1/327 0.21-2.67 aaa 现在的无人驾驶主要有两条路,09-07 14:00:47-09-07 14:00:49The main two paths for autonomous driving are currently:
2/327 3.03-7.17 n 它一条就是以特斯拉为代表的纯视觉路线,09-07 14:00:50-09-07 14:00:54One is the pure vision route represented by Tesla.
3/327 7.53-12.81 n 它就是靠摄像头就让用眼睛看什么也不用完全不用雷达。09-07 14:00:50-09-07 14:00:54It relies on cameras, so you don't need to use radar at all.
4/327 13.23-17.07 hp 但是还有一条是大部分国内的车企都走的路线,09-07 14:00:51-09-07 14:00:55However, there is another path that most domestic car companies are following.
5/327 17.37-18.87 aaa 多传感器融合路线。09-07 14:00:52-09-07 14:00:54Sensor fusion path.
6/327 19.59-20.13 n 也就是说,09-07 14:00:54-09-07 14:00:55That is to say,
7/327 20.37-22.05 aaa 摄像头毫米波雷达、09-07 14:00:55-09-07 14:00:56Millimeter wave radar, camera
8/327 22.53-25.17 n 激光雷达能装的全部都装上,09-07 14:00:56-09-07 14:00:57Install all the available sensors.
9/327 25.59-26.61 n 让他们一起干活,09-07 14:00:56-09-07 14:00:58Let them work together,
10/327 26.91-29.37 hp 但这两条路到底谁更厉害?09-07 14:00:57-09-07 14:01:00But which of these two roads is better?
11/327 29.55-35.13 n 我今天就想先来聊一聊这个人多力量大的多传感器融合路线。09-07 14:00:59-09-07 14:01:05Today, I want to start by discussing this approach that combines multiple sensors and has a lot of power.
12/327 35.37-35.97 n 也就是说,09-07 14:00:59-09-07 14:01:01That is to say,
13/327 36.21-38.07 aaa 摄像头雷达全都用,09-07 14:01:00-09-07 14:01:02Use all cameras and radar.
14/327 38.55-40.47 hp 要先说清楚这一条路线。09-07 14:01:01-09-07 14:01:05First, we need to clarify this route.
15/327 40.71-47.19 n 我们先得知道车上的那些看不见的眼睛就是雷达这个雷达有什么功能?09-07 14:01:02-09-07 14:01:07First, we need to know that the "invisible eyes" on the car are radar. What is the function of this radar?
16/327 47.43-48.21 aaa 咱们现在买车,09-07 14:01:03-09-07 14:01:05Now, we are buying a car.
17/327 48.69-49.65 n 经常听销售,09-07 14:01:05-09-07 14:01:07I often hear from sales,
18/327 49.83-51.87 aaa 说这个车有超声波雷达、09-07 14:01:06-09-07 14:01:08I heard that this car has ultrasonic radar.
19/327 52.47-53.91 hp 毫米波雷达厉害,09-07 14:01:07-09-07 14:01:09Millimeter wave radar is powerful,
20/327 54.21-58.05 n 还会说有激光雷达听着都很悬。09-07 14:01:08-09-07 14:01:11It's also a bit unsettling to hear that the lidar is listening.
21/327 58.41-59.79 n 我们现在就来分解一,09-07 14:01:09-09-07 14:01:11Let's break it down,
22/327 60.34-62.5 aaa 我们讲一讲这些到底是什么,09-07 14:01:09-09-07 14:01:11Let's talk about what these are.
23/327 62.62-63.34 hp 有什么区别?09-07 14:01:10-09-07 14:01:13What's the difference?
24/327 64.01-65.63 de 这个超声波雷达,09-07 14:01:11-09-07 14:01:41This ultrasonic radar,
25/327 65.81-68.03 n 它就是我们停车场的好帮手。09-07 14:01:12-09-07 14:01:14It is our parking lot's best helper.
26/327 68.59-70.33 n 我们就可以从倒车的时候,09-07 14:01:13-09-07 14:01:15We can start from when we are reversing,
27/327 70.45-71.77 aaa 你听到滴滴滴滴、09-07 14:01:13-09-07 14:01:15You hear the "drip, drip" sound.
28/327 71.89-73.27 hp 滴滴越响越急,09-07 14:01:14-09-07 14:01:18The louder the "Ding Ding," the more urgent.
29/327 73.75-78.89 n 那种情况就是超声波雷达在干活属于超声波雷达。09-07 14:01:15-09-07 14:01:18That situation is that ultrasonic radar is working.
30/327 79.07-81.44 n 它的原理其实特别简单,09-07 14:01:16-09-07 14:01:18Its principle is actually very simple.
31/327 81.8-88.32 aaa 从名字上你就能知道它是发出的是什么声波就跟蝙蝠一样发出声波,09-07 14:01:16-09-07 14:01:19From its name, you can tell that it emits sound waves just like a bat.
32/327 88.56-89.82 bg 碰到东西弹回来,09-07 14:01:17-09-07 14:01:41Bounced off something,
33/327 90.0-95.25 hp 然后就能够通过这个弹回来的时间距离就计算出来了。09-07 14:06:19-09-07 14:06:23Then, the time difference between the bounce back can be calculated.
34/327 95.65-97.51 xss 它的一个最大的优点是什么?09-07 14:01:19-09-07 14:02:42What is its biggest advantage?
35/327 97.75-98.71 hp 便宜和皮实。09-07 14:01:19-09-07 14:01:22Cheap and durable.
36/327 99.24-100.74 n 因为为什么便宜那么重要?09-07 14:01:20-09-07 14:01:22Why is it so important to be cheap?
37/327 100.92-104.55 n 因为一两普通的仅仅有倒车功能的车,09-07 14:01:21-09-07 14:01:23Because only a few cars have the reversing function,
38/327 104.73-108.82 aaa 就要配上四至六个超声波雷达。09-07 14:01:22-09-07 14:01:23Equipped with four to six ultrasonic radars.
39/327 109.82-111.62 hp 如果是一辆无人驾驶的车,09-07 14:01:22-09-07 14:01:27If it were an autonomous car,
40/327 111.74-113.78 n 它要配二十个雷达左右,09-07 14:01:23-09-07 14:01:27It needs to be equipped with about twenty radars.
