To the Stratosphere

[Applause]

just a sec sorry i gotta

get this uh we’ll get to that in a

moment all right

so this is a story about how

an idea that probably sounds ridiculous

on paper

might just save you from a global

catastrophe that you probably didn’t

know you needed to worry about

and i’m an engineer so for me this is a

story about how sometimes

the best solutions and the most simple

solutions aren’t always the most obvious

solutions

and uh that’s what i’m here to talk

about and we’ll open that up in a bit so

first

imagine you’re you’re sitting on an

airplane you’re about three quarters of

the way through your flight you open

that little

pack of peanuts that they gave you and

you’re eating a few of them and the ding

comes on it’s like hey we’re getting

ready to land

stewardess is coming down and maybe

you’re watching tv

you know they got satellite tv on these

airplanes a little seat back screen now

and it starts to flicker a little bit

not sure what’s up with that but you

don’t really think take another handful

of peanuts and pretty soon the lights

start to flicker and if you’re up in the

cockpit

the instruments go dark the airplane

starts to do this thing

you know it’s bad news right

it’s a bad situation all right so so

what happened what do you think went

wrong

in this situation probably not probably

not going where you expect with this

so what what about this uh coronal

mass ejection is what this is called you

probably know that

solar flare is another term this is a

pretty big one uh from about 2012

it’s a nasa footage it’s pretty cool

that they can take these kind of

pictures right

so this thing blasts out of the sun and

it’s racing toward the earth

and along with that that matter from the

sun

here it comes isn’t that great and uh

along with that matter from the sun

is radiation right there’s there’s

electromagnetic radiation coming at you

and what what does this do so if you

guys have seen ocean’s eleven

uh that there’s that part where they set

off the emp right all the lights in

vegas go out

i’m not sure that thing really exists

but that’s the idea right that’s that’s

what happens

and at a high level this is a real

phenomenon right this happens every day

i think most of you probably

know that this is a thing but you don’t

really worry about it because it hasn’t

really

affected your life right but it can and

i’m not just talking about

maybe and what could happen um in 1859

there was something called the

carrington event it was a

very large solar flare that came racing

across towards earth and

and when it got here it wreaked havoc

with some things it made some pretty

lights in the sky but also people who

were

sitting at telegraph keys got blown out

of their chairs by the radiation that

got picked up

i mean it’s a real thing and that was a

time where electronics and

electricity at all really were not

exactly used quite as much as they are

today

i bet most of you have some pretty

complicated electronic devices in your

pocket right now right so

if this were to happen again and it

could this is just statistics it

can happen we could have a lot of

serious problems um the airplane falling

out of the sky is probably an extreme

example

but what’s a lot more likely is is

impact on satellites right they’re out

in space

they don’t have the protection of the

earth’s atmosphere to keep that

radiation away

so satellites maybe doesn’t sound like

that big of a deal but probably stop and

think about how often you interact with

the satellite every day you don’t

probably think about it but you punch up

an address on your phone and it

tells you where to go that’s using gps

satellites you turn your radio on in a

newer car it’s probably coming through

from satellite

if you live in a more remote area you

might get internet or you know phone the

way you

you stay in touch with your family is

used through satellites

so this is something that would have a

pretty big impact on society as a whole

if it happened and it’s

something that’s probably worth

preparing for right

so what are we going to do about it so

i’m here to tell you about one solution

not the only solution but this is one i

work on and so i’m excited about it

right

so this this solution i’m gonna try to

walk you through this and it hopefully

it won’t get too techy for you but

there’s four key technologies that make

this up

um so we’ll talk through them real quick

the first one is

called uh sailing so you’ve probably

heard of this one it’s been around for a

while you

put something up in the air like a sheet

or something like that right and it

carries you somewhere

a lot of things can move in the air with

wind blowing on them so i think i

probably don’t have to explain this one

very much um the next one is

is uh weather forecasting now this has

also been around for a while i mean i

think there was a

time where you put the rock outside the

cave right and if the rock is wet you

know it’s raining

but we’ve come a long ways from that

time right

and so the kind of stuff we’ve been

doing really only in the last hundred

years is numerical weather prediction

where we

we take measurements all around the

earth we put all that together we do

some math we try to predict where air is

moving through the sky and we use that

to tell

you know is it going to rain tomorrow

and things like that and and that can be

pretty serious right if

if it’s going to rain tomorrow may not

matter that much but if you need to

prepare because of hurricanes racing

across the ocean right that’s probably a

