Satellites Use 'This Weird Trick' To See More Than They Should - Synthetic Aperture Radar Explained.

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Scott Manley

Scott Manley

Күн бұрын

Synthetic Aperture Radar is a technology which was invented in the 1950's to enable aircraft to map terrain in high detail. It uses the motion of the radar and some fancy mathematics to get much higher detail images than should be possible from an antenna small enough to fit on an aircraft.
This process has been extended to satellites and applies to not just the earth, but to other terrestrial bodies in the solar system, notably Venus and Titan which are eternally shrouded in clouds.
For further reading I suggest looking at NASA's SAR Handbook
gis1.servirglobal.net/Trainin...
And if you want to look at real SAR data the Alaska Satellite Facility has lots of public data
asf.alaska.edu/
Commercial images in this video come from
Capella Space - www.capellaspace.com/
IceEye - www.iceye.com/
Ursa Space - www.ursaspace.com/
Synspective - synspective.com/

Пікірлер: 1 700
@TaylorPeterson913
@TaylorPeterson913 3 жыл бұрын
You freaking blew my mind talking about the optical-mechanical computer that could perform fourier transforms from film data. The engineers of the past were ingenius.
@robertgraham6481
@robertgraham6481 3 жыл бұрын
"Engineers used to be so ingenious. They still are, but they used to be, too."
@tomast9034
@tomast9034 3 жыл бұрын
back then you did a conveyour system from ground up for a year. nowdays costumers demands are like yesterday was late :D
@beeble2003
@beeble2003 3 жыл бұрын
Given the very close connections between Fourier transforms and optics, it's not too surprising in this case. It's not like they built an opto-mechanical computer to calculate prime numbers or something completely disconnected from the mechanism.
@stolenlaptop
@stolenlaptop 3 жыл бұрын
@@robertgraham6481 a mitch hedberg fan i see 😎
@matf9325
@matf9325 3 жыл бұрын
I worked with those optical SAR processors systems in the early 80s
@paulhaynes8045
@paulhaynes8045 3 жыл бұрын
Brilliant stuff. A 16 minute video on a topic I knew almost nothing about, but which I (mostly) understood! No discord channel, no patreons, no researchers, no irritating ads or sponsoship, not even an obvious script! - just a bloke who knows his stuff and knows how to get it across. Thanks, Scott. Great title too!
@jdjesse
@jdjesse 3 жыл бұрын
Amen
@perryrhodan1364
@perryrhodan1364 3 жыл бұрын
I know, right! He appears to do the entire video on the fly.
@SavraOCE
@SavraOCE 3 жыл бұрын
He's a software developer in his day job - he doesn't need the support or patrons or sponsors as he already makes enough money. It's not 'Zoomer' to sponsor a video, it's a way of generating revenue to keep making content. Discord channels are a great way for a community to connect. His videos are great, and it's great that he doesn't need to use alternative revenue sources to keep his channel going, but how out of touch can you be to assume it's a generational thing?
@rage9715
@rage9715 3 жыл бұрын
@J Hemphill Maybe you should check out bigclive pretty much the same though he has a patreon but doesn't mention it.
@rage9715
@rage9715 3 жыл бұрын
@J Hemphill Big clive is an old school electrical engineer with a sense of humour. He tears down and analyses random ebay stuff its quality content.
@ingmarhendriks8172
@ingmarhendriks8172 3 жыл бұрын
FUN FACT: at the company I work for we developed a system that does the same with ultrasound on metal welds to see welding defects. The technique is basically the same.
@michaelnord9081
@michaelnord9081 3 жыл бұрын
Synthetic aperture SONAR is a thing for imaging the bottom of the ocean as well.
@jafinch78
@jafinch78 3 жыл бұрын
Somewhat similar... though I've not seen anyone make images with the data though I know can be performed, are the newer Modal Acoustic Emission (MAE) testing for carbon fiber tanks. There are also phased array synthetic aperture radar's too that can basically do the SAR with an array of SAR's I've read about. Makes me wonder with all the MIMO and other array technologies on towers everywhere what is being performed in exact detail. That's not including all the other dedicated RADAR's that can detect down to insect activities with some insect body functions.
@fridaycaliforniaa236
@fridaycaliforniaa236 3 жыл бұрын
I guess that a wave is a wave, either electrical or mechanical ^^
@iminni3459
@iminni3459 3 жыл бұрын
Nice
@Temerator1
@Temerator1 3 жыл бұрын
@@iminni3459 So how much is your each space launch ? J/K
@rowlandhempel4282
@rowlandhempel4282 Жыл бұрын
I was an electronics technician in the US Coast Guard and for part of my enlistment I was attached to a field testing unit. In 1971 we attached a couple of long, rectangular radar antennas to the sides of a C130 Hercules that was used for International Ice Patrol over the North Atlantic. We were testing how radar could be used to film the locations and sizes of icebergs, a job traditionally done by someone peering out the small window of the plane and noting on a map a best guess. My job was mainly to ensure the equipment was working and to develop the film on the plane. I had no knowledge of what happened to the film or how it was processed. Your article has filled in those gaps.
@scheimong
@scheimong 3 жыл бұрын
"... look at the world in a different light" That's such a manly pun
@21sanooj
@21sanooj 3 жыл бұрын
Did you mean Manley pun?
@Kabup2
@Kabup2 3 жыл бұрын
Come to me, Brad Fiedel
@ddegn
@ddegn 3 жыл бұрын
I thought it was a Manley pun. 😉
@lmamakos
@lmamakos 3 жыл бұрын
I see what you did there
@mgreene1409
@mgreene1409 3 жыл бұрын
I was going to say something similar but you beat me to it.
@jesserutt7413
@jesserutt7413 3 жыл бұрын
The “were” in the arecibo telescope image is so sad 😭
@DanielFenandes
@DanielFenandes 3 жыл бұрын
*arecibo
@jesserutt7413
@jesserutt7413 3 жыл бұрын
@@DanielFenandes 👍🏻
@zapfanzapfan
@zapfanzapfan 3 жыл бұрын
Yepp... met a professor who did some of the design and calculations in the 80s to get that feed to work. He's dead now... like the feed.
@cesarposadasatamusic
@cesarposadasatamusic 3 жыл бұрын
F
@jdjesse
@jdjesse 3 жыл бұрын
@@zapfanzapfan was his death related to the death of the feed?