41/327 114.08-117.98 n 而且它需要做到前后保险杠侧边全部要配上。09-07 14:01:24-09-07 14:01:29And it needs to be done so that all the front and rear bumpers, as well as the side panels, are matched.
42/327 118.5-121.02 aaa 所以如果他贵就配不起了,09-07 14:01:25-09-07 14:01:27So if he's expensive, then I can't afford him.
43/327 121.39-122.17 hp 它有多便宜,09-07 14:01:27-09-07 14:01:30How much does it cost?
44/327 122.41-124.15 n 几十块钱到一百块钱一个。09-07 14:01:28-09-07 14:01:30From a few dollars to one hundred.
45/327 125.27-127.19 aaa 所以整辆车如果装完,09-07 14:01:29-09-07 14:01:30So, if the whole car is finished,
46/327 127.77-129.689 n 可能也就几百到一千,09-07 14:01:30-09-07 14:01:32It could be a few hundred to one thousand.
47/327 130.26-131.46 hp 还是能够接受的。09-07 14:01:31-09-07 14:01:33Acceptable.
48/327 131.82-133.32 n 它的另一个好处是什么?09-07 14:01:31-09-07 14:01:32What is another benefit?
49/327 133.5-134.88 aaa 这个超声波雷达,09-07 14:01:32-09-07 14:01:33This ultrasonic radar,
50/327 135.06-136.08 n 它完全不怕,09-07 14:01:33-09-07 14:01:34It is completely fearless.
51/327 136.44-138.9 n 怎么哪怕你后保险杠上粘上了泥巴,09-07 14:01:34-09-07 14:01:35Even if mud sticks to the back bumper,
52/327 139.44-141.48 hp 你看会不会看不见不会的,09-07 14:01:34-09-07 14:01:38Can you see it, or not?
53/327 141.66-144.48 aaa 而且如果下雨什么都不耽误它。09-07 14:01:35-09-07 14:01:37And if it rains, nothing will be delayed.
54/327 144.72-146.64 n 如果在黑漆漆的车库里都没关,09-07 14:01:36-09-07 14:01:41If the car is left in a dark garage and not turned off,
55/327 146.82-150.33 n 因为它通过声波黑夜也能够有声波的传递,09-07 14:01:36-09-07 14:01:41Because it can transmit sound waves even in the dark,
56/327 150.57-151.65 aaa 所以它不怕黑。09-07 14:01:38-09-07 14:01:41Therefore, it is not afraid of the dark.
57/327 152.49-153.69 hp 但它有一个短板,09-07 14:01:38-09-07 14:01:41But it has a drawback,
58/327 153.93-154.89 aaa 它的短板是什么?09-07 14:01:41-09-07 14:01:42What are its weaknesses?
59/327 154.95-155.79 n 它只能干慢活,09-07 14:01:42-09-07 14:01:43It can only do slow work.
60/327 156.84-157.86 n 为什么只能干慢活?09-07 14:01:44-09-07 14:01:45Why can't I work fast?
61/327 158.16-159.36 de 因为它发出的是声波,09-07 14:01:44-09-07 14:02:00Because it emits sound waves,
62/327 159.66-161.34 bg 如果车速一快风一吹,09-07 14:01:45-09-07 14:02:26If the speed is fast and the wind blows,
63/327 161.82-162.9 hp 这个声波就会乱,09-07 14:01:46-09-07 14:01:48This sound will be chaotic.
64/327 163.47-164.31 aaa 这就会测不准,09-07 14:01:47-09-07 14:01:48This will be inaccurate.
65/327 164.73-165.57 n 也是这个原因,09-07 14:01:47-09-07 14:01:49This is also the reason.
66/327 165.69-168.77 n 它是天生停车倒车的好帮手。09-07 14:01:48-09-07 14:01:50It's a natural helper for reversing into parking spaces.
67/327 168.95-170.81 aaa 因为停车倒车的速度都比较慢,09-07 14:01:49-09-07 14:01:51Because the speed of parking and reversing is relatively slow,
68/327 171.6-174.25 hp 所以您只要记住超声波雷达呢,09-07 14:01:49-09-07 14:01:53So, just remember that ultrasonic radar...
69/327 174.31-177.96 n 它就是我们停车倒车的专用小助手,09-07 14:01:50-09-07 14:01:53It's our dedicated assistant for parking and reversing.
70/327 178.52-180.08 n 知道了超声波雷达之后,09-07 14:01:51-09-07 14:01:53Now that we have the ultrasonic radar,
71/327 180.2-181.58 aaa 我们还知道了,09-07 14:01:52-09-07 14:01:53We also learned that,
72/327 181.7-183.62 aaa 第二个雷达就是毫米波雷达,09-07 14:01:54-09-07 14:01:55The second radar is the millimeter wave radar.
73/327 184.16-184.88 hp 它是什么呢?09-07 14:01:55-09-07 14:01:57What is it?
74/327 185.0-187.64 n 它是我们全天候的千里眼,09-07 14:01:55-09-07 14:01:58It is our all-weather eyes,
75/327 188.13-191.49 n 它比超声波雷达还要厉害的一点是什么呢?09-07 14:01:56-09-07 14:01:59What is the key difference between it and ultrasonic radar?
76/327 191.85-193.53 aaa 它是不是用声波了,09-07 14:01:57-09-07 14:01:58Is it using sound waves?
77/327 193.71-195.51 hp 名字上你就能听出来毫米波,09-07 14:01:58-09-07 14:02:02Just by the name, you can tell it's millimeter wave.
78/327 195.75-196.71 n 它是一个电磁波,09-07 14:01:58-09-07 14:02:00It is an electromagnetic wave.
79/327 197.36-198.98 aaa 所以他能够看得远。09-07 14:01:59-09-07 14:02:00Therefore, he can see far.
80/327 199.34-200.36 n 高速上跑的时候,09-07 14:02:00-09-07 14:02:02When driving at high speeds,
81/327 200.42-203.39 n 他能够测出一两米开外的距离,09-07 14:02:01-09-07 14:02:03He can measure a distance of two meters or more.
82/327 203.75-205.19 aaa 而且它还有什么一个优点,09-07 14:02:01-09-07 14:02:03And it also has one advantage,
83/327 205.43-207.59 de 高成数的超声波声波速度一快,09-07 14:02:02-09-07 14:02:43The higher the number of particles, the faster the speed of sound.