big deal you’re glad you have that

and then the last one here that i’m

going to talk about is

machine learning so if you work in a

technology field and you give

some kind of a technology talk and you

don’t use machine learning you’re doing

something wrong in this day and age and

people will look down upon you but

there is actually an application for

machine learning here there’s

data coming together and we’re using

that technology so we’ll talk about how

in a little bit

so those are the first three so now the

uh the fourth thing i’ve got for a

technology is inside this box here

and uh you never know if you should do

an actual

technical demo live there’s always

things that can go wrong but i’m gonna

give it a shot so bear with me

so i just gotta

keep these things protected you know uh

yeah

so there we go

this uh this is a talk about balloons i

don’t know if you were expecting that if

you read the brochure i might have given

it away but

that’s what we’re going to talk about

for the rest of this section maybe not

what you would have expected i brought a

visual i think most of you probably

would have known what a balloon was

already but

um wanted to be a helper

so uh this is this is a great thing to

laugh about and i

i still think it’s crazy this is

something i get to work on but there’s

serious business to be done here this is

something

that serious companies are putting money

into and a real solution to this problem

so

people like nasa loon if you follow

that’s a spin out of google

project google’s incubator lab

the department of defense and raven

industries which is where i work here in

town there’s

me and about 35 engineers that eat sleep

and breathe balloon technology every day

sounds pretty exciting doesn’t it

everyone loves the balloon guy so

what do we do with the balloon to

stop you from falling out of the sky on

the airplane it might sound like a

stretch but there really is a story here

in it and it’s legitimate so

i’m going to talk you through it and

maybe with a little less humor and a

little more tech now

so hopefully your eyes don’t roll back

in your head so

these are these are balloons but they’re

serious balloons they’re not like this

balloon obviously

um these are large complicated balloons

that can

carry hundreds of pounds um they fly for

you know two three hundred days at a

time up in the sky in the stratosphere

so

these balloons go up to say 70 to 90 000

feet

so if you’re on that jet liner you’re

maybe at 30

000 feet so we’re talking two three

times the altitude a jetliner is just

basically the edge of space the

atmosphere is about two percent

up there of what it is here where we’re

sitting um

and they’re they’re made of plastic film

you know just like

any other balloon this is uh

polyethylene like a

like a trash bag but a pretty thin trash

bag these these films are often like

0.8 mils which is a measure of thickness

trash bags are often two mils maybe even

four mils if you buy the you know the

hefty stretch kind that’s not going to

break when you’re carrying it out

and they weigh hundreds of pounds the

balloon itself so we’re talking about

a lot of plastic film these are large

balloons

so i’ve got a a video here of a balloon

lunch to kind of give you an idea so

that’s probably a 50 foot tall balloon

that’s one of the smaller ones

for doing this kind of thing and uh the

basic principle here is

is fairly straightforward it’s similar

to the one

at play on stage here helium likes to go

up so you put helium inside of plastic

and

the plastic goes up and then the stuff

that it’s carrying goes up too

um so that’s that’s kind of an idea of

what they look like at launch

because they go up so high and into so

low pressure when they get to altitude

they fill out they’re more shaped like a

pumpkin so

if you haven’t seen one from looking at

uh any of the scientific stuff or google

stuff i’ve got a

flattering picture of myself with a

balloon here to give you a sense of

scale

that’s actually taken in a hanger and

that hanger is about 65

70 feet tall so just to give you an idea

how big that is

i could have gone and stood under it but

then you wouldn’t get that great cameo

effect

um so that’s that’s a that’s probably a

65 70 foot balloon right there this is

technology that requires design we

wouldn’t put 35 engineers on building

one of those obviously

um but it’s it’s some serious work um

and and then what do we do with the

balloon so it’s all good and well that

we saw the balloon go up and there’s

some electronics hanging down there and

it’s

floating through the sky and that’s all

pretty nice and all that and then what

just

flies away and ends up in the ocean

somewhere that that probably wouldn’t be

very useful and it wouldn’t solve the

problem i was promising to solve right

so the concept that we leverage at this

point going back to the weather

prediction

is wind steering so these balloons are

like that sailboat they don’t have any

propulsion

they float freely in the wind but we can

move the balloon up and down by pumping

ballast in and out of the balloon

and there are wind currents at different

altitudes that take the balloons in

different directions so you see this

nice is obviously an animation but

imagine at this lower altitude there’s a

wind layer that’s generally going the

path of balloon

and then you want to turn the balloon to

the right a little bit if you know that

that other altitude

has got winds that are going in the

direction you want you can move the

balloon up

