22-Year-Old Lidar Whiz Claims Breakthrough
spectrum.ieee.org
spectrum.ieee.org
I mean, maybe it'll scare off deer, or pull them in closer to see what's up? Any number of species with un-intended consequences. Insects in the desert. Pidgeons in the big city. Gulls on the coast.
Maybe it's totally harmless, but I'd like a study that verifies mass adoption would not have ecological consequences.
See "The Verriest Lecture 2009: Recent progress in understanding mammalian color vision"
https://pdfs.semanticscholar.org/c9df/0b61e4a45e10577c001513...
Particularly Figure 1. Vertebrate photopigment sensitivity drops off rapidly toward the near IR (~700 nm).
I found this fascinating related (but not peer reviewed) document on arXiv, "Did Evolution get it right? An evaluation of near-infrared imaging in semantic scene segmentation"
https://arxiv.org/pdf/1611.08815.pdf
The author performs semantic segmentation with convnets using conventional visual-spectrum images and compares performance with images spectrally extended into the near-infrared. He finds that adding the additional NIR band did not improve task performance -- hence that evolution "got it right" by not expanding vision into a wavelength region that fails to improve semantic segmentation. I'm not sure how good this work is from a professional biologist's perspective, but I found it damn interesting.
EDIT: note that this laser operating at 1550 nm is far from the long wave IR (~8000 nm and up) that various animals sense to detect prey body heat.
EDIT: It appears that this is given a passing mention in the article:
. . . it can receive at a wavelength of 1550 nanometers, deep in the infrared part of the spectrum. That makes this wavelength much safer for human eyes than today’s standard wavelength, 905 nm.
Yet wireless access points spew microwave radiation at you all day.
https://en.wikipedia.org/wiki/Sunlight#/media/File:Solar_spe...
Just because I like running numbers, here's the comparison: the laser in this lidar has a power of ~40 mW, ~1000x less than sunlight. Lidar pulses are on the order of 10 nanoseconds, 100,000,000x less than a second. The energy on your eyes is less than 100 billion times less than a second in bright sunlight. There is certainly no mechanism for thermal damage to occur.
Using a maximum permissible exposure chart gives a better sense of danger. Lidar pulses are on the order of 10 nanoseconds, or 1/100th the smallest division on this chart[2]. Even so, you can see that the maximum safe power for 1550 nm is somewhere between 8 and 10,000 watts, at least 800x more than the lidar emits.
1550 nm doesn't chemically damage biological receptors. The damage would have to be thermal, but the laser is pulsed for an incredibly short time and even if it wasn't it's well under what you can be exposed to indefinitely.
Sunlight certainly does cause cancer, although we generally attribute that to the UV in sunlight. Sunlight is also well-known for blinding people.
Also, sunlight is specified in intensity (power/area), and here we only have laser power, not laser spot size, so it is hard to make a fair comparison. nevertheless, sunlight is roughly ~1kW/m^2, so if the laser had a spot size of 2 mm (required to be this big for diffraction over hundreds of meters of propagation to not reduce its intensity too much) we can calculate the power of sunlight in that area: 3 mW. So the laser would be actually ~10x more intense. (if the laser would be 7.2 mm wide then the intensity would be the same as sunlight) But one is comparing totally different wavelengths, so the laser safety rules are different. Two intros to laser safety for whomever is interested: https://www.rp-photonics.com/laser_safety.html https://spie.org/Documents/Publications/00%20STEP%20Module%2...
About thermal damage - funnily enough there is lots of time in nanoseconds to transmit heat and cause thermal damage. Heat transfer is actually reasonably fast at the submicroscale. As a curiosity see https://www.semrock.com/Data/Sites/1/semrockimages/technote_... for the difference between punching a hole with a femtosecond laser (no time for thermal diffusion to happen) and a nanosecond pulsed laser. The area around the laser just completely melts in the nanosecond case. Nevertheless this was done at much higher energies per pulse than the lidar lasers (thankfully!)
40 mW peak power, not average power. Average power somewhat less, maybe 20 mW.
>Also, sunlight is specified in intensity (power/area), and here we only have laser power, not laser spot size, so it is hard to make a fair comparison.
With sunlight and with a laser scanner, the entire body will be illuminated with that power, very roughly. If you stand directly in front of the laser scanner that 40 mW will fall over your entire body, and a similar fraction of the energy will go into your eyes as with sunlight.
In terms of direct heating, tens of milliwatts isn't even enough to really make a human-detectable rise.