84/327 207.77-209.03 de 风一吹就不准了。09-07 14:02:03-09-07 14:02:34The wind is blowing, and the accuracy will be affected.
85/327 209.15-210.59 n 它速度快起来,09-07 14:02:04-09-07 14:02:04It speeds up,
86/327 210.71-211.61 hp 它也是很准的,09-07 14:02:04-09-07 14:02:07It is also very accurate.
87/327 212.03-213.17 aaa 还有恶劣天气,09-07 14:02:05-09-07 14:02:06There are also bad weather conditions.
88/327 213.59-215.93 n 下雨下雪下冰雹都不影响它。09-07 14:02:06-09-07 14:02:09Rain, snow and hail don't affect it.
89/327 216.17-218.39 n 因为电磁薄它能够特殊距离,09-07 14:02:06-09-07 14:02:09Because of its electromagnetic properties, it can achieve special distances.
90/327 218.51-220.85 aaa 还能够告诉你这辆车开的快了,09-07 14:02:07-09-07 14:02:09I can also tell you how fast the car is going.
91/327 221.03-221.87 hp 还是开的慢了,09-07 14:02:08-09-07 14:02:10It's still slow.
92/327 222.05-223.13 n 离你越来越近了,09-07 14:02:09-09-07 14:02:11I'm getting closer and closer to you,
93/327 223.19-224.15 aaa 还是越来越远了。09-07 14:02:10-09-07 14:02:12It's getting further and further away.
94/327 224.6-226.34 n 这个本领摄像头都没有的。09-07 14:02:11-09-07 14:02:12This skill doesn't require a camera.
95/327 226.76-226.79 n 呃,09-07 14:07:13-09-07 14:07:13Um,
96/327 227.09-228.59 hp 摄像头看的是静止的嘛,09-07 14:02:12-09-07 14:02:15The camera only sees static images.
97/327 229.13-230.63 n 但是它有的一个缺点,09-07 14:02:13-09-07 14:02:14However, it has one disadvantage.
98/327 230.81-231.77 n 它的缺点是什么?09-07 14:02:15-09-07 14:02:16What are its disadvantages?
99/327 231.83-233.99 n 它你可以想象成它是一个近视眼,09-07 14:02:15-09-07 14:02:17You can imagine it as a nearsighted eye.
100/327 234.48-236.52 hp 他能够知道前面有东西,09-07 14:02:16-09-07 14:02:19He can know that there is something ahead.
101/327 236.76-239.64 aaa 但他没法看清楚这个到底是什么。09-07 14:02:17-09-07 14:02:18But he couldn't see what it was.
102/327 240.13-242.88 n 那他比如说他看到前面有个东西,09-07 14:02:18-09-07 14:02:22For example, he saw something in front of him.
103/327 243.0-245.4 n 他不知道前面是一辆车还是一个行人,09-07 14:02:18-09-07 14:02:22He didn't know whether it was a car or a pedestrian ahead.
104/327 245.88-248.22 aaa 他也不知道这是一辆卡车还是小轿车,09-07 14:02:19-09-07 14:02:22He didn't know whether it was a truck or a car.
105/327 248.64-251.13 hp 所以它还是有缺陷的。09-07 14:02:20-09-07 14:02:23Therefore, it is still flawed.
106/327 251.81-254.21 n 但我们只要记住毫米波雷达,09-07 14:02:22-09-07 14:02:26But we just need to remember millimeter wave radar,
107/327 254.57-257.21 n 它是负责在高速上为我们保命的。09-07 14:02:23-09-07 14:02:26It is responsible for keeping us safe on the highway.
108/327 257.57-258.65 aaa 因为任何天气,09-07 14:02:24-09-07 14:02:25Regardless of the weather,
109/327 258.95-265.68 hp 任何速度它都是非常能够胜任的那我们就要引出我们的第三个雷达了。09-07 14:02:25-09-07 14:02:32No matter the speed, it's very capable. That's why we're introducing our third radar.
110/327 265.86-268.8 aaa 第三种雷达就是最最有名的激光雷达。09-07 14:02:27-09-07 14:02:29The third type of radar is the most famous LiDAR.
111/327 269.31-273.15 n 这个名字我相信你们最近是越听越熟悉了,09-07 14:02:28-09-07 14:02:32I believe you've been hearing this name more and more recently,
112/327 273.33-274.29 n 越听越多了。09-07 14:02:29-09-07 14:02:32The more I listen, the more it seems.
113/327 275.03-275.33 bg 是的,09-07 14:02:29-09-07 14:02:43Yes,
114/327 275.51-278.39 aaa 激光雷达它就像一个高清的望远镜。09-07 14:02:30-09-07 14:02:32Laser radar is like a high-definition telescope.
115/327 279.41-285.3 n 刚才我们说了毫米波雷达这种电磁波雷达的缺陷就是近视眼。09-07 14:02:33-09-07 14:02:37We just talked about the defect of millimeter wave radar, which is nearsightedness.
116/327 285.48-289.86 n 但是激光雷达那就是一个高清摄像头呃,09-07 14:02:34-09-07 14:02:37But LiDAR is essentially a high-resolution camera,
117/327 289.98-291.24 hp 或者高清望远镜,09-07 14:02:34-09-07 14:02:37Or a high-resolution telescope,
118/327 291.42-292.98 aaa 它能够看得非常清楚。09-07 14:02:35-09-07 14:02:36It can see very clearly.
119/327 293.22-294.66 aaa 前面是一辆车呃,09-07 14:07:37-09-07 14:07:38There's a car in front,
120/327 294.96-295.92 de 还是一个行人,09-07 14:02:37-09-07 14:02:56Still a pedestrian,
121/327 296.16-297.48 aaa 或者是一辆什么车,09-07 14:02:37-09-07 14:02:39What kind of car is it?
122/327 298.04-299.69 n 他都看的清清楚楚。09-07 14:02:38-09-07 14:02:40He could see it clearly.
123/327 300.69-305.19 n 但是你们知不知道这个激光雷达曾经是相当贵的,09-07 14:02:39-09-07 14:02:43But did you know that LiDAR used to be quite expensive?
124/327 305.37-305.91 hp 有多贵。09-07 14:02:40-09-07 14:02:43How much does it cost?