catch that wind just like running a

sailboat but in three dimensions right

so why is this complicated and and

what’s hard about it well

it turns out that people who forecast

what the weather is doing

don’t generally care what’s happening at

80 000 feet they

care if it’s going to rain tomorrow

that’s what you care about

and that’s where the machine learning is

some of those things and you know the

special sauce of the deal comes in is

we have to be able to figure out what’s

happening up in layers of altitude where

there’s really no model for that

and so we’re taking in the weather

layers we’re taking in predictions and

measurements and things from satellites

but we’re also taking in

you know radiosondes that are released

around the country and then we’re taking

measurements from the balloon itself

and we use the machine learning just

fuse all that data together and try to

paint a picture that says

at these different altitudes these are

the directions the winds are going

and if you can do a good enough job of

that you can keep that balloon

kind of where you want to keep it so

imagine that you’re trying to replace a

satellite that’s gone

and you need to park the balloon

somewhere where you can receive the data

from it

you got to be able to do that you got to

be able to steer it so this is a

kind of an illustration of how that

works from the top down this is from a

flight we did about a week ago and

you see the red and green arrows appear

on the balloon that’s when it’s going up

and down in altitude

and you’ll see we kind of just meander

back and forth over

over the target there that’s the raven

launch facility north of sioux falls

and this whole time we’re within about

20 miles of

of that area so if you’re thinking about

some of the things you can do with this

gps signal or like feeding data to your

cell phone

20 miles is not that far in terms of an

rf signal right you’re 20 miles from the

radio tower most of the time you’re

receiving from it and so

you can do a lot with a platform that

can be within 20 miles of the target and

stay there

and the other thing to think about is

that’s a 24-hour clip

so there aren’t very many aircraft for

example that can park over an area for

24 hours they

run out of fuel and you have that thing

i was talking about at the start of the

talk right

um and same goes for satellites

satellites are great but we already

talked about solar flares but there’s

other things right satellites are

reasonably expensive i think everyone

has that sense getting something to

space

costs a lot of money um they’re

complicated it takes years to design one

these balloons we can be out of the box

and in the air in about two hours for

the first one

and maybe a half hour for each one after

that so if you’re trying to think about

testing things in space environments or

if you’re trying to think about cost

effectiveness or if you’re trying to

think about

responding to an emergency say that

solar flare thing i can get a lot of

balloons in the air pretty quickly and

try to recover from that situation

and it’s not that we don’t want to

launch gps satellites again but it’s

what do you do until then

and that’s a real application that

they’re being used for right now with

with project loon that i talked about

that’s the spin out of google

they’re doing communications where a

hurricane will come and knock place down

they don’t have communication anymore

and people are

trying to call their families right

they’re trying to say i’m safe or i need

help

and your cell phone doesn’t work right

that’s a pretty bad feeling

and they’re actually doing this right

now they’re bringing balloons in they’re

replacing those cell towers and they’re

keeping them there until

things are restored so it’s not just an

idea it’s it’s in practice

now one thing you might have noticed is

that when i showed that clip of the

balloon it’s kind of wandering back and

forth kind of looks like a drunk driver

running around up there

and you can’t really say okay i can park

this right here and fly a race track

like you could with an airplane

so if you expand that out to trying to

cover a whole country say

uh or maybe the state of south dakota i

need to be able to

know that i’m going to have coverage

across the state and i can’t necessarily

predict exactly where those winds are

going to be

so so what do you do about that well

these are fairly inexpensive platforms

and that’s where you move to a

constellation of balloons so you put

multiple balloons up and statistically

they’re all kind of wandering around but

overall you have the area covered

and this is also something that’s

happening today so i took this

screenshot off a public flight tracking

website two days ago so these are

google balloons loon balloons loon has

had 40 to 50 balloons in the air pretty

much continuously for the last five or

six years

some projects we’ve been working with

them on and you can see that there’s

areas of africa that they’re signed up

now to cover they provide

commercial service it’s relief for for

cell phones where there isn’t that

infrastructure

so that people can communicate and one

thing you can notice is

you kind of have a cluster of balloons

over the middle that are that are there

covering that area and then you have

some balloons off to the side

so that’s where the machine learning and

then the weather prediction comes in and

you say hey

in a few days i think there’s a decent

chance the winds are going to shift and

everything’s going to blow to the east

so then you go position some balloons