@luckwolfgang
@luckwolfgang 2 жыл бұрын
You amaze me Scott. I'm a remote sensing expert and you have just covered five University lectures on the topic in the most concise and understandable terms for laymen. Well done, I'm speechless
@danielsteele7225
@danielsteele7225 Жыл бұрын
Believe it may be productive to investigate that many UAPs appear to use some form of synthetic aperture optical sensing to achieve astronomical ratios of wavelength to aperture, perhaps even multispectral not only to minimize atmospheric effects but to further characterize objects under observation.
@seedplanter7173
@seedplanter7173 Жыл бұрын
Did you get the latest memo? Turns out your brain washed and we still can get past the Vanallen belt
@ProDMiner
@ProDMiner Жыл бұрын
in less than 20 minutes at that! I never seen this guy before, but I listen to stuff often in the background. I did not know we had satellite images of venus now! mind blown we are so close to being able to travel all the time in space. So exicted!
@heartobefelt
@heartobefelt Жыл бұрын
@@danielsteele7225 Can i rent them out to scan for underground gold resources ? :)
@mortennrgaard8144
@mortennrgaard8144 3 жыл бұрын
When i was in Afghanistan we got SAR images produced covering our area of operation. The intent was to see where locals walked (dirt moved so a trail of routes appeared on the images) and where anyone had been digging. This helped us avoid IED's. We got multiple fly-overs so the analysts could spot the differences. :)
@telesniper2
@telesniper2 4 ай бұрын
I don't buy it. If they had this capability, they'd have been using it in Ukraine to map out mine fields. Which they haven't, because that's really what's holding up any possibility of an offensive into Crimea and southern Ukraine.
@mortennrgaard8144
@mortennrgaard8144 4 ай бұрын
@@telesniper2 ​​⁠​⁠​⁠I’ll give you 3 reasons why. 1: The resolution required to be able to locate mines would require an airplane or UAV and therefore also air superiority which neither Russia or Ukraine has. 2: To be able to detect changes you have to have data of the area from before the mines were laid out. Otherwise automatic change detection will not work. 3: SAR technology is not currently cleared for export to Ukraine. Satellite based SAR data is already in use but mainly for large body detection.
@DemocracyManifest-vc5jn
@DemocracyManifest-vc5jn Ай бұрын
If it can detect ieds why can’t it detect human movements? Does it have a very small field of view or something? I know Israel is using them to find tunnels, this is fact.
@DemocracyManifest-vc5jn
@DemocracyManifest-vc5jn Ай бұрын
Well their satellites are able to detect change in earths magnetic field and detect disruptions like tunnels. They knew where they were before the war started
@dsdy1205
@dsdy1205 11 күн бұрын
SAR requires several seconds to scan a single point in space. In that time a walking human has covered several meters and is effectively a blur on the SAR scan. IEDs and footprints on the other hand don't tend to move much.​@DemocracyManifest-vc5jn
@christopherroach264
@christopherroach264 3 жыл бұрын
Roughness of water lets you retrieve near-surface wind fields from radar signals (both SAR and lower resolution scatterometers ala the Jason series satellites...)... Wind waves generate different scattering patterns to larger scale waves (swell and similar).
@dxb338
@dxb338 3 жыл бұрын
and surfline, magic seaweed, et al are still mostly relying on bouys. SMH.
@idontcare7961
@idontcare7961 3 жыл бұрын
Speaking of water, when undisturbed it remains level and you can not disprove that. Why do you ppl fall for such lies?
@loganmpe7559
@loganmpe7559 2 жыл бұрын
@@idontcare7961 So who do you know that's trying to disprove that water, or any liquid for that matter remains level when undisturbed?
@idontcare7961
@idontcare7961 2 жыл бұрын
@@loganmpe7559 Pretty much 80% of the population
@arturoeugster7228
@arturoeugster7228 2 жыл бұрын
@@idontcare7961 Mass concentrations on the subsurface, affects satellite orbits too. SEA is not at all spherical.
@amaarquadri
@amaarquadri 3 жыл бұрын
8:22 The fact that you can effectively perform Fourier transforms and other image processing by passing an light through some lens completely blows my mind!
@TaylorPeterson913
@TaylorPeterson913 3 жыл бұрын
My jaw dropped when he said that!
@bozo5632
@bozo5632 3 жыл бұрын
And / or it's amazing that you can do optics with math.
@tissuepaper9962
@tissuepaper9962 3 жыл бұрын
There are analog computers that solve differential equations by reconfiguring a circuit internally to be governed by the equation that you want to solve.
@mskiptr
@mskiptr 3 жыл бұрын
Yeah, electrical analog computers are fascinating too!
@absurdengineering
@absurdengineering 3 жыл бұрын
Early military GPS receivers used optical Fourier transforms for 2D convolutions needed for the correlators. I had an old (early 70s vintage) audio spectrum analyzer with an optical transform system. It was cheaper than digitizing audio and computing FFTs with a computer - and orders of magnitude faster. A special storage CRT was used to record audio as an intensity signal, and a flying photodiode was reading out the output.
@Trigger.444
@Trigger.444 3 жыл бұрын
(2:45) A moment of silence for Arecibo.
@michaelnord9081
@michaelnord9081 3 жыл бұрын
SAR does not actually use the "instantaneous" doppler, or the frequency shift due to the velocity in the relativistic sense. It does use phase shifts over time. I'm a SAR subject matter expert if anyone has questions.
@tomc.5704
@tomc.5704 3 жыл бұрын
So it's not looking at the frequency change? What's the difference between phase shift and timing? I don't see how knowing the phase shift would help you. Unless you have a fast enough data collection rate that you can approximate a continuous phase shift? What's going on there
@trumptookthevaccine1679
@trumptookthevaccine1679 3 жыл бұрын
@@tomc.5704 a car or footsteps mush grass on the order of seconds. Leaves in the wind vibrate multiple Hz. If you filter the phase shifts based on the intervals, you can get rid of clutter from leaves moving. You can see where someone walked in the grass. You can see machinery vibrating near or underground. Make sense?
@jondrew55
@jondrew55 3 жыл бұрын
As a SAR SME, can you tell me if Biden actually stole the election?
@fromagefrizzbizz9377
@fromagefrizzbizz9377 3 жыл бұрын
@@tomc.5704 I think one answer is that the effective pixel bursts are short enough that it actually isn't that easy to measure exact frequency, but measuring the phase shift over time substitutes nicely at least as a relative indicator. Eg: timing zero crossing is simpler than counting cycles. Especially at radar frequencies.