125/327 306.09-307.77 aaa 我在二零一九年的时候,09-07 14:02:40-09-07 14:02:42In 2019,
126/327 308.13-310.71 n 我们的无人车上用的一个激光雷达,09-07 14:02:41-09-07 14:02:43The LiDAR used on our autonomous vehicle,
127/327 310.89-312.99 xss 一个就要五十万人民币。09-07 14:02:44-09-07 14:03:52Fifty thousand RMB.
128/327 313.57-316.86 aaa 所以说这不是普通车能够用的,09-07 14:02:45-09-07 14:02:47Therefore, this is not a vehicle that can be used by ordinary cars.
129/327 317.22-318.66 n 就是专门给无人车,09-07 14:02:45-09-07 14:02:46Specifically for unmanned vehicles,
130/327 318.96-321.54 hp 或者是说科研机构烧钱玩的。09-07 14:02:46-09-07 14:02:51Or, it's just that research institutions are spending money on frivolous things.
131/327 322.0-325.9 bg 但是这个情况其实在二零一六年的时候有了一个转折。09-07 14:02:47-09-07 14:03:50However, this situation actually had a turning point in 2016.
132/327 326.32-331.27 n 为什么这时候在这一年中国有两家初创公司入场了,09-07 14:02:47-09-07 14:02:51Why are there two startups entering the market in China at this time?
133/327 331.69-333.37 de 一家就是和赛科技,09-07 14:02:48-09-07 14:03:10One is and with Sai Technology,
134/327 333.88-335.44 n 一家就是速腾巨创,09-07 14:02:49-09-07 14:02:51A company is called "Shengchuang".
135/327 335.8-338.56 aaa 他们敏锐的抓住了技术迭代的机会,09-07 14:02:49-09-07 14:02:51They keenly seized the opportunity of technological iteration,
136/327 339.1-345.18 n 把曾经的激光雷达被美国完全统治的那个激光雷达,09-07 14:02:52-09-07 14:02:55The LiDAR technology that was once completely dominated by the United States,
137/327 345.54-347.94 aaa 直接把人家的祖师爷打成了先烈。09-07 14:02:53-09-07 14:02:55Turned the ancestor of someone into a martyr.
138/327 348.46-350.86 n 你猜猜现在激光雷达多少钱,09-07 14:02:53-09-07 14:02:55How much does a LiDAR cost now?
139/327 351.44-352.88 hp 现在才几千块钱,09-07 14:02:54-09-07 14:02:58Now it's only a few thousand yuan,
140/327 353.24-354.86 aaa 最便宜的甚至不到一千,09-07 14:02:55-09-07 14:02:57The cheapest ones are even less than one thousand.
141/327 355.44-357.24 n 而且是不到十年的时间,09-07 14:02:57-09-07 14:02:59And it's been less than ten years.
142/327 357.77-359.27 de 从五十万到一千,09-07 14:02:57-09-07 14:03:29From fifty thousand to one thousand,
143/327 359.689-362.93 aaa 这个降价幅度有多么的恐怖半导验,09-07 14:02:58-09-07 14:03:00How significant is this price cut in semiconductors?
144/327 363.11-365.03 hp 它是有一个著名的摩尔定律,09-07 14:02:59-09-07 14:03:02It has a famous Moore's Law,
145/327 365.53-367.51 n 每十八个月性能翻倍,09-07 14:02:59-09-07 14:03:02Every eighteen months, the performance can double.
146/327 367.81-368.59 n 价格减半。09-07 14:03:00-09-07 14:03:02Price halved.
147/327 369.54-374.46 aaa 中国激光雷达的降价速度的是直接把摩尔定律都干碎了。09-07 14:03:01-09-07 14:03:03The rapid price decline of Chinese LiDARs is like shattering Moore's Law.
148/327 375.09-378.51 n 今天百分之九十以上的激光雷达市场,09-07 14:03:03-09-07 14:03:08Today, more than 90% of the LiDAR market is...
149/327 378.81-382.17 n 全球的都被几家中国公司论垄断了,09-07 14:03:04-09-07 14:03:08Several Chinese companies have monopolized the global market.
150/327 382.53-388.2 hp 何载速腾华为也是非常厉害的一个激光雷达的公司。09-07 14:03:04-09-07 14:03:09Hecar, a subsidiary of Huawei, is also a very powerful LiDAR company.
151/327 388.32-388.38 aaa 啊。09-07 14:03:05-09-07 14:03:05Oh.
152/327 388.56-389.04 aaa 说到这儿,09-07 14:03:06-09-07 14:03:08At this point,
153/327 389.22-391.62 n 我还想插一个很多人都不知道的事情,09-07 14:03:08-09-07 14:03:12I also want to add something that many people don't know about,
154/327 392.44-395.3 n 就是中国激光雷达的起点呢,09-07 14:03:09-09-07 14:03:11The starting point of Chinese LiDAR,
155/327 395.54-397.28 aaa 其实和两弹一星有关。09-07 14:03:10-09-07 14:03:12Actually, it's related to the two bombs and one star.
156/327 397.46-399.02 hp 在一九六五年的时候,09-07 14:03:11-09-07 14:03:13In 1965,
157/327 399.32-402.56 de 钱学生就提出了一个非常前瞻性的问题,09-07 14:03:11-09-07 14:03:57The student, Chen, raised a very forward-looking question.
158/327 402.99-405.03 n 就是激光能不能用来做探测?09-07 14:03:12-09-07 14:03:14Can lasers be used for detection?
159/327 405.67-410.05 n 谁能想到当年那个从两弹一星里长出来的种子,09-07 14:03:13-09-07 14:03:17Who would have thought that the seed, which came from two bombs and one star?
160/327 410.53-414.82 aaa 今天呢竟然长成了垄断全球的参天大树,09-07 14:03:13-09-07 14:03:16Today, it has actually grown into a towering tree that dominates the global market.
161/327 415.3-417.08 hp 温路的菜也都好了。09-07 14:03:14-09-07 14:03:17The dishes on Wen Road are all ready.
162/327 417.26-418.52 n 我今天煮的一大锅,09-07 14:03:15-09-07 14:03:17I cooked a big pot today,
163/327 419.41-421.51 aaa 我每次卤牛肉都喜欢卤不一样的,09-07 14:03:17-09-07 14:03:18I always like to try different ways of braising beef.
