也都会对最终的效果造成影响。

稍有不慎,那自行车就不是稳如老狗那画风了……

华为天才少年造出自动驾驶单车!图纸已开源,硬件成本一万!

在数学建模之后,稚晖君还采用了游戏引擎Unity作为仿真环境,像正经自动驾驶研发那样,先在仿真环境里让自行车跑了个踏实。

华为天才少年造出自动驾驶单车!图纸已开源,硬件成本一万!

总之,让一辆自行车成熟起来,自己上路,够不容易的。

就有网友表示:

人傻了,毕业设计题目是自行车自平衡系统设计,做到调参就不会了。

华为天才少年造出自动驾驶单车!图纸已开源,硬件成本一万!

不过,受限于整车功率,目前这辆自行车还不能载人。

另外,也有网友提出,用动量轮来控制平衡属于某种意义上的作弊。对此,稚晖君回应:现在的龙头传动结构设计不太合理,之后会尝试只用龙头控制平衡。

华为天才少年造出自动驾驶单车!图纸已开源,硬件成本一万!

为什么要造XUAN?

有关“栈溢出工程师”、“野生钢铁侠”稚晖君,想来关注B站科技区的小伙伴们已经很熟悉了。

稚晖君本名彭志辉,2018年毕业于电子科技大学,2020年通过“天才少年计划”加入华为。

他的视频向来以硬核著称,比如从手画PCB到写C++代码全部一人搞定的套娃小电视。

辣么这次,稚晖君又是怎么萌发了打造一辆自动驾驶自行车的念头的呢?

理由有些“暴力”……

骑车不小心摔了,脸刹着地……

华为天才少年造出自动驾驶单车!图纸已开源,硬件成本一万!

稚晖君表示,“这事不能就这么过去了”,于是乎:

华为天才少年造出自动驾驶单车!图纸已开源,硬件成本一万!

(心疼稚晖君几秒)

当然,稚晖君本人也在视频中表示,其实很早就有设计这种自行车的想法。

最初是因为看到清华大学的那项自行车研究,可以跟随人类,敏捷避开障碍物。

其背后的类脑芯片“天机”,也于2019年8月登上Nature封面。

华为天才少年造出自动驾驶单车!图纸已开源,硬件成本一万!

好奇的小伙伴肯定会问了,二者有何区别

量子位替你们问完了哈~

首先,是原理不太一样。

清华的自行车模仿的是人类行为,没有使用动量控制,而稚晖君的“轩”则涉及到了动量控制。

此外,在龙头方面,稚晖君表示在改进过后,也可以实现清华的控制方式(移动过程使用龙头平衡,静止状态使用动量平衡)

但最核心的一个区别就是,清华打造的自行车背后,核心是类脑芯片

对此,稚晖君表示:

他们的工作很厉害,我这个无法类比,只是受他们启发做了个类似的应用。

为了体现跟清华工作的区别,稚晖君本人还在项目名字上下点了功夫。

XUAN里的“U”,代表的意思是unNATURAL,“正经翻译”就是——没上过Nature……

华为天才少年造出自动驾驶单车!图纸已开源,硬件成本一万!

这个项目一如既往地开源了,如果你也想复刻一下……

哦对了,是时候该揭晓XUAN的造价了——据大神本人不完全统计,超3万元

不过,稚晖君也表示:

最终硬件成本来算的话应该不到一万,就激光雷达贵一点,主要还是试错成本。

视频连接:
https://www.bilibili.com/video/BV1fV411x72a

项目连接:
https://github.com/peng-zhihui/XUAN-Bike/tree/main/Hardware/XUAN%E5%8A%A0%E5%B7%A5%E4%BB%B6