@feha92
@feha92 3 жыл бұрын
Then you might explain my question: In the video Scott explains (and shows with graphics) that the SAR sattelite views a perpendicular (to its path) band at a time, and that the band moves with the sattelite (one graphic showed that sometimes the width of the band is increased by moving it over the surface 3* the sat's speed, giving 3 passes with no overlaps). This both implies and _shows_ that any point (and thus object) on the surface/image is only seen once, since no backtracking is done (the closest was the one doing 3 passes, but as I mentioned, it was to increase the width of the image and had no overlaps). Then how is it that Scott describes the interferometry as achieved by looking at multiple responses (separated by sat-pos, and thus also time - which was why it's assumed all objects are standing still) of the same object (even showing a graph of how the range to said object changes), when it clearly never was seen more than once? The only way I could imagine that happening (the object being seen more than once by a sat behaving as described), would be if the frequency with which it checked a band of the surface was higher than the resolution/speed - meaning that each view of its band overlapped with the prior band (to the extent proportional to the increased frequency. ie. twice as often makes the bands overlap half of the prior, resulting in 2 responses for same object). But this was never mentioned or otherwise implied (rather, feels like the opposite was implied from some graphics), so I assume that this is not the case. Thus, how are objects seen more than once (as described at start and shown in the signal-return-time plot) when they are only covered by the band once (from graphics and description prior to that plot)? Later another graphic shows the satellite rotating so the band keeps hitting the object (despite the prior explanation and graphics stating otherwise, as well as a just prior comment on how it is never angled straight onto the planet being contradicted by this graphic), which also serves to confuse me further?
@MegaKopfschmerzen
@MegaKopfschmerzen 3 жыл бұрын
This is the Aperture Science we deserve!
@TheRogueWolf
@TheRogueWolf 3 жыл бұрын
You only say that because you haven't had combustible lemons thrown at your house.
@drakedbz
@drakedbz 3 жыл бұрын
I'm making a note here: Huge success!
@PTuffduty
@PTuffduty 3 жыл бұрын
I listened to every word. I didn’t understand very much of what was said. But he explains the topic of SAR with such enthusiasm that he makes it interesting and the result is: I now have an appreciation for what is going on, as compared to my total lack of knowledge just a few minutes ago. You are a genius and I am an enthusiastic subscriber.
@DumbledoreMcCracken
@DumbledoreMcCracken 3 жыл бұрын
Don't feel badly, it was a poor attempt to explain something through the use of *_a lot of extraneous information and nothing really relevant._* If you read some web sites on the subject, it may become more clear to you.
@favesongslist
@favesongslist 3 жыл бұрын
@@DumbledoreMcCracken please add a link to a good web site, TY.
@DumbledoreMcCracken
@DumbledoreMcCracken 3 жыл бұрын
@@favesongslist radar101
@loganmpe7559
@loganmpe7559 2 жыл бұрын
@@DumbledoreMcCracken Not a fan I take it? SMH
@DumbledoreMcCracken
@DumbledoreMcCracken 2 жыл бұрын
@@loganmpe7559 No, I'm not. The attempt is complete buffoonery.
@flantc
@flantc 3 жыл бұрын
Fun fact. Water's dielectric constant changes significantly when it freezes. This is used by radar to determine the amount of ice vs water cover.
@-danR
@-danR 3 жыл бұрын
It's an annoying property when you want to defrost a block of spinach. It gets surrounded by a slowly growing puddle of overcooked vegetation, while the middle of the block resolutely refuses to thaw. I have keep interrupting it to scrape off the softened muck and stab it with the point of a knife to break the lump into smaller pieces. Lucky I don't live in the UK where pointed knives are illegal.
@max_kl
@max_kl 3 жыл бұрын
@M. de k. I think that's what he/she was talking about
@Anvilshock
@Anvilshock 3 жыл бұрын
Fun fact: That's exactly what 8:09 shows.
@FozzyBBear
@FozzyBBear 3 жыл бұрын
Oh there are plenty of military applications. Back in the 1970s when the US first released satellite radar images of subterranean rivers in Egypt, the true message was to tell the USSR "We can see inside your missile silos and bunkers".
@dale116dot7
@dale116dot7 2 жыл бұрын
Kind of like one message of Apollo was that if the IBM/MIT guidance systems can hit a half mile target at 240,000 miles out, one can calculate how close a missile with the same guidance system can hit. Who needs a 50 or even 5 Mt bomb when you can aim a much smaller, much cheaper weapon to within a few tens of feet?
@CAaustinwer
@CAaustinwer 3 жыл бұрын
The image of the little white and black dots being identified as Russian armored vehicles blew my mind, right after you talked about all the shit SAR can’t do lol
@vladimirdyuzhev
@vladimirdyuzhev 3 жыл бұрын
And I was puzzled what is the obsession with the inflatable tanks recently - they are not too convincing for UAV operators, so why bother? Now I realize they are VERY convincing to SAR satellites.
@SpecialistBR
@SpecialistBR 3 жыл бұрын
@@vladimirdyuzhev Unless you make a inflatable tank made of metal (then its not really inflatable anymore... more like an expensive dummy), it is not going to fool SAR.
@SpecialistBR
@SpecialistBR 3 жыл бұрын
@@robertjames1267 Ah... yes, sure, and that will be able to retain shape so well... and make the same kinds of speculars that a normal shaped tank makes... aham...
@Dovorans
@Dovorans 3 жыл бұрын
@@SpecialistBR metalized mylar films are already used as inflatable radar decoys.
@SpecialistBR
@SpecialistBR 3 жыл бұрын
@@robertjames1267 WWeather balloons are round just because gas expands in all directions, not because they HAVE to be round. Inflatable tanks, on the other hand, presume a certain shape. A metal foil could create all sorts of wrinkles, imperfections and concave shapes that could exacerbate radar reflections to the point you could tell the bright-as-the-sun spot in the radar image is actually not a real tank. I am saying "could" because, although I do a lot of military research, I never encountered any material on decoys used in this manner. But well as anything in life I could be wrong.
@FreedomBashersInc
@FreedomBashersInc 3 жыл бұрын
Technology just keeps getting better I cant imagine what resolution would be available within 20 years
@Jameson1776
@Jameson1776 3 жыл бұрын
Proabably already here. We just won’t see it for 20 years.
@TS-jm7jm
@TS-jm7jm 3 жыл бұрын
cool it with the techno optimism there bud
@trailerhater
@trailerhater 3 жыл бұрын
It will be our new years resolution.