164/327 421.63-425.29 n 比如有牛腩牛筋几样卤在一起会特别的香。09-07 14:03:17-09-07 14:03:22For example, when braising beef brisket and other cuts of beef together, the flavor will be particularly delicious.
165/327 426.17-427.1 n 哈哈哈哈。09-07 14:03:18-09-07 14:03:19Haha haha.
166/327 427.37-427.55 hp 当然,09-07 14:03:19-09-07 14:03:21Of course,
167/327 427.61-430.13 bg 它激光雷达也有它娇气的地方,09-07 14:08:20-09-07 14:09:03It also has its own picky places,
168/327 430.76-433.36 aaa 他和毫米波雷达不一样,09-07 14:03:20-09-07 14:03:22He is different from millimeter wave radar.
169/327 433.54-435.88 n 毫米波雷达恶劣天气完全不怕,09-07 14:03:21-09-07 14:03:23Radar with millimeter wave, no fear of bad weather.
170/327 436.0-437.57 hp 但他怕什么怕大雨,09-07 14:03:22-09-07 14:03:24He is afraid of heavy rain.
171/327 437.81-438.29 aaa 怕大雾,09-07 14:03:22-09-07 14:03:23Afraid of fog,
172/327 438.47-439.07 n 怕极冷,09-07 14:03:23-09-07 14:03:25Afraid of the cold,
173/327 439.31-439.85 n 怕极热,09-07 14:03:24-09-07 14:03:25Afraid of heat,
174/327 440.37-442.17 aaa 镜头上湖上的泥巴也就不行。09-07 14:03:24-09-07 14:03:26The mud on the lake is also very good.
175/327 442.7-445.34 hp 它现在是属于特别娇贵,09-07 14:03:25-09-07 14:03:29It is now a special and delicate one.
176/327 445.76-448.4 n 而且它里面的灵器竟然又很精密,09-07 14:03:26-09-07 14:03:29Moreover, the artifacts inside were surprisingly intricate.
177/327 448.92-449.94 n 车子开久了,09-07 14:03:26-09-07 14:03:29The car has been used for a long time,
178/327 450.36-451.98 aaa 颠簸了都会有偏差。09-07 14:03:27-09-07 14:03:29There will always be deviations.
179/327 452.4-457.22 n 但是你也不用担心车子会自己对着路边的标线护栏,09-07 14:03:30-09-07 14:03:33But don't worry, the car won't automatically steer towards roadside signs or barriers.
180/327 457.34-460.28 hp 它自动每次你开它会做一个校准。09-07 14:03:30-09-07 14:03:34It automatically performs a calibration every time you open it.
181/327 460.7-462.56 de 所以说平时你完全不用管它,09-07 14:03:31-09-07 14:04:00So, you don't need to worry about it at all.
182/327 462.74-465.26 aaa 它自己在背后偷偷摸摸的在校准,09-07 14:03:32-09-07 14:03:34It secretly calibrates itself in the background.
183/327 466.08-467.94 n 除非什么情况下你撞车了,09-07 14:03:32-09-07 14:03:34Unless you have been in an accident,
184/327 468.18-468.96 n 撞的比较厉害,09-07 14:03:34-09-07 14:03:35It was a pretty serious collision.
185/327 469.14-471.84 hp 这个激光雷达已经没法自我调整了。09-07 14:03:35-09-07 14:03:39This LiDAR system can no longer be self-adjusted.
186/327 472.29-475.65 aaa 那个时候你可能才需要去保养一下去较一下准。09-07 14:03:35-09-07 14:03:39At that time, you might need to go for a check-up and get some tests done.
187/327 476.72-479.72 n 最后你就记住激光雷达看的特别真切。09-07 14:03:36-09-07 14:03:39Finally, you will remember that LiDAR is very realistic.
188/327 480.08-481.58 n 但是的确有点娇气,09-07 14:03:37-09-07 14:03:39But it's a bit demanding,
189/327 481.82-482.6 hp 被伺候着。09-07 14:03:39-09-07 14:03:41Being served.
190/327 483.45-484.53 aaa 上述这一些雷达,09-07 14:03:40-09-07 14:03:41The above radars,
191/327 484.83-485.91 n 无论是激光雷达,09-07 14:03:41-09-07 14:03:42Whether LiDAR or not,
192/327 486.09-486.57 n 什么雷达,09-07 14:03:41-09-07 14:03:42What radar,
193/327 486.75-489.95 aaa 它的寿命其实至少和车一样,09-07 14:03:42-09-07 14:03:44Its lifespan is actually at least as long as a car,
194/327 490.19-493.31 hp 寿命最短的雷达也和车的使用寿命一样,09-07 14:03:43-09-07 14:03:47The shortest-lived radar is just like the lifespan of a car,
195/327 493.61-495.17 n 用个十年完全没问题。09-07 14:03:43-09-07 14:03:47It's perfectly fine to use for ten years.
196/327 495.29-497.63 n 所以你不用担心车上装了个激光雷达,09-07 14:03:44-09-07 14:03:47So you don't have to worry about having a LiDAR installed in your car.
197/327 497.69-499.61 aaa 会不会激光雷达要要先换,09-07 14:03:45-09-07 14:03:47Will the LiDAR need to be replaced first?
198/327 499.91-500.75 n 先换不会的,09-07 14:03:48-09-07 14:03:50First, change the ones that are not right.
199/327 501.06-502.92 hp 它差不多跟车的寿命一样。09-07 14:03:51-09-07 14:03:56It's about the same as a car's lifespan.
200/327 503.28-508.14 n 接下来我们就要说为什么国内的车企要让他们一起合作干活呢?09-07 14:03:51-09-07 14:03:56Now we're going to talk about why domestic automakers want them to work together.
201/327 508.62-510.56 bg 其实答案也很简单,09-07 14:03:52-09-07 14:04:22The answer is actually very simple.
202/327 510.98-514.52 n 一个对安全负责的系统一定会选择冗余。09-07 14:03:53-09-07 14:03:56A system that is responsible for security will always choose redundancy.
203/327 515.03-517.38 aaa 就像团队作战一个人再能干,09-07 14:03:53-09-07 14:03:56Just like a team, one person can do more than just one thing.
204/327 517.56-518.16 xss 也有短板,09-07 14:03:54-09-07 14:05:03There are also weaknesses.