over the west to get ready for that

and if you can manage that intelligently

and that’s where kind of the science

comes in

you can provide continuous coverage and

provide that kind of service

this is something that isn’t necessarily

a strictly new idea

it might sound like it but you know like

we already talked about balloons have

been around for a long time

people have been doing stratospheric

high altitude balloons for over 100

years as well

and if you think back to like the 50s

when the space program was getting

started they were using them for lots of

things

one really interesting one i think is

they were trying to figure out with

these high-flying uh spy jets and stuff

that were going up to the edge of space

is

what do we do if the guy needs to eject

right that’s not a problem we’ve

we’ve necessarily solved before and so

they actually put a guy

a very brave test pilot under a balloon

they lifted him up to 75 000 feet

and he was the first guy to jump with

this new parachute that was supposed to

work

should go read about that if you want

it’s pretty crazy he uh

he actually got caught on the parachute

line he was spinning 120 revolutions per

second he passed out

and then eventually the secondary shoot

auto deployed and he woke up and

deployed the rest of the system and

steered himself to safety

that’s braver than i am for sure um but

this is not a new idea but why

so why are we talking about it why

haven’t we got balloons flying over the

country right now is it that it doesn’t

work

i think we just you know showed you that

it can work and it’s working right now

but

part of it is that whole data element

the machine learning the control

even the electronics you know being able

to process that data

on something that can go up on a balloon

and figure out what it wants to do

is a lot easier now than it used to be

um if there’s any kind of hobbyists or

tech people

you know do you know what people know

what this is this is a this is a

raspberry pi is what it’s called it’s 20

hobby computer that you can buy you know

off amazon and start playing with if

you’re into electronics

like i am and the the interesting thing

about it is if you compare that back to

the 50s when they started doing this

stuff

that this little computer that i can get

for 20 bucks has 500

000 times the amount of computational

power that the apollo 11 did

so there’s a lot more stuff we can do

now with a lot less weight and power and

space than there used to be

in addition to that if you look at solar

panels right nasa started using solar

panels on satellites in the 50s as it

has

as it goes as well as there’s a

satellite called vanguard 1 and those

solar panels were about 10 percent

efficient

we’re in the range of 90 something

percent efficient with solar technology

now so

there’s just a lot of enabling

technologies that have come together

the balloon part isn’t necessarily new

or different but a lot of other things

that have come together to make this

practical and make it work right now

so this is kind of how it works if you

want to imagine back to our solar flare

case you got your satellite up there and

something goes wrong right it

malfunctions you’ve got a solar flare

um it dies somehow so we go in there and

we take

the place where the satellite was

providing coverage and we bring the

balloons in

and those balloons have comms equipment

that can replace the signals that the

satellites were sending

and now you’ve got connections between

points on the ground again

there’s a lot of other things we can use

this for too the solar flare thing makes

a good opening for a story but that’s

obviously a rare occurrence

and we would hope not to see these used

in that way but there’s a lot of

anything you could use an airplane or a

satellite for think remote sensing

precision agriculture

monitoring crops providing comms we

talked about loon and how they’re

lighting up cell phones in places where

there was no infrastructure before

the disaster relief cases atmospheric

studies so there’s a lot of cool stuff

you can do with this

one of the ones that we’ve looked at

recently is infrared so

firefighters right if you want to know

where this wildfire is you may not have

a satellite parked right there

this is an infrared image that we took

from a balloon this year

and so if you can provide that balloon

up there station seeking over that fire

you can provide awareness to those

firefighters to know where they need to

go to do the next step in the battle

so there’s a lot of cool stuff that

comes out of this i mostly just wanted

to talk about that but if i have to

bring some

conclusions out of this because it’s

supposed to be a good packaged up talk

right

so one thing would be again if there’s

any engineers in the crowd

one of the lessons to learn from this

and that i’ve learned from this working

on it the last few years is

you know sometimes the best solution and

the simplest solution isn’t the obvious

solution so if you’re working on

something

and trying to think of ideas don’t don’t

throw things out because they might be

crazy

work it through sometimes things that

are in front of us don’t jump right out

at us

and then for those of you who aren’t

engineers but maybe

fly on airplanes the next time you’re on

an airplane you can just

think about balloons and you’ll you’ll

feel better about your life

uh and who knows you know the next solar

cycle peaks in about 2025

so maybe in a few years you’ll be

wanting to call the balloon guy

[Applause]

thanks

[掌声]