@eyeborg3148
@eyeborg3148 3 жыл бұрын
We’ve already more or less reached the limit of resolution possible with a given aperture size, as given by physics. I expect any advancements to be in methods of interferometry, data processing and analysis, and adaptive optics.
@garageflower7154
@garageflower7154 3 жыл бұрын
Right? I was watching some stuff a about AI/machine learning then with all the space stuff technologies advancing so fast, it's awesome.
@mg4695
@mg4695 3 жыл бұрын
In February 2000 I was involved with the Shuttle Radar Topography Mission (SRTM) which used C and X band radar to map about 80% of the Earth's land surface with 30-meter (1 arc-second) resolution over the 11 day STS-99 mission aboard Shuttle ENDEAVOUR. What made SRTM unique was we used a 60-meter mast to extend a second SAR antenna. This dual antenna system enabled us to do 3D interferometry in one pass, but about 94% of the coverage area was imaged twice over the 10 days of mapping. The deployment of the mast made the SRTM mission the largest rigid structure to orbit the Earth until the construction of the ISS. That mast, by the way, was of the same design as the masts we would use on the ISS solar arrays. STS-99 was thus also an inflight test of the final ISS mast deployment mechanism hardware design. The "outrigger" antenna and mast are on display at the National Air & Space Museum's Udvar-Hazy facility above Shuttle DISCOVERY. The most interesting use of the data that I am aware of was that of a German trucking company that was expanding operation into the recently re-unified eastern part of Germany. The company was looking to buy new trucks and wanted accurate elevation data for the poorly mapped former East Germany so that they could order the correct gear ratios for their new vehicles for optimized performance. #RadarLove
@DrDeuteron
@DrDeuteron Жыл бұрын
that's the most interesting? idk, SRTM has over 10,000 citations. Maybe finding invisible meteor craters is cooler than trucks. js.
@mg4695
@mg4695 Жыл бұрын
Interesting as in unusual. There were/are many marvelous scientific uses if the data, the truck purchase one was unique.
@sgifford1000
@sgifford1000 3 жыл бұрын
Man you're brilliant! I have a graduate EE degree in signal processing and I've never learned as much about synthetic radar as your presentation.
@loganmpe7559
@loganmpe7559 2 жыл бұрын
Degrees are almost useless, nearly all practical learning is done hands on, doing the job.
@PBeringer
@PBeringer Жыл бұрын
​@@loganmpe7559 Haha. There's always one ...
@baomao7243
@baomao7243 3 жыл бұрын
An OUTSTANDING simple description of SAR. I am an electromagnetics junkie and have years working as an RF engineer and optical systems engineer on terrestrial and satellite systems. Your consideration of polarization, dielectric constant, Doppler shift, timing, and angular issues all pulled at my tech background ... and also at my heartstrings. Thank you for simplifying something so complex to a MUCH less complex yet ACCURATE description for the broader audience of non-geeks. Again, OUTSTANDING. 👍 (Reminds me of MIMO antenna systems. LOTS of complex math...but the avg person accepts “multiple antennas and some math means ‘more user bandwidth’.”😉)
@semihkesen392
@semihkesen392 2 жыл бұрын
hello bao, i want to ask you a question about this subject, can you give me your e-mail?
@funnyitworkedlasttime6611
@funnyitworkedlasttime6611 3 жыл бұрын
“Satellites do this trick, and governments hate them for it!” Page Six
@railgap
@railgap 3 жыл бұрын
You kidding? Governments have the best SAR satellites - they love that trick.
@SuperfluousJ
@SuperfluousJ 3 жыл бұрын
...and the satellites couldn't stop staring
@holdenleeb2312
@holdenleeb2312 3 жыл бұрын
Do you mean 6:37?
@PresidentialWinner
@PresidentialWinner 3 жыл бұрын
This is a reference to the Doctors Hate Him which refers to a popular culture trope that’s frequently used in online advertisements dating back to the late 2000s, especially with clickbait, chumbox or pop-up ads. This trope has been parodied in jokes across the internet in the form of countless memes and shares many similarities to the Trainers Hate Him format.
@spuffles2104
@spuffles2104 3 жыл бұрын
lmao
@Christopher-pe6zj
@Christopher-pe6zj 3 жыл бұрын
I can't get enough of these videos... the time you'd have to spend researching this stuff to get the same information and comprehension out of it... can't even imagine. Thanks mate!
@RicardoPetrazzi
@RicardoPetrazzi 3 жыл бұрын
"I'm Scott Manley, making applied science accessible!" Thanks for the super explanation in this video! Very useful. 👍😎
@janetizzy6741
@janetizzy6741 3 жыл бұрын
A great explanation of a very technical subject. There is also a non-pulse, ultra high resolution type of radar; CWI (Continuous Wave Interferometer) that uses a combination of SAW (Surface Acoustical Wave) devices as the main detector. Not anything "modern", this sort of device was used back in the early '70s (by the military - of course). That might make an interesting complement to this video.
@uploadJ
@uploadJ 3 жыл бұрын
ISAR - spell it out "for me".
@MIG29SUU27
@MIG29SUU27 3 жыл бұрын
Synthetic Aperture Radar (SAR) has been around for a while. In 1981-2, while a test pilot at Eglin AFB, a WSO and I did test flights in the prototype F-15E which was then in competition with the F-16XL. The radar in that F-15 was an APG-70 redesign of the APG-63 which included a SAR mode. We used SAR very successfully to identify and attach targets at night and in the weather as well as slave a Pave Tack IR/LASER targeting pod.
@danlewis243
@danlewis243 Жыл бұрын
SR -71 and possibly earlier iterations as well utilized ASARS, so ~ 1966
@MIG29SUU27
@MIG29SUU27 Жыл бұрын
@@danlewis243 Yes. You are correct. One of the differences is that the SR-71 SAR used a dedicated side looking antenna. On the F-15E the SAR mode used the same forward looking radar antenna as used by the attack radar.
@jrondeau8430
@jrondeau8430 3 жыл бұрын
Thanks Scott for you explanation of SAR I understood exactly what you were saying during the video but after the video ended I realized I had no idea what you're talking about. You are the best !
@ElDJReturn
@ElDJReturn 3 жыл бұрын
This was such a well done video and I learned so much! Possibly one of your best presentations in a while, Thank you and keep flying safe!
@mvg2993
@mvg2993 3 жыл бұрын
There is some really cool research on techniques for the deceptive jamming of SARs using GANs to generate realistic 'spoof' images.