205/327 518.459-519.36 hp 三个人一起上,09-07 14:03:57-09-07 14:03:59Three people together,
206/327 519.72-521.58 n 才能把安全做到极致。09-07 14:03:57-09-07 14:04:00Only then can safety be achieved to the highest level.
207/327 522.19-523.21 aaa 摄像头怕黑,09-07 14:03:58-09-07 14:03:59Cameras are afraid of the dark.
208/327 523.45-524.53 n 怕雨没有关系,09-07 14:03:59-09-07 14:04:00It's okay to be afraid of the rain,
209/327 524.89-525.91 de 毫米波雷达来,09-07 14:03:59-09-07 14:04:33Millimeter wave radar is coming,
210/327 526.15-529.52 hp 顶上毫米波雷达看不清物体没关系,09-07 14:04:00-09-07 14:04:06The millimeter-wave radar on top doesn't need to see objects clearly,
211/327 529.82-532.22 aaa 激光雷达会把轮廓画出来。09-07 14:04:01-09-07 14:04:02LiDAR will draw outlines.
212/327 532.78-535.66 n 同时这三样东西哪怕有其中的一样,09-07 14:04:01-09-07 14:04:06At the same time, even if only one of these three things is present,
213/327 536.02-537.1 de 哪怕就是坏了。09-07 14:04:02-09-07 14:04:33Even if it's broken.
214/327 537.28-542.91 n 另两样他自己也能够知道大部分情况下可以把事车开下去。09-07 14:04:03-09-07 14:04:06In most cases, he can also figure out how to get the thing moving on his own.
215/327 543.27-545.67 aaa 但如果你只有一样东西的系统,09-07 14:04:03-09-07 14:04:06But if you only have one system,
216/327 545.85-549.11 hp 那你可能就会担心万一失灵了怎么办?09-07 14:04:06-09-07 14:04:11Then you might be worried about what to do if it fails.
217/327 549.23-551.63 de 所以这就是一个冗余所带来的好处,09-07 14:09:08-09-07 14:09:25That's the benefit of redundancy,
218/327 552.05-554.77 aaa 但是是不是冗余都是好处?09-07 14:04:08-09-07 14:04:09But are all redundancies good?
219/327 555.01-555.85 n 有人可能又会问,09-07 14:04:08-09-07 14:04:10Some people might ask again,
220/327 556.28-557.48 n 既然冗余有好处,09-07 14:04:09-09-07 14:04:10Since redundancy has benefits,
221/327 557.66-559.28 aaa 那为什么又会有两条路线?09-07 14:04:10-09-07 14:04:11Why are there two routes?
222/327 559.7-560.66 n 有用冗余的,09-07 14:04:11-09-07 14:04:11Useful redundancy,
223/327 560.78-561.8 n 有纯视觉的,09-07 14:04:11-09-07 14:04:13There are pure visual ones,
224/327 561.92-564.92 hp 其实团队作战让这几个人一起开工,09-07 14:04:12-09-07 14:04:17Actually, working together as a team allowed these people to start work at the same time.
225/327 565.45-567.61 aaa 可不是就把东西堆上去就行。09-07 14:04:13-09-07 14:04:14It's not just about piling things up.
226/327 567.91-570.37 n 它是有三个特别棘手的难题,09-07 14:04:13-09-07 14:04:15It has three particularly tricky problems.
227/327 570.67-571.15 n 要解决。09-07 14:04:14-09-07 14:04:15To solve.
228/327 571.76-573.98 aaa 第一个难题就是时间得对齐。09-07 14:04:15-09-07 14:04:17The first problem is to align the timing.
229/327 574.53-575.43 n 你想摄像头,09-07 14:04:16-09-07 14:04:17You want a camera,
230/327 575.67-577.47 n 假设一秒拍十张照片,09-07 14:04:17-09-07 14:04:19Assuming taking 10 photos per second,
231/327 578.01-580.11 aaa 毫米波雷达一秒测二十次,09-07 14:04:17-09-07 14:04:19Millimeter wave radar measures 20 times per second.
232/327 580.59-582.99 n 激光雷达一秒也扫个十多次,09-07 14:04:18-09-07 14:04:21Laser radar scans ten times or more in a second.
233/327 583.61-585.35 hp 他们不是同时眨眼的,09-07 14:04:19-09-07 14:04:22They don't blink at the same time.
234/327 585.59-586.97 n 不是同时扫描的。09-07 14:04:20-09-07 14:04:21Not simultaneous.
235/327 587.21-591.59 aaa 所以我们得知道摄像头在第零点零一秒拍的照片,09-07 14:04:20-09-07 14:04:24Therefore, we need to know the photo taken by the camera at 0.01 seconds.
236/327 592.16-598.82 n 应该对齐毫米波雷达第零点零二秒的数据还是第零点零一五秒的数据。09-07 14:04:21-09-07 14:04:27Which data should be aligned: 0.02 seconds or 0.015 seconds?
237/327 599.38-600.52 n 如果时间不对,09-07 14:04:22-09-07 14:04:24If the timing is wrong,
238/327 600.64-604.12 bg 上数据就是乱的车就会做出错误的判断,09-07 14:04:23-09-07 14:05:10If the data is messy, it will lead to incorrect judgments.
239/327 604.42-606.1 hp 这可是生死攸关的,09-07 14:04:23-09-07 14:04:27This is a matter of life and death,
240/327 606.22-608.68 aaa 所以时间得顿齐是一个难题。09-07 14:04:24-09-07 14:04:27Therefore, the problem of time is a difficult one.
241/327 609.36-611.58 n 第二个难题是空间得对齐,09-07 14:04:25-09-07 14:04:27The second problem is spatial alignment.
242/327 612.23-612.95 aaa 同一个东西,09-07 14:04:28-09-07 14:04:29The same thing,
243/327 613.13-616.19 n 在三个人眼里看到的是完全不同的东西。09-07 14:04:29-09-07 14:04:30What three people see is completely different.
244/327 616.72-620.5 hp 比如一个行人摄像头看到的是一些像素点,09-07 14:04:29-09-07 14:04:33For example, a camera sees pedestrians as some pixels.
245/327 621.05-622.73 n 就是照片里的那些像素点。09-07 14:04:30-09-07 14:04:33It's just those pixels in the photo.