稍等一下,对不起,我要明白了

‘不

知道你需要担心

,我是一名工程师,所以对我来说,这是一个

关于

有时最好的解决方案和最简单的

解决方案并不总是最明显的

解决方案的故事

,嗯,这就是我在这里谈论的

大约,我们稍后会打开它,所以

首先

想象你坐在一架

飞机上,你的飞行大约四分之三

,你打开

他们给你和你的那小包花生

。 再吃了几个,

叮叮当当就好像我们

准备降落一样,

空姐要下来了,也许

你在看电视,

你知道他们在这些飞机上有卫星电视

现在靠背屏幕有点小

,它开始 有点闪烁

不知道怎么回事但是 你

真的不认为再拿

一把花生,很快灯光

开始闪烁,如果你在

驾驶舱

里,仪表就会变暗,飞机

开始做这件事

你知道这是个坏消息,对,

这是一个坏情况 对,所以

发生了什么,你认为在这种情况下出了什么

问题

,可能

不会像你期望的那样,

那么这个呃日冕

物质抛射是怎么回事,这就是所谓的,你

可能知道

太阳耀斑是另一个术语,这是一个

相当大的一个,嗯,大约 2012 年,

它是美国国家航空航天局的镜头

,他们可以正确地拍摄这些

照片

,这很酷,所以这东西从太阳中爆炸出来,

它正在向地球飞驰

,伴随着来自太阳的物质,

它来了 不是那么好,嗯,

除了来自太阳的物质之外,

还有辐射,那里有

电磁辐射向你袭来

,如果

你们已经看到海洋的 11

呃,那是什么? 这是他们点燃 emp 的那部分,拉斯维加斯

的所有灯都熄灭了

我想你们中的大多数人可能都

知道这是一件事,但你并不

真正担心它,因为它并没有

真正

影响到你的生活,但它可以,而且

我不只是在谈论

也许,以及在 1859 年会发生什么

有一种叫做

卡林顿事件的东西,它是一个

非常大的太阳耀斑,它

飞向地球

,当它到达这里时,它对一些东西造成了严重破坏

,它在天空中制造了一些漂亮的

灯光,但

坐在电报钥匙旁的人也得到了

被拾起的辐射从椅子上吹了出来 现在你口袋里有一些非常

复杂的电子设备,

所以

如果这种情况再次发生,

这可能只是统计数据,它

可能会发生我们可能会遇到很多

严重的问题嗯飞机

从天上掉下来可能是一个极端的

例子

但更有可能的是

对卫星的影响,它们

在太空中

它们没有

地球大气层的保护来阻止

辐射,

所以卫星听起来可能没什么

大不了的,但可能会停止

想想你每天与卫星互动的频率你

可能不会想到它,但

你在手机上打了一个地址,它会

告诉你去哪里使用 GPS

卫星你在一辆新车上打开你的收音机

可能

来自卫星

如果你住在一个更偏远的地区你

可能会上网或者你知道电话

你与家人保持联系的方式

是通过卫星使用的,

所以这是 如果它发生,

将对整个社会产生相当大的影响,

并且

这可能值得

为正确的事情做准备,

所以我们将如何处理它所以

我在这里告诉你一个解决方案

不是唯一的解决方案,但这是 一个我正在

工作,所以我对此感到很兴奋,

所以这个解决方案我将尝试

引导你完成这个,希望

它不会对你来说太

技术化,但是有四个关键技术组成了

这个,

嗯,所以 我们会快速讨论它们

第一个

叫做 uhsailing 所以你可能

听说过这个它已经存在了一段

时间你

把一些东西放在空中就像一张床单

或类似的东西它会把

你带到某个地方

很多东西可以在风中移动,

所以我想我

可能不需要解释这个,

嗯,下一个

是呃天气预报,现在这

也已经存在了一段时间我的意思是我

想想有一段

时间你把石头放在外面 正确的

洞穴,如果岩石是湿的,你

知道正在下雨,

但我们已经走了很长一段路

,所以

我们在过去的一百年里一直在做的事情

是数值天气预报

,我们在

我们在

地球上进行测量我们把所有的东西放在一起我们做

一些数学我们试图预测空气

在天空中移动的地方我们用它

来告诉

你明天会下雨

等等类似的事情