When it is working properly.
The laser is eye-safe, meaning you can look directly at it continuously and be fine. Though, if you did, you would deserve injury. Kind of like sticking your hand in a blender.
The device will not manage to malfunction and miraculously shoot you in the eye from meters away.
https://www.nature.com/nature/journal/v476/n7358/full/nature...
They use this to find their warm-bodied prey, but of course it's only detection, not vision.
I learned this today, and now I'm happy I did.
But did they try in low light? It seems that seeing in IR should help with detection of predators or prey at night.
Passive thermal vision that might pick out a warm object in the dark require sensing of ~10,000 nm/10 um infrared, a very different problem! And one that wouldn't be easy to solve biologically, as it basically requires being colder than the object you are sensing. Edit: but not impossible! https://en.m.wikipedia.org/wiki/Infrared_sensing_in_snakes
https://en.m.wikipedia.org/wiki/Electromagnetic_absorption_b...
Which is to say, eyes were made for seeing the light that was bouncing around in the sea (and not the frequencies that had already been absorbed).
So yes, the simplest answer you can imagine.
I was answering the broader question of not wanting light to penetrate "your surroundings" - ie the desk in front of me or walls around me. Would make life difficult if everything was transparent. Normally when one talks about "surroundings" it means that stuff, not the air (analogous to the water for marine life) both of which obviously need to be at least somewhat transparent for vision to be useful.
Note this is instantaneous, human vision deals with after images which adds blur.
However in the rain, on a highway, we have water falling, water splashed up from the ground, a mist formed by cars, high humidity, and a wet layer on the outside of the car. These factors reasonably could impact this device if the laser is emitting at water's absorption frequency.
http://www.teledyneoptech.com/index.php/product/titan/
[1] (PDF!) http://www.riegl.com/uploads/tx_pxpriegldownloads/Paper_ILMF...
What? IR is lower energy than visible red and that's the first color to go when you get a few feet under water (with no local light source).
fair enough, I got my physics a bit wrong there, but I was under the impression that that window was in the blue/green part of the spectrum since I do know that water is good at blocking UV and even cosmic radiation.
I also know that it's good at blocking visible red, because if you go further than about 20-30 feet down on a sunny day and cut yourself, your blood looks green.
Is there an additional window in the infrared part of the spectrum that supports GP's point?
As you say other creatures are much more sensitive to IR differences.
I wonder if ground-source lidar at night would have similar effects on animals that are "used to" IR coming from above.
Also, nocturnal bats will largely be unaffected by cars in no small part because they don't cohabitate with humans very much.
https://upload.wikimedia.org/wikipedia/commons/e/e7/Solar_sp...
Snakes pick back up around 5000nm since that's the temperature other living animals radiate, which is helpful in hunting. https://en.wikipedia.org/wiki/Infrared_sensing_in_snakes
You will save many more insects, raising awareness to this problem.
LIDAR may or may not have an adverse impact on wildlife, but we should at least find out and see if there are simple ways to mitigate any possible side effects.
This is really back of the envelope stuff, but there are lots of factors to consider. You could probably get away with even a 100mW laser with the right setup. Obvious disclaimer that you should respect laser safety and not trust someone's internet napkin calculations.
According to this you're allowed 1W/m^2 at > 1400nm for an accidental exposure (100 seconds): https://workspace.imperial.ac.uk/physics/Public/physicsdocs/...
Equivalently that's 1 mW/mm^2. So the question is, what power is the laser kicking out? A Faro scanner can put out as much as 20mW/mm^2 at 1m and their systems are thus Class 3R. So far, so bad.
However... laser safety ratings are given as "Under normal operating conditions". The laser is being scanned, and very quickly at that, so you'd only be getting very short bursts of light (I don't know if it's truly a pulsed laser). If you stared into the beam continuously you would have problems, but since the beam is only going to hit you for a fraction of a second it's unlikely to do any damage. And indeed Faro say that for practical purposes their system is eye-safe, even though it's got a stonking laser in it.
The tables say you can go up to 10^4 J/m^2 for short exposures and suppose we only have the beam in our eye for 10^-3 seconds (additionally the pulse length will be very short), you're allowed a light power of perhaps 1000 times higher. Maybe divide by a factor of 100 or so because you'd get several repeat exposures if you stood in the same place or if you're standing on a street filled with these things.
Have a look at Faro's manual, Appendix E for a real example of this kind of analysis: https://doarch332.files.wordpress.com/2013/11/e866_faro_lase...