246/327 623.18-625.25 aaa 但毫米波雷达看到的是什么?09-07 14:04:30-09-07 14:04:33What does millimeter-wave radar see?
247/327 625.95-627.09 n 毫米波雷达是声波。09-07 14:04:31-09-07 14:04:34Millimeter wave radar is a sound.
248/327 627.33-628.65 de 所以看到的是一个回波,09-07 14:04:33-09-07 14:05:10So what you see is an echo.
249/327 629.07-632.13 n 就像你对着山谷喊一声听到的那个回声,09-07 14:04:34-09-07 14:04:36Just like the echo you hear when shouting into a valley,
250/327 632.83-634.75 de 但激光雷达看到的是什么呢?09-07 14:04:35-09-07 14:04:58What does LiDAR see?
251/327 634.809-635.53 aaa 是一堆光点。09-07 14:04:35-09-07 14:04:36A pile of light spots.
252/327 635.97-639.33 hp 因为它每秒向外发射数百万速的激光,09-07 14:04:36-09-07 14:04:40Because it emits millions of laser beams per second,
253/327 639.69-641.19 n 碰到东西就弹回来。09-07 14:04:37-09-07 14:04:40Bounce back when you hit something.
254/327 641.49-644.91 n 通过这样来画出一个东西的精确轮廓。09-07 14:04:37-09-07 14:04:40To draw the exact outline of something.
255/327 645.47-651.01 aaa 所以他们都得通过数学计算换算到同一个空间坐标里,09-07 14:04:38-09-07 14:04:40Therefore, they all need to convert everything into the same coordinate system through mathematical calculations.
256/327 651.35-654.65 n 这才知道你们三说的都是那一个行人,09-07 14:04:41-09-07 14:04:44I finally realized that all three of you were talking about the same person.
257/327 654.95-658.67 hp 这就是让三个不同语言的人说同一句话,09-07 14:04:42-09-07 14:04:46This is how three people speaking different languages can say the same thing.
258/327 659.09-661.31 aaa 这就叫做空间得对齐。09-07 14:04:42-09-07 14:04:44This is called spatial alignment.
259/327 661.91-664.73 n 第三个难题是芯片算力得够,09-07 14:04:43-09-07 14:04:46The third problem is whether the computing power of chips can be sufficient.
260/327 665.32-666.16 de 还不能太忙。09-07 14:09:46-09-07 14:09:56Don't be too busy yet.
261/327 666.96-668.16 aaa 这么多传感器。09-07 14:04:45-09-07 14:04:46So many sensors.
262/327 668.46-672.15 n 大家知道光是雷达可能有二十个,09-07 14:04:46-09-07 14:04:48Everyone knows that there could be as many as twenty radars.
263/327 672.45-674.67 aaa 摄像头有十多个二十个,09-07 14:04:46-09-07 14:04:49There are more than ten, up to twenty cameras.
264/327 675.51-677.66 n 反正就是这么多的传感器。09-07 14:04:47-09-07 14:04:49Well, there are so many sensors.
265/327 677.9-681.14 hp 每秒钟大家可以想想产生的数据量有多少?09-07 14:04:48-09-07 14:04:51How much data can be generated per second?
266/327 681.78-687.72 n 光是激光雷达一个激光雷达一秒就有几十万甚至上百万个点。09-07 14:04:49-09-07 14:04:54Just a LiDAR, one LiDAR can have tens of thousands or even hundreds of thousands of points per second.
267/327 688.17-692.19 aaa 这些数据又必须在一百毫秒内全部处理完,09-07 14:04:49-09-07 14:04:52These data must also be processed completely within 100 milliseconds.
268/327 692.67-694.589 n 否则车都开出去好几米了,09-07 14:04:50-09-07 14:04:53Otherwise, the car has been driven out several meters.
269/327 694.83-695.61 hp 反应就慢了。09-07 14:04:52-09-07 14:04:54The reaction is slow.
270/327 695.95-699.31 aaa 这就要求车上芯片的算力得特别强,09-07 14:04:52-09-07 14:04:55This requires the chips in cars to have particularly strong computing power.
271/327 699.9-701.64 n 但算力强又会怎么样呢?09-07 14:04:54-09-07 14:04:56But what if the computing power is strong?
272/327 701.879-702.3 n 功耗大,09-07 14:04:55-09-07 14:04:56High power consumption,
273/327 702.54-705.06 hp 车里就像什么装了一个小暖气片,09-07 14:04:55-09-07 14:04:59There's like a small radiator in the car,
274/327 705.72-706.32 aaa 散热不好,09-07 14:04:56-09-07 14:04:57Poor heat dissipation,
275/327 706.56-708.0 n 芯片就会自动降频,09-07 14:04:57-09-07 14:04:58The chip will automatically reduce its frequency.
276/327 708.59-709.31 n 一旦降平,09-07 14:04:57-09-07 14:04:58Once lowered,
277/327 709.49-710.75 aaa 他的算力就打折了,09-07 14:04:58-09-07 14:04:59His computing power is discounted.
278/327 710.93-711.53 de 算的慢了,09-07 14:04:59-09-07 14:05:21It's taking a while.
279/327 711.88-713.2 n 安全又会受到影响。09-07 14:04:59-09-07 14:05:01Safety will also be affected.
280/327 713.38-715.3 n 所以是一个互相牵制的,09-07 14:05:00-09-07 14:05:02Therefore, it is a mutually restraining one.
281/327 715.54-718.96 hp 而且车上芯片也是随着计算量越来越大,09-07 14:05:01-09-07 14:05:07Moreover, the chips in cars are also becoming larger due to increasing computational demands.
282/327 719.14-720.34 aaa 变得越来越多。09-07 14:05:01-09-07 14:05:02Increasing.
283/327 720.76-722.74 n 从一片两片到四片,09-07 14:05:02-09-07 14:05:04From two to four sheets,
284/327 722.98-725.74 n 到现在最厉害的都带八片芯片。09-07 14:05:03-09-07 14:05:07The most powerful ones now all have eight-chip configurations.
285/327 726.53-730.13 aaa 所以说我们还得考虑的另一个点就是负载均衡,09-07 14:05:03-09-07 14:05:07Therefore, another point we need to consider is load balancing.
286/327 730.59-733.77 xss 不能让一个芯片忙死别的芯片闲置。09-07 14:05:04-09-07 14:07:37Don't let a chip work hard while other chips are idle.