非常严重,

如果明天会下雨可能没那么

重要,但如果你需要

准备,因为飓风

横穿海洋,这可能是一件

大事,你很高兴你有这个

,然后我在这里的最后一个’ 我

要谈论的是

机器学习,所以如果你在一个

技术领域工作并且你进行

了某种技术演讲并且你

不使用机器学习,那么你

在这个时代做错了什么,

人们会看不起 你,但

我在那里 这实际上是一个机器学习应用程序,

这里有

数据,我们正在使用

该技术,所以我们稍后会讨论

如何,

所以这些是前三个,所以现在

呃第四个我有一个

技术 就在这个盒子里

,你永远不知道你是否应该做

一个实际的

技术演示,总有

一些事情可能出错,但我会

试一试,所以请耐心等待,

所以我只需要

保护这些东西,你知道,呃

是的,

所以我们开始

了,嗯,这是一个关于气球的

讨论

也许不是

你所期望的我带来了一个

视觉我想你们中的大多数人

可能已经知道气球是什么

但是

嗯想成为一个帮手

所以这是一个很好

笑的

事情我仍然认为这很疯狂 这

是我要工作的事情 n 但是这里有

严肃的事情要做,这

是严肃的公司正在投入资金的事情,也是

这个问题的真正解决方案,

所以

如果你关注的话,人们会喜欢 nasa

loon 这是谷歌

项目谷歌孵化器

实验室国防部和乌鸦的衍生产品

我在城里工作的行业有

我和大约 35 名工程师,每天吃饭睡觉

和呼吸气球技术

听起来很令人兴奋不是

每个人都喜欢气球人所以

我们如何处理气球以

防止你掉下来 飞机上的天空

听起来可能有点

牵强,但里面确实有一个故事

,而且它是合法的,所以

我要和你谈谈,

也许现在少一点幽默,

多一点技术,

所以希望你的 眼睛不会

在你的脑海里翻滚,所以

这些是气球,但它们是

严肃的气球,它们显然不像这个

气球,

嗯,这些

是可以

携带 hu 的大型复杂气球 ndreds 磅 嗯,它们为你飞行

一次在平流层的天空中飞行 2300 天,

所以

这些气球上升到 70 到 90 000

英尺,

所以如果你在那架喷气式客机上,你

可能是 30

000 英尺,所以我们说

的高度是喷气式飞机的两三倍,

基本上是太空的边缘,

大气层大约

是我们坐的地方的百分之二

,它们是由塑料制成的

你知道的薄膜,就像

任何其他气球一样,这是

聚乙烯,

就像一个垃圾袋,但是一个非常薄的垃圾

袋这些薄膜通常像

0.8 密耳,这是衡量厚度的

垃圾袋通常是 2 密耳,甚至是

4 密耳,如果你 买你知道的

那种,

当你携带它时不会破裂的重型拉伸类型

,它们本身重达数百磅,

所以我们谈论

的是很多塑料薄膜,这些是大

气球,

所以我有 aa 气球午餐的视频在这里

给你一个我 dea 所以

这可能是一个 50 英尺高的气球

,它是

做这种事情的较小的气球之一,嗯,

这里的基本原理

相当简单,它

类似于舞台上的那个,这里氦喜欢

上升,所以你放氦 在塑料内部

,塑料上升,然后

它所携带的东西也上升了,

嗯,这

就是它们在发射时的样子,

因为当它们到达高度时,它们上升得如此之高,压力如此之

低,

它们 填写它们的形状更像

南瓜,所以

如果你没有

看到任何科学资料或谷歌

资料,我有

一张我自己的迷人照片,这里有一个

气球,让你有一种规模感

这实际上是放在一个衣架里的,

那个衣架大约有 65

70 英尺高,所以只是为了让你

知道它有多大 那可能是

65 70 英尺的气球就在那里,这是

需要设计的技术,我们

不会让 35 名工程师来建造

其中一个,

嗯,但这是一项严肃的工作,嗯

,然后我们如何处理

气球,所以一切都很好,

我们 看到气球升起来了,有

一些电子设备挂在那里,

漂浮在天空中,这

一切都很好,然后

飞走了,最终落到了海洋中的

某个地方,这可能不是

很有用,它 不能解决

我承诺要解决的问题,