@bamafan-in-OZ
@bamafan-in-OZ 3 жыл бұрын
This could be fun with a bit of imagination. "What's that? it looks like a 11km tall maid with a vacuum cleaner"
@tomc.5704
@tomc.5704 3 жыл бұрын
I don't quite understand how that would work in the real world --- satellite takes the SAR, beams it back home to the processer which resolves the image. You'd have to hack into their SAR processor and replace the sattelite's SAR data with your own? Like sure, I guess that works, and its cool that we can train a neural network to create false data (although do we really need a neural network for that?), but...none of that feels particularly ground breaking or real world plausible.
@namibjDerEchte
@namibjDerEchte 3 жыл бұрын
@@tomc.5704 No, you detect the sattelite's scanning beam, and instead of the normal reflection, you make it listen to the faked data.
@SDsc0rch
@SDsc0rch 3 жыл бұрын
what is "GAN" ??
@SDsc0rch
@SDsc0rch 3 жыл бұрын
@@grizzomble - thx never heard of it
@Digephil
@Digephil 3 жыл бұрын
At around 10:15 you mention that high dielectric constant materials reflect radio waves. In this instance, that's true, but the more accurate description is that it's interfaces with a high contrast in dielectric constants. That means that the opposite also works and you can see objects with lower impedance contrast, which is how ground penetrating radar is able to range, and describe, objects underground.
@stevecummins324
@stevecummins324 3 жыл бұрын
Oxide layers on say aluminum or titanium too? pretty sure WD40 reduces formation of such...back to rocket science lol
@perryrhodan1364
@perryrhodan1364 3 жыл бұрын
Scott: You must have spent a great deal of time studying up on this. This is one of those watch several times videos. Thanks!
@Klaus293
@Klaus293 7 ай бұрын
Excellent presentation and explanation! I’m so glad that I stumbled upon this video. 👍
@alwasitacatisaw1275
@alwasitacatisaw1275 3 жыл бұрын
You just summed up a 1.5h lecture I had this summer. It’s an exciting topic, isn’t it?
@AsbestosMuffins
@AsbestosMuffins 3 жыл бұрын
I'm sure the NSA has a love/hate relationship with these companies since they provide lots of intel, but also prove that you don't have to be the NSA to afford a spy sat program
@Lessinath
@Lessinath 3 жыл бұрын
If this is so workable and cheap, how good do you think the NSA's stuff is, with their secret budgets and dark money?
@n.s.ac.i.ajointeffort1983
@n.s.ac.i.ajointeffort1983 3 жыл бұрын
The amount of power we posses is unfathomable to civilians We do things civilians wouldnt believe are still done in this modern age and you still underestimate our power?
@sealpiercing8476
@sealpiercing8476 3 жыл бұрын
The NSA has been balls-deep in SAR for ages. I'm sure they have some nice kit.
@marlinmuller2725
@marlinmuller2725 3 жыл бұрын
I don't think that the spatial resolution is a problem anymore. More important for intelligence gathering might be the temporal resolution. Normal SAR satellites only capture the same location every few days or so, which might not be enough for state agencies
@edstirling
@edstirling 3 жыл бұрын
NSA *contractors. I think you'd be surprised by how far behind the NSA actually is on a lot of technological fronts. feds don't get paid enough to retain a lot of brain power internally so the wiz kids are all in the private sector. These commercial sats are likely going to shake up a bunch of contracts when people start saying things like "why don't we just buy the commercial data, it's better and cheaper and we don't have to wait for Boeing to reinvent space travel." The NSA gets a lot of privileges, but don't be fooled into thinking they are creative. bureaucrats are good at one thing: not getting fired.
@user-zh5oo1vv7l
@user-zh5oo1vv7l 3 жыл бұрын
Nearly always finish watching your videos with a smile on my face, head filled with new knowledge about subjects I didn't even realise I had any interest in. Thanks for all the amazing content you put out. Fly safe.
@RossWehner
@RossWehner 2 жыл бұрын
Fantastic video! Thank you Scott. I am consistently impressed with both the breadth and depth of your knowledge paired with a gift of communication. Keep the great content coming!
@trcostan
@trcostan 3 жыл бұрын
“Begin looking at the world in a different light” love it!
@kenoman3908
@kenoman3908 3 жыл бұрын
I was the Software Lead for Raytheon on their 1st SAR radar (PDMM - Pulse Doppler Map Matching) back in the 77-79 time frame. It had the two modes of operation, spotlight (terminal guidance for ICBN’s) & Strip-mode (I believed used for initial guidance for cruise missiles). It did include a Digital Signal Processor and a Display processor so we could see the radar maps in real-time on the airplane. I remember it interfaced with 17 devices, all in real time - DMA, parallel, and serial devices. The code was in assembly language on a new Raytheon built computer (serial #1). Thus we had to develop all the I/O drivers (we weren’t sure if you hit an “a” on the keyboard that an “a” would appear on the screen.) Of course there were no S/W development tools out side of a computer simulator that ran on an IBM mainframe. Trouble was - the simulated computer instructions did not execute the same as the instructions on the computer (computer at fault). Thus part of my job was to figure out what was wrong with the computer & provide what was needed to be done to fix the problem. Of course all these problems were intermittent. Quite different from today.
@poporbit2432
@poporbit2432 3 жыл бұрын
Thank you Scott. I had not asked myself how SAR works or what limitations it has. You did a great job addressing those questions.
@Kevin_Street
@Kevin_Street 3 жыл бұрын
Wow, thank you for this video! It's a really comprehensive introduction to a subject I'd never even heard of until now. Definitely one to bookmark and watch again.
@AntonFetzer
@AntonFetzer 3 жыл бұрын
There are Terabytes of data from the Sentinel missions publicly available for free, for everyone to use and the data is updated every day. So you can look at SAR images that are only a few days old. The free software SNAP can be used to process the raw data and extract lots of information that cannot be seen in optical images.
@theblairisstillaround7084
@theblairisstillaround7084 3 жыл бұрын
The fact that they figured out how to do this analogue blows my mind... I understand we do it now with computers, but the people who blazed the trail deserve recognition beyond most. Truly we stand on the shoulders of giants
@perryrhodan1364
@perryrhodan1364 3 жыл бұрын
Back in the late 80s I was tech for analog computers. Synchros, servos, gears and my favorite, disk resolvers. I have tried to make note of the old way to our IT professions but they think I’m full of caca.
@tomc.5704
@tomc.5704 3 жыл бұрын
@@perryrhodan1364 That stuff blows my mind. Do you think there was a path to advanced technology without transistors and microchips?