参考链接:
[1]https://zhuanlan.zhihu.com/p/147659820

[2]https://www.bilibili.com/video/BV11V41127pq


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Optima, PingFangSC-light, PingFangTC-light, "PingFang SC", Cambria, Cochin, Georgia, Times, "Times New Roman", serif;display: block;box-sizing: border-box !important;overflow-wrap: break-word !important;visibility: visible !important;width: 578px !important;" src="https://www.zkxjob.com/wp-content/uploads/2022/07/wxsync-2022-07-ae45c8833e6e59cceba3c2fda2df37d1.gif"  /></p><p style="max-width: 100%;min-height: 1em;font-family: -apple-system, BlinkMacSystemFont, "Helvetica Neue", "PingFang SC", "Hiragino Sans GB", "Microsoft YaHei UI", "Microsoft YaHei", Arial, sans-serif;letter-spacing: 0.544px;white-space: normal;text-size-adjust: auto;text-align: left;box-sizing: border-box !important;overflow-wrap: break-word !important;"><br style="max-width: 100%;box-sizing: border-box !important;overflow-wrap: break-word !important;"  /></p><p style="max-width: 100%;min-height: 1em;font-family: -apple-system, BlinkMacSystemFont, "Helvetica Neue", "PingFang SC", "Hiragino Sans GB", "Microsoft YaHei UI", "Microsoft YaHei", Arial, sans-serif;letter-spacing: 0.544px;white-space: normal;text-size-adjust: auto;text-align: left;box-sizing: border-box !important;overflow-wrap: break-word !important;"><strong style="max-width: 100%;box-sizing: border-box !important;overflow-wrap: break-word !important;"><span style="max-width: 100%;font-size: 15px;color: rgb(2, 30, 170);box-sizing: border-box !important;overflow-wrap: break-word !important;">推荐阅读:</span></strong></p><p style="max-width: 100%;min-height: 1em;font-family: -apple-system, BlinkMacSystemFont, "Helvetica Neue", "PingFang SC", "Hiragino Sans GB", "Microsoft YaHei UI", "Microsoft YaHei", Arial, sans-serif;letter-spacing: 0.544px;white-space: normal;text-size-adjust: auto;text-align: left;box-sizing: border-box !important;overflow-wrap: break-word !important;"><span style="max-width: 100%;font-size: 15px;color: rgb(2, 30, 170);box-sizing: border-box !important;overflow-wrap: break-word !important;">入门: </span><span 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!important;">干货:</span><span style="max-width: 100%;font-size: 15px;color: rgb(2, 30, 170);text-decoration: underline;box-sizing: border-box !important;overflow-wrap: break-word !important;">爬取豆瓣短评,电影《后来的我们》</span> | <span style="max-width: 100%;font-size: 14px;text-decoration: underline;box-sizing: border-box !important;overflow-wrap: break-word !important;">38年NBA最佳球员分析 </span><span style="max-width: 100%;font-size: 15px;box-sizing: border-box !important;overflow-wrap: break-word !important;"><span style="max-width: 100%;text-decoration: underline;box-sizing: border-box !important;overflow-wrap: break-word !important;">|</span>   </span><span style="max-width: 100%;font-size: 15px;text-decoration: underline;box-sizing: border-box !important;overflow-wrap: break-word !important;">从万众期待到口碑扑街!唐探3令人失望</span>  | 笑看新倚天屠龙记 | 灯谜答题王 |<span style="max-width: 100%;font-size: 14px;text-decoration: underline;box-sizing: border-box !important;overflow-wrap: break-word 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!important;overflow-wrap: break-word !important;">趣味:</span><span style="max-width: 100%;color: rgb(2, 30, 170);text-decoration: underline;font-size: 14px;box-sizing: border-box !important;overflow-wrap: break-word !important;">弹球游戏</span>  | <span style="max-width: 100%;text-decoration: underline;font-size: 14px;box-sizing: border-box !important;overflow-wrap: break-word !important;">九宫格</span>  | 漂亮的花 | 两百行Python《天天酷跑》游戏!