所以我们在这一点上利用的概念

回到天气预报

是风向,所以这些气球

就像那艘帆船,它们没有任何

推进力,

它们在风中自由漂浮 但是我们可以

通过将压载物泵入和泵出气球来上下移动气球,

并且不同

高度的气流将气球带到

不同的方向,所以你看到这个

很好 显然是一个动画,但

想象在这个较低的高度,有一个

风层通常

沿着气球的路径前进

,然后

如果你

知道另一个高度

有风,你想把气球向右转一点

你想要的方向 你可以向上移动

气球

像开帆船一样捕捉风,

但是在三个维度上是正确的,

所以为什么这很复杂,

以及它的难点是

什么?事实证明,

预测天气情况的

人通常不会 关心在 80 000 英尺处发生的事情

他们

关心明天是否会下雨

这就是你关心的事情

,这就是机器学习是

其中一些事情的地方,你知道

这笔交易的特殊之处在于

我们必须能够弄清楚 找出

高度层中发生的事情,

实际上没有模型

,所以我们正在接受天气

层,我们正在接受预测和

测量以及来自卫星的东西 测试,

但我们也接受

了全国各地发布的无线电探空仪

,然后我们

从气球本身进行测量

,我们使用机器学习

将所有数据融合在一起,并尝试

绘制一张图片,上面

写着这些 不同的高度,这些是

风的方向

,如果你能做得足够好

,你可以

把气球放在你想要的地方,所以

想象一下你正在尝试更换

一颗已经消失

的卫星 将气球停在

可以接收数据的地方,

你必须能够做到,你

必须能够引导它,所以这是从上到下

如何工作的一种说明,

这是来自

飞行 我们大约一周前做过,

你会看到气球上出现红色和绿色的箭头

,那是它

在高度

上上下下的时候,你会看到我们只是

在目标上来回蜿蜒,那里是乌鸦

发射设施 y 在苏福尔斯以北,

并且一直以来我们都在

该区域约 20 英里的范围内,因此,如果您正在考虑

使用此 gps 信号可以做的一些事情,

或者像向您的手机提供数据

20 英里不是 就射频信号而言,

您大部分时间都在距离无线电塔 20

英里处,因此

您可以使用距离目标 20 英里以内的平台做很多事情

停留在那里

另一件要考虑的事情是

这是一个 24 小时的剪辑,

所以没有很多

飞机可以在一个区域上停

24 小时,它们

会耗尽燃料,而你有

我一开始所说的那个东西

嗯,

卫星也一样,卫星很棒,但我们已经

谈到过太阳耀斑,但还有

其他事情,卫星

相当昂贵

设计需要数年 一个

这些气球,我们可以在第一个气球

大约两个小时内开箱并在空中飞行,

之后每个气球可能需要半小时

,所以如果你想

在太空环境中测试东西,或者

如果你 重新尝试考虑成本

效益,或者如果您

想考虑

应对紧急情况,请说

太阳耀斑的事情,我可以

很快在空中放很多气球,然后

尝试从这种情况中恢复过来

,并不是我们不这样做 我不想

再次发射 gps 卫星,但这

就是你在那之前所做的事情

,这是一个真正的应用程序,

他们现在正在

与项目 loon 一起使用,我谈到了

这是谷歌的衍生,

他们在哪里进行通信

飓风会来袭,

他们不再有联系

,人们

试图给他们的家人打电话,

他们试图说我很安全,或者我需要

帮助,

而你的手机无法正常工作

不好的

感觉 他们现在实际上正在这样做

他们正在带来气球 他们正在

更换那些手机信号塔 他们

将它们保留在那里直到

一切恢复所以这不仅仅是一个

想法 它现在已经在实践中

你可能已经注意到了一件事 是

不是当我展示气球的那个片段时,

它有点来回徘徊

,看起来就像一个醉酒的司机在上面

跑来跑去

,你真的不能说好吧,我可以把它停

在这里,

像你一样在赛道上飞翔 有一架飞机,

所以如果你把它扩大到试图

覆盖整个国家,比如

呃或者南达科他州,我

需要能够

知道我将覆盖

全州,我不一定能

预测 这些风到底会在哪里

,所以你怎么办?