@perryrhodan1364
@perryrhodan1364 3 жыл бұрын
@@tomc.5704 I think analog as a computer technology was at its end in practicality. There was no way to reprogram the machine; no software. And analog machines took up a lot of room and used a lot of power.
@heartobefelt
@heartobefelt Жыл бұрын
Yes absolutely true , I am talented at many things but looking at what they did ? I would absolutely have zero chance of formulating any of it even if they laid out its preliminary components in front of me.
@grilledcheeseloverss
@grilledcheeseloverss 2 жыл бұрын
This is the best SAR explanation I've seen! Thank you so much
@thecoolface123
@thecoolface123 3 жыл бұрын
I hope scott sits proud on the throne of this channel, a distinguished and successful educator that's reached millions and millions of people.
@covert0overt_810
@covert0overt_810 3 жыл бұрын
"Figuring out a nations Oil stockpile...." GOT THAT RIGHT
@tybofborg
@tybofborg 3 жыл бұрын
The US Army wants to: 📍 *know your location*
@ethelredhardrede1838
@ethelredhardrede1838 3 жыл бұрын
The USA Federal stockpile is held in underground reservoirs. It won't work for that.
@snigwithasword1284
@snigwithasword1284 3 жыл бұрын
We use so much of that black-goo-which-will-kill-us-all that it's extremely impractical to stockpile it, hence why only the richest governments do so.. You sound like you're hinting at some sort of conspiracy though, I can't figure out what.
@ethelredhardrede1838
@ethelredhardrede1838 3 жыл бұрын
@@snigwithasword1284 ", I can't figure out what." He has SECRET KNOWLEDGE known only to those that make it up. "that it's extremely impractical to stockpile it, hence why only the richest governments do so.." The US uses salt domes for storage. Does not cost much. Wikipedia - Strategic Petroleum Reserve (United States) "The reserve is stored at four sites on the Gulf of Mexico, each located near a major center of petrochemical refining and processing. Each site contains a number of artificial caverns created in salt domes below the surface. Individual caverns within a site can be up to 1,000 m (3,300 ft) below the surface, average dimensions are 60 m (200 ft) wide and 600 m (2,000 ft) deep, and capacity ranges from 6 to 37 million barrels (950,000 to 5,880,000 m3). Almost $4 billion was spent on the facilities. The decision to store in caverns was made in order to reduce costs; the Department of Energy claims it is roughly 10 times cheaper to store oil below surface with the added advantages of no leaks and a constant natural churn of the oil due to a temperature gradient in the caverns. The caverns were created by drilling down and then dissolving the salt with water. "
@EduardoEscarez
@EduardoEscarez 3 жыл бұрын
Some oil tanks have a movable ceiling, and the high of that ceiling is related to the volume stores in that moment, so SAR can be used to estimate how high is related to the walls of the tank. And a few months ago it was useful for some traders, because with that imagery (plus optical photos with machine learning) they knew in advance that between the latest Saudi/Russian oil war plus the pandemic, global oil storage was getting used to its limit so they could adapt their strategies for what at the end happened, a collapse of oil prices because of overproduction.
@lisamccartney8424
@lisamccartney8424 3 жыл бұрын
Scott, could you do a presentation on "electro tellurics"--In the 80's-I could map subsurface details down to about 16k feet with less than 1 meter detail-( structural mapping for oil exploration)-blew the socks off many skeptics. Thanks for your channel!
@tomc.5704
@tomc.5704 3 жыл бұрын
Mapping what's beneath the earth based on the flow of electricity through the ground....that's just wild. 16k feet is no joke, either. Jesus.
@semihkesen392
@semihkesen392 2 жыл бұрын
hello lisa, i want to ask you a question about this subject, can you give me your e-mail?
@zebop917
@zebop917 3 жыл бұрын
Thanks, Scott. That just about the best explanation of the principles of SAR that I’ve seen.
@zorgatron8998
@zorgatron8998 3 жыл бұрын
So much of this flew right over my head, but Scott you are an excellent presenter, I enjoyed this video and did learn something.
@evilkidm93b
@evilkidm93b 3 жыл бұрын
I did two theses on polarimetry and also read into the radar aspect. It's great to hear about this topic again and it brings back that excitement about all the things you can do in remote sensing. I find it hilarious how radar tech works: you can first record the data without "lens", then afterwards run it through a "lens" to get your image. (Fourier transform is in essence what a lens does.) It doesn't work in the visible yet, because we would need to record the electromagnetic field amplitudes, which are oscillating to quickly.
@A.Lifecraft
@A.Lifecraft 3 жыл бұрын
The basic principle is also used reading DVDs and other high capacity optical data storage. As lines of points are as close together as the wavelength of the laser scanning it, and there are all sorts of interferences and diffraction effects, the signal is run through a fourrier analyzer to clear it up into zeros and ones. So they basically give that laser a higher resolution than it would have by its actual wavelength.
@pankajbhambhani9645
@pankajbhambhani9645 2 жыл бұрын
Fantastic explanation! I was looking to leaarn about SAR in order to use Sentinel-1. This video gave a nice overview and some useful pointers to look next. Than you!
@vinayaknarayan5310
@vinayaknarayan5310 Жыл бұрын
I'm studying for my Master's in Space Engineering currently and I have my Satellite Remote Sensing exam in 2 days time. This video explained SAR so much better and quicker than my lecturer so you've just saved my exam. Thanks a tonne!
@LetsMakeThingsGoBoom
@LetsMakeThingsGoBoom 3 жыл бұрын
SAR elevation models were extremely important for my research on landslides in southeast Alaska
@Palaeogeobicho
@Palaeogeobicho 3 жыл бұрын
and SAR is a very important tool to detect oil spills at the surface of the water (VV)
@LoanwordEggcorn
@LoanwordEggcorn 3 жыл бұрын
Thanks for a really good summary Scott! You're an excellent teacher of interesting topics.
@mf1ve
@mf1ve 3 жыл бұрын
Thank you so much! I love this video so much. SAR is one of those things I haven't made time to think about but it is so fascinating.
@Mrjohndful
@Mrjohndful 3 жыл бұрын
I absolutely love how whole heartedly nerdy scots back drop is there is something so fun about someone being 100% genuine.
@Xelat84
@Xelat84 3 жыл бұрын
Outro should be said "Spy safe"! :D
@alpac5005
@alpac5005 3 жыл бұрын
Yup. TWSAR. Through wall synthetic aperture radar. To be fair he called himself manly, so he’s misleading from the start.