</p><p style="max-width: 100%;min-height: 1em;font-family: -apple-system, BlinkMacSystemFont, "Helvetica Neue", "PingFang SC", "Hiragino Sans GB", "Microsoft YaHei UI", "Microsoft YaHei", Arial, sans-serif;letter-spacing: 0.544px;white-space: normal;text-size-adjust: auto;text-align: left;box-sizing: border-box !important;overflow-wrap: break-word !important;"><br style="max-width: 100%;box-sizing: border-box !important;overflow-wrap: break-word !important;"  /></p><p style="max-width: 100%;min-height: 1em;font-family: -apple-system, BlinkMacSystemFont, "Helvetica 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BlinkMacSystemFont, "Helvetica Neue", "PingFang SC", "Hiragino Sans GB", "Microsoft YaHei UI", "Microsoft YaHei", Arial, sans-serif;letter-spacing: 0.544px;white-space: normal;text-size-adjust: auto;text-align: left;box-sizing: border-box !important;overflow-wrap: break-word !important;"><span style="max-width: 100%;font-size: 14px;box-sizing: border-box !important;overflow-wrap: break-word !important;"><span style="max-width: 100%;letter-spacing: 0.544px;word-spacing: 1.6px;color: rgb(2, 30, 170);box-sizing: border-box !important;overflow-wrap: break-word !important;">小工具: </span><span style="max-width: 100%;letter-spacing: 0.544px;word-spacing: 1.6px;color: rgb(2, 30, 170);text-decoration: underline;box-sizing: border-box !important;overflow-wrap: break-word !important;">Pdf转Word,轻松搞定表格和水印!</span><span style="max-width: 100%;letter-spacing: 0.544px;word-spacing: 1.6px;box-sizing: border-box !important;overflow-wrap: break-word !important;"> | </span></span><span style="max-width: 100%;letter-spacing: 0.544px;word-spacing: 1.6px;font-size: 14px;text-decoration: underline;box-sizing: border-box !important;overflow-wrap: break-word !important;">一键把html网页保存为pdf!</span><span style="max-width: 100%;font-size: 14px;letter-spacing: 0.544px;word-spacing: 1.6px;box-sizing: border-box !important;overflow-wrap: break-word !important;"><span style="max-width: 100%;text-decoration: underline;box-sizing: border-box !important;overflow-wrap: break-word !important;">|</span>  </span><span style="max-width: 100%;letter-spacing: 0.544px;word-spacing: 1.6px;font-size: 14px;text-decoration: underline;box-sizing: border-box !important;overflow-wrap: break-word !important;">再见PDF提取收费!</span><span style="max-width: 100%;font-size: 14px;letter-spacing: 0.544px;word-spacing: 1.6px;box-sizing: border-box !important;overflow-wrap: break-word !important;"> | </span><span style="max-width: 100%;letter-spacing: 0.544px;word-spacing: 1.6px;font-size: 14px;text-decoration: underline;box-sizing: border-box !important;overflow-wrap: break-word !important;">用90行代码打造最强PDF转换器,word、PPT、excel、markdown、html一键转换</span><span style="max-width: 100%;font-size: 14px;letter-spacing: 0.544px;word-spacing: 1.6px;box-sizing: border-box !important;overflow-wrap: break-word !important;"> | </span><span style="max-width: 100%;letter-spacing: 0.544px;word-spacing: 1.6px;font-size: 14px;text-decoration: underline;box-sizing: border-box !important;overflow-wrap: break-word !important;">制作一款钉钉低价机票提示器!</span><span style="max-width: 100%;font-size: 14px;letter-spacing: 0.544px;word-spacing: 1.6px;box-sizing: border-box !important;overflow-wrap: break-word !important;"> |</span><span style="max-width: 100%;letter-spacing: 0.544px;word-spacing: 1.6px;font-size: 14px;text-decoration: underline;box-sizing: border-box !important;overflow-wrap: break-word !important;">60行代码做了一个语音壁纸切换器天天看小姐姐!</span><span style="max-width: 100%;font-size: 14px;letter-spacing: 0.544px;word-spacing: 1.6px;text-decoration: underline;box-sizing: border-box !important;overflow-wrap: break-word !important;">|</span></p>


年度爆款文案

  • 1).卧槽!Pdf转Word用Python轻松搞定

  • 2).学Python真香!我用100行代码做了个网站,帮人PS旅行图片,赚个鸡腿吃

  • 3).首播过亿,火爆全网,我分析了《乘风破浪的姐姐》,发现了这些秘密 

  • 4).80行代码!用Python做一个哆来A梦分身 

  • 5).你必须掌握的20个python代码,短小精悍,用处无穷 

  • 6).30个Python奇淫技巧集 

  • 7).我总结的80页《菜鸟学Python精选干货.pdf》,都是干货 

  • 8).再见Python!我要学Go了!2500字深度分析!

  • 9).发现一个舔狗福利!这个Python爬虫神器太爽了,自动下载妹子图片


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