总体而言,您已经覆盖了该区域

,这也是今天正在发生的

事情,所以我两天前

从公共航班跟踪网站上截取了这张截图,

所以这些是

谷歌气球 loon 气球

loon 几乎连续不断地在空中有 40 到 50 个气球

在过去的五

六年里,

我们一直在与他们合作的一些项目

,你可以

看到他们现在已经签约覆盖非洲的一些地区,

他们提供

商业服务,这对于

没有手机的手机来说是一种解脱

基础设施,

以便人们可以交流,

您可以注意到的一件事是,

您在中间有一堆气球

,它们

覆盖了该区域,然后您将

一些气球放在

一边,这就是机器学习的地方,

然后 天气预报来了,

你说

,几天后,我认为

风向转变的可能性很大,

一切都会向东吹,

那么你就去吧

在西部放置一些气球以为此做好准备

,如果您可以智能地管理它

并且这就是

科学的用武之地,

您可以提供持续的覆盖并

提供这种服务,

这不一定

是一个严格的新想法

听起来可能是这样,但你知道

我们已经谈论过气球

已经存在很长时间了

人们也已经

做了 100 多年的平流层高空气球

,如果你回想一下太空计划开始的 50 年代

开始他们将它们用于很多

事情

我认为一件非常有趣的事情是

他们试图用

这些高空飞行的呃间谍喷气机和那些

上升到太空边缘的

东西如果这个人需要我们该怎么做 正确弹射

这不是

我们以前必须解决的问题,因此

他们实际上将

一个非常勇敢的试飞员放在气球下,

他们将他提升到 75 000 英尺

,他就是 第一个带着

这个应该可以工作的新降落伞跳的人

应该去读一下,如果你想要

这太疯狂了,他呃

他实际上被降落伞线抓住了

他每秒旋转 120 转

他昏倒了

,然后最终二次射击

自动部署,他醒来并

部署了系统的其余部分,并将

自己引导到

比我更勇敢的安全

地带

现在在全国范围内是不是它不起作用

我想我们只是你知道的向你展示了

它可以工作并且它现在正在工作

但其中

一部分是整个数据

元素机器学习控制

甚至你知道的电子设备

能够处理

可以在气球上上升的东西的数据

并弄清楚它想要做什么

现在比以前容易

得多如果有任何类型的爱好者或

技术人员

你知道你知道什么 ople

知道这是什么 这是一个 这是一个

树莓派 它就是所谓的 20

爱好计算机,如果你像我一样喜欢电子产品,你可以从亚马逊购买你知道

并开始玩

它的有趣之处在于 如果您将其

与 50 年代开始做这些

事情

时进行比较,那么我可以花 20 美元买到的这台小型计算机

的计算

能力是阿波罗 11 号的 500 000 倍,

所以我们现在可以做更多的事情

与过去相比,重量、功率和

空间都减少

了很多,如果你看看太阳能

电池板,美国航空航天局

在 50 年代就开始在卫星上使用太阳能电池板

,而且还有

一颗名为 vanguard 1 的卫星 那些

太阳能电池板的效率约为 10%

我们现在

使用太阳能技术的效率在 90% 左右,

所以

只有很多使能

技术结合

在一起 气球部分不一定是新的

或者不同,但是很多其他的

东西已经结合在一起,使它变得

实用并让它立即工作,

所以如果你想回到我们的太阳耀斑案例,这就是它的工作方式,

你把你的卫星放在那里,然后

事情就发生了 对不对它

发生故障 你有一个太阳耀斑

嗯它以某种方式死了 所以我们进入那里

我们占据

了卫星

提供覆盖的地方 我们把

气球带

进来 那些气球有通讯

设备 可以代替信号

卫星正在发送

,现在你

又在地面上的点之间建立了联系,

还有很多其他的东西我们也可以用

它来做太阳耀斑的事情

为故事开了个好头,但这

显然是罕见的

,我们希望不会 看到这些

以这种方式使用,但是有很多

东西你可以使用飞机或

卫星来思考遥感

精准农业

监测作物提供通信我们

谈到了 loon 以及他们是如何

在救灾

之前没有基础设施的

地方点亮手机的

是的,如果你想

知道这场野火在哪里,你可能

没有卫星停在那里

这是我们今年从气球上拍摄的红外图像

,所以如果你能提供那个气球,

在那里寻找火灾的站,

你可以提供 让那些

消防员知道他们需要去

哪里进行战斗的下一步

所以有很多很酷的

东西由此产生我主要只是

想谈谈这个但如果我必须

得出一些结论 因为这

应该是一个很好的打包谈话,

所以如果人群中有任何工程师,一件事会再次发生

,这是要从中吸取的教训之一,

而且我已经从中吸取了教训。

他过去几年是

你知道有时最好的解决方案,

最简单的解决方案不是显而易见的

解决方案,所以如果你正在

做某事

并试图思考想法,不要

把东西扔掉,因为它们可能是

疯狂的

工作 有时

,我们面前的东西并不会直接向我们跳出来

,然后对于那些不是

工程师但可能

在飞机上飞行的人来说,下次你

在飞机上时,你可以只

考虑气球和 你

会对你的生活感觉更好,

嗯,谁知道你知道下一个太阳

周期在 2025 年左右达到顶峰,

所以也许几年后你会

想打电话给气球人

[掌声]

谢谢