@gamelauri9307
@gamelauri9307 3 жыл бұрын
Thank you for the great video Scott Manley! Very educational.
@fridaycaliforniaa236
@fridaycaliforniaa236 3 жыл бұрын
Being a military helicopter pilot; I had to learn many about radars when I was at pilots school. All the things you explained are pretty accurate and really nice to hear. Good memories =) Greetings from France =)
@Dayanto
@Dayanto 3 жыл бұрын
Another really interesting technology is hyperspectral imaging, which can be used see what things are made of by looking at a wide range of different wavelengths in parallel.
@larlsagan4785
@larlsagan4785 3 жыл бұрын
Satellites use this "one weird trick" to see more; rocket scientists don't want you to know! I fixed your title.
@fxarts9755
@fxarts9755 3 жыл бұрын
bright starlinks in your area
@brucekives2194
@brucekives2194 Жыл бұрын
Brilliant explanation. I know a small amount about the subject, and it would have taken me much much longer to explain it as well as you have. Bravo Scott.
@jimparr01Utube
@jimparr01Utube 3 жыл бұрын
Thank you. Your perspective is always appreciated by me.
@russoft
@russoft 3 жыл бұрын
man, the FFT never ceases to amaze.
@TheLoganatorz
@TheLoganatorz 3 жыл бұрын
Thought this was Buzzfeed space after reading the title XD
@PTNLemay
@PTNLemay 3 жыл бұрын
Gotta get that SEO
@michielstikkel
@michielstikkel 3 жыл бұрын
You won’t believe these 9 things satellites do to see you beter!
@wangruochuan
@wangruochuan 3 жыл бұрын
Buzzfeed: satellite only use purple color image for a day
@robbybobbyhobbies
@robbybobbyhobbies 3 жыл бұрын
Number three will blow your mind.
@paulszudzik9588
@paulszudzik9588 Жыл бұрын
Very impressed with this presentation. You did an excellent job of describing the mechanics and math involved in this fascinating topic. Thanks!
@MichaelDreksler
@MichaelDreksler 3 жыл бұрын
Awesome video Scott, thank you and all the best for '21
@eekee6034
@eekee6034 Жыл бұрын
Radar seeing to the same resolution as optical imaging from the same size spacecraft had me mindblown until I remembered my brain does some amazing things with limited optical data. Watching something as I move past lets me get a much clearer picture of it. Perhaps the biggest example was when cycling on a trail bordered by an almost hedge-like row of small trees, with sounds of workmen coming from the other side. When stationary, I could see the color of dirt through the trees but couldn't tell if it was the ground or a mound, flecks or an expanse, or even if it was really dirt at all. When moving at perhaps 10mph, I could see the ground was in an early phase of preparation for road construction.
@jamescrombie2320
@jamescrombie2320 3 жыл бұрын
Back in the late 80's I worked on a part for the Canada's RadarSat. A very weirdly shaped dish for the satellite that looked a lot like Mount Fuji. 120lbs of aluminum to start, 5lbs at finish :-)
@jamescrombie2320
@jamescrombie2320 3 жыл бұрын
We did the final finish turning on a CNC lathe but there was not enough memory so we had to feed the program from the cad dept computer
@heartobefelt
@heartobefelt Жыл бұрын
@@jamescrombie2320 my first CNC machine had 56 k memory ......now they are terrabytes lol . thankyou to all the clever people who put their lives work into improving all that we take for granted these days.
@jamescrombie2320
@jamescrombie2320 Жыл бұрын
@@heartobefelt We had a real mix of stuff at the first cnc shop I worked at. Some brand new Mori Seiki lathes, Bridgeport series one cnc mills, and old Hardinge cnc lathe and a Moog mill that ran one tape (it used an reader that used air and a lot of relays, no electronics at all)
@heartobefelt
@heartobefelt Жыл бұрын
@@jamescrombie2320 Yes , i saw a mill that used stamped cards the same way , thankfully humans quickly left those behind for the cavemen :)
@junkmail4613
@junkmail4613 3 жыл бұрын
Scott, Absolutely intriguing. You are like "Technological Radar" for us retired folks. So I'll be sayin' Keep yer eyes open for the rest of us. Thanks so much!
@robertdonnell8114
@robertdonnell8114 3 жыл бұрын
Very well done! Good job Scott.
@goetzliedtke
@goetzliedtke 3 жыл бұрын
I worked on the image processing software of an airborne SAR back in the early '90s. Airborne has more problems accounting for the motion of the aircraft than does satellite-borne. Our aircraft overflew and pictured Washington, DC (that's where the money was at that time) and I remember that long, metallic (i.e. high dielectric) objects actually created glare in our images if not processed correctly. The rail line south of the mall and the tracks into Union Station were glaringly obvious. The other big reflector was the roof of the Smithsonian Air and Space museum. Not everything has to be a great reflector. We could see people having lunch in the central courtyard of the Pentagon because humans reflect differently than concrete benches, grass, and trees.
@daltonhayhurst8501
@daltonhayhurst8501 3 жыл бұрын
“ I want to understand.” Scott, “say no more.”
@bobgreene2892
@bobgreene2892 Жыл бұрын
Thanks for the links, especially to the Alaska Satellite Facility. Very nice presentation on SAR, and your effort to break the presentation into general topics. We viewers could sense the enthusiasm of an engineering mind in your detailed explanation. We subscribed long ago.
@IanCaine4728
@IanCaine4728 3 жыл бұрын
I love this channel. Started out watching Kerbal landings, and now learning about SAR. Cool!
@tenns
@tenns 3 жыл бұрын
2:53 cries a little on the inside
@gelisob
@gelisob 3 жыл бұрын
You should not be wearing a tin-foil hat if you want to avoid being seen by SAR
@bozo5632
@bozo5632 3 жыл бұрын
Lead helmets ftw.
@AlexandreMS71
@AlexandreMS71 3 жыл бұрын
a conic hat should do the trick
@smokiethebear61
@smokiethebear61 3 жыл бұрын
@@bozo5632 Lead reflect the RADAR also. You have to adsorb it. Stealth planes are covered in RADAR adsorbing coating. Bottom line is to not reflect the radio energy back to the source.
@imouse3246
@imouse3246 3 жыл бұрын
Ordering my stealth hat first thing in the morning.
@bozo5632
@bozo5632 3 жыл бұрын
@@smokiethebear61 That's just what THEY want you to think, sheep-man.