287/327 734.34-734.82 n 你可以想,09-07 14:05:05-09-07 14:05:07You can think,
288/327 735.48-737.82 n 如果中央处理器太忙,09-07 14:05:07-09-07 14:05:09If the central processor is too busy,
289/327 738.36-740.34 aaa 来不及给数据打时间戳,09-07 14:05:08-09-07 14:05:10It's too late to add timestamps to the data.
290/327 740.64-744.96 hp 那明明是这一秒上来的数据被打成了下一秒的时间戳,09-07 14:05:09-09-07 14:05:14That's actually the data from this second being converted into a timestamp for the next second.
291/327 745.32-747.18 n 那时间对齐不就乱了吗?09-07 14:05:09-09-07 14:05:11Does that not cause a mess?
292/327 747.63-749.88 n 这相当于芯片在瞎指挥,09-07 14:05:10-09-07 14:05:12This is like a chip giving orders without any control.
293/327 750.36-751.62 bg 那在咱们车上,09-07 14:05:11-09-07 14:05:34In our car,
294/327 751.86-754.62 aaa 我们怎么能够知道芯片有没有类呢?09-07 14:05:11-09-07 14:05:13How can we know if a chip has been tampered with?
295/327 754.86-756.66 de 有没有算力瓶颈呢?09-07 14:05:12-09-07 14:05:43Is there a bottleneck in computing power?
296/327 757.12-760.24 n 其实我们从数据流的变化是能够听出来的。09-07 14:05:13-09-07 14:05:16Actually, we can hear the changes in data flow.
297/327 760.64-762.02 n 比如说一个摄像头,09-07 14:05:13-09-07 14:05:16For example, a camera.
298/327 762.66-765.54 aaa 本来应该一秒传递时帧画面,09-07 14:05:14-09-07 14:05:16The frame that should have been transmitted in one second.
299/327 766.44-769.2 n 您发现有时候一秒来了八针后,09-07 14:05:17-09-07 14:05:21You find that sometimes eight needles come in one second.
300/327 769.38-770.52 n 一秒来了十二针,09-07 14:05:18-09-07 14:05:21Twelve needles arrive in one second.
301/327 771.11-774.35 aaa 那说明芯片已经在超负荷运转了,09-07 14:05:18-09-07 14:05:21That means the chip is already running at full capacity.
302/327 774.59-775.49 hp 处理不过来了。09-07 14:05:19-09-07 14:05:22I can't process it.
303/327 775.94-776.78 n 如果更严重,09-07 14:05:21-09-07 14:05:23If it's more serious,
304/327 777.02-778.88 n 下一秒直接没有数据了,09-07 14:05:22-09-07 14:05:24The next second, there was no data.
305/327 779.0-780.98 aaa 那说明缓冲区已经满了,09-07 14:05:23-09-07 14:05:24That means the buffer is full.
306/327 781.16-782.6 de 数据都被丢弃了,09-07 14:05:23-09-07 14:05:58The data has been discarded.
307/327 782.96-784.7 hp 这个信号特别关键。09-07 14:05:24-09-07 14:05:27This signal is particularly important.
308/327 785.68-788.56 n 因为丢一针可能就错过一个行人,09-07 14:05:25-09-07 14:05:27Because losing a needle could mean missing an entire pedestrian.
309/327 789.04-792.88 de 延迟一百毫秒车已经冲出去好几米了。09-07 14:10:26-09-07 14:10:46The car, which was delayed by 100 milliseconds, has already driven a few meters.
310/327 793.3-797.02 aaa 所以说数据就是无人车的生命线芯片,09-07 14:05:26-09-07 14:05:28Therefore, data is the lifeline of autonomous vehicles.
311/327 797.32-799.66 n 就是这条生命线上的调度源。09-07 14:05:27-09-07 14:05:30This is the source of dispatch on this lifeline.
312/327 800.58-802.8 n 但目前其实在我们开的过程中,09-07 14:05:27-09-07 14:05:30But currently, in the process of our development,
313/327 803.16-805.8 hp 很多车还没有实时检测芯片,09-07 14:05:28-09-07 14:05:32Many cars don't have real-time detection chips.
314/327 805.98-807.84 aaa 有没有过盲或丢帧啥的,09-07 14:05:29-09-07 14:05:30Have you ever experienced blindness or frame loss?
315/327 808.19-809.33 n 一般都是启动的时候,09-07 14:05:31-09-07 14:05:33Usually, it happens when the system is starting up.
316/327 809.45-809.99 n 检测一下,09-07 14:05:32-09-07 14:05:33Check,
317/327 810.35-813.17 aaa 检测完成后再开始无人驾驶功能。09-07 14:05:32-09-07 14:05:34After detection is complete, start the autonomous driving function.
318/327 813.41-816.77 hp 所以您看一辆无人车能安全的跑在路上。09-07 14:05:33-09-07 14:05:38So, do you think a self-driving car can safely drive on the road.
319/327 816.95-818.45 n 它背后呢是摄像头,09-07 14:05:34-09-07 14:05:35Behind it is a camera,
320/327 819.05-819.89 n 毫米波雷达、09-07 14:05:35-09-07 14:05:36Millimeter wave radar,
321/327 820.25-822.17 aaa 激光雷达各司其职,09-07 14:05:35-09-07 14:05:37LiDAR systems, each with its own strengths and weaknesses.
322/327 822.72-825.18 bg 是摄像头的数据和雷达的数据,09-07 14:05:36-09-07 14:06:08Camera data and radar data,
323/327 825.48-832.23 n 在毫秒级的时间里对其融合最后还是好几块大蒜力芯片,09-07 14:05:36-09-07 14:05:40Merge several large garlic chips into it within milliseconds.
324/327 832.47-835.83 n 在拼命工作还得保证自己不被累垮。09-07 14:05:37-09-07 14:05:40Work hard, but don't burn yourself out.
325/327 836.48-838.82 aaa 以后有机会我们就会聊聊另一条路,09-07 14:05:38-09-07 14:05:40We'll talk about another option later,
326/327 839.24-841.76 hp 纯世界路线到底行不行?09-07 14:05:39-09-07 14:05:42Is the No Man's Sky route really feasible?
327/327 842.38-843.04 n 我们下期见。09-07 14:05:40-09-07 14:05:41See you next time.