@kirkesco7230
@kirkesco7230 3 жыл бұрын
That was an exceptional description of SAR. Thank you!
@dimension2788
@dimension2788 Жыл бұрын
Nice job Scotty! Radar imagery is mind blowingly beautiful. Love ESA Envisat, just astounding. I had to watch this one again. There was a huge effort put into this tech. Thanks to all who worked on this complicated and beautiful art form.
@4seeableTV
@4seeableTV 3 жыл бұрын
I'd say this guy knows his stuff.
@herlescraft
@herlescraft 3 жыл бұрын
SAR, basically the MRI of satellites
@Baigle1
@Baigle1 3 жыл бұрын
Just wait till they start using entangled photon tunneling to make a 3D image of the inside of a shielded enclosure. It won't require high intensity saturating pulses to get through that bunker anymore, and can be done with millions of times less emitted power. I'm honestly just waiting for the Japanese to come up with a way to make entangled neutrinos, then we can accurately image the inside of the earth (or anything else large) within just a few years (depending on our ability to store and read back directly or indirectly entangled neutrino states). P.S. Not a scientist.
@herlescraft
@herlescraft 3 жыл бұрын
@@Baigle1 ah yes the good old 15m detector (pixel) can't wait :P I mean i'm not that informed on neutrinos, but being italian comes with the mental image of a neutrinos detector build some years ago (end of neutrino knoledge and attempt to combine neutrinos with medical radiation detection knoledge to fill in the gap)
@faustin289
@faustin289 3 жыл бұрын
@@Baigle1 Just tell the scientists to give us sensors similar to those of the Enterprise in the ST.
@Baigle1
@Baigle1 3 жыл бұрын
@@herlescraft There are some theoretical particle physics papers that talk about a theoretical quark matter particle that can effectively interact and thus shield from or detect neutrinos way better than xenon or other high-Z scintillation materials. It may be down to specific mediated weak force interactions of normal matter to increase the neutrino cross section, but there is likely a way to improve neutrino detection out there somewhere. If you ask, I don't think I'd be able to find these papers again, but one source was talking about analyzing the mass and spin rate of near earth objects to see if any are candidates for having a dark matter core. Some were dense enough and fast enough that they were candidates for study, but they could also just have been balls of cooled slag versus a loose pile of space rubble. Edit: Neutrinos interact via the Weak force. Not Strong. Corrected.
@Baigle1
@Baigle1 3 жыл бұрын
@@faustin289 Never really got into star trek. The trekkies and their following likely delayed a lot of important scientific progress. It was nearly impossible to get the information out of anyone that transparent aluminum is actually just aluminum oxide glass. Its not special, its sapphire. They beat around the bush with a bunch of trash about spinels and crystals and nonsense, and that's only one example that screws the rest of STEM fields over. Edit: bush. heh.
@VitorSchettino
@VitorSchettino 3 жыл бұрын
Finally an useful KZbin recommendation! Thanks a lot for your videos!
@Danger_mouse
@Danger_mouse 3 жыл бұрын
Thanks, and Happy New year Scott Manley. Fly Safe!
@r1e5p3l7i2c
@r1e5p3l7i2c 3 жыл бұрын
TB-03 just chilling on the desk.
@jesseandben
@jesseandben 3 жыл бұрын
TD-3 ;)
@PolygonSwan
@PolygonSwan 3 жыл бұрын
@@jesseandben "Miniaturized and optimized"
@Gerard1971
@Gerard1971 3 жыл бұрын
Definitely not a TB-03, looks like a Behringer TD-3-SR to me.
@ShanoGabbafreakz
@ShanoGabbafreakz 3 жыл бұрын
Definitely looks like the Beringer clone.
@stuartbrightwell7077
@stuartbrightwell7077 3 жыл бұрын
Oh wow, I was wondering if it was Behringer or Roland. He obviously has good taste in tunes! 😎
@FyWhy
@FyWhy 3 жыл бұрын
This is probably a good follow up to Destins Smarter Every Day Submarines radar system.
@Cambone13
@Cambone13 3 жыл бұрын
Sonar, not radar
@sixstringedthing
@sixstringedthing 3 жыл бұрын
*Sonar system ;) It was a great video, I'm loving the submarine "deep dives".
@FyWhy
@FyWhy 3 жыл бұрын
@@Cambone13 oh yeah, but they do kinda work in similar way and by the looks share similar characteristics
@jsnyper4357
@jsnyper4357 3 жыл бұрын
25 years ago I was an imagery analyst in the US Army and we used SAR imagery. Back then resolution was measured in feet, this new stuff blows my mind.
@aitortilla5128
@aitortilla5128 3 жыл бұрын
Awesome video. I've learned a lot about SAR with these videos. Keep up your awesome work.
@kingdededethegod5313
@kingdededethegod5313 3 жыл бұрын
Secret bases hate him, find out this one weird trick to increase satellite range now!
@MrSharps02
@MrSharps02 3 жыл бұрын
i see that 303. so when can we expect the acid house album debut?
@darinpeev5820
@darinpeev5820 5 ай бұрын
Thank you so much man, awesomely presented material!
@abvmoose87
@abvmoose87 8 ай бұрын
Outstanding video, good job
@stekra3159
@stekra3159 3 жыл бұрын
Make no mistake the Surface of Venus is not Yellow. It is just what they cover in Synthetic Aperture Radar Dather. The Surface of Venus like a lot of Vulcanic Rocks is Black.
@foty8679
@foty8679 3 жыл бұрын
That one spacecraft who landed on venus for a few minutes or so...the stones look quite yellowish
@fredreickweaver809
@fredreickweaver809 3 жыл бұрын
Hot take: interferometry cool
@Kenionatus
@Kenionatus 3 жыл бұрын
Now, now, now. Cool down and take a hot minute to make up your mind.
@HonzaKuranda
@HonzaKuranda Жыл бұрын
Wow. Such a great summary. Thank you
@shaneduffy4853
@shaneduffy4853 2 жыл бұрын
One of the best learning videos so far
@ezmoney6341
@ezmoney6341 3 жыл бұрын
Man I don’t even know what you said. But I like it.
@NewLifeFromTheWayofTruth
@NewLifeFromTheWayofTruth 3 жыл бұрын
Is it just me or should we all love this shit.
@davidolson7575
@davidolson7575 3 жыл бұрын
Very nicely explained Scott! Thanks
@andrewmagdaleno5417
@andrewmagdaleno5417 3 жыл бұрын
This is really cool, thanks for the work on the content Mr. Manley.
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