From a skim of their patent it's a multiplexed system - http://www.freepatentsonline.com/y2017/0131388.html
Seems like they're using a galvo to scan the LIDAR and they're beamsplitting the laser to get multiple returns.
By way of a GaN chip, which is the standard solution for anything requiring super high clock speeds.
Considering another company is pitching a $50 solid-state LIDAR for autonomous vehicles, I don't think this qualifies as a breakthrough[0]. It's just the market pushing prices down.
[1]: http://spectrum.ieee.org/cars-that-think/transportation/sens...
"You know you're in trouble when ... your safety glasses aren't on."Current lidar systems can’t see a black tire, or a person like me wearing black—Velodyne’s [Puck] wouldn’t see a 5- to 10-percent reflective object [30 meters away]. It’s the dark car problem—no one else talks about it!”
It's a similar thing to not being able to see men carrying a glass windowpane. It's a somewhat niche problem.
Parked cars, on the other hand, may be a tougher challenge. If I were building a self-driving car, my nightmare scenario would probably be a tire lying in the middle of the road, or a piece of matte-textured furniture.
I honked the horn at it.
Thankfully, it missed me despite that brilliant decision.
Matte black cars, not so much.
There is a major price difference right now, but the switch to electric and market forces will drive those costs down. Tack on insurance discounts and the price delta will be smaller than that of automatic vs manual.
The safe solution to this is not to look for "obstacles", but to profile the road ahead with a high-mounted laser. If you're not getting a return, either it's not very reflective, or there's a cliff ahead. In either case, you don't want to go there at speed.
As you get closer to the trouble spot, you're more likely to get a bounce from even a low-reflectivity material, because the returned light increases. So you can deal with this by slowing down until the data improves. Off-road vehicles must do this. On-road vehicles can use other data sources for assurance there's a road there, and radars are capable of detecting anything as big and metallic as a car.
Not to say it would be easy, but it should be doable.
[0]https://optoelectronics.ece.ucsb.edu/sites/default/files/201...
You don't think the car companies won't record, collect and analyse the data for advertisement purposes?
Chevrolet wants to be a data company.
https://www.bloomberg.com/news/articles/2016-07-12/your-car-...
“Current lidar systems can’t see a black tire, or a person like me wearing black—Velodyne’s [Puck] wouldn’t see a 5- to 10-percent reflective object [30 meters away]. It’s the dark car problem—no one else talks about it!”
How are the current autonomous vehicles from the Google, Uber et al compensating for this shortcoming?
If anyone has some recommendations for learning more about Lidar that they could share I appreciate it.
It seems to me that you don't need 200m coverage to the rear, and maybe the rear of the vehicle could be handled by a less expensive 360-degree lidar unit?
200 meters, half second? That would mean the car is covering 1km in 2.5 seconds, or 1440km/h. Not sure what type of car is going that fast.
Assuming that there's a stationary obstruction that you must come to a complete stop.
According to [1] the stopping distance of a car travelling at 70mph is 245ft (75m).
A car travelling at 70mph is doing approx 31m/s.
With a 0.5s reaction time, the car would travel only 90m, or; With a 200m range, the car would have 4s to initiate an emergency breaking manoeuvre.
[1] http://www.government-fleet.com/content/driver-care-know-you...
Fast spinning mirrors aren't particularly hard, but the tolerances are pretty unforgiving. Being able to tell if a car is partially in your lane at 200 meters is a pretty small angle.
Cars take quite a bit of abuse over their 100-200k mile lifetime. Vibration (at numerous frequencies), huge temperature variations (120F to -20F or so).
Not sure I buy that Lidar is better than cameras for cars. Especially since they are cheap enough for you to have a dozen of them. Better price point, and more likely to have the same limitations as eyes do (to fit social expectations). Sadly society seems more focused on failures than a strict rational decision of deciding if a technology is worthwhile based on the numbers of lives saved vs lost.
Sure, if someone can make a solid state lidar using the lower frequency light (so they can use 40x stronger laser) it might compete. I'd still worry about blind spots because of fog, smog, snow, sleet, rain, blowing dust, sand storms, etc.
Frankly I'm skeptical that a galvo based system will last long in the real world.
In principle, flash LIDAR solves all of the problems. You can image an area at long distance in real-time. It has no moving parts and it's presumably amenable to MEMS production. Basic (non-MEMS) units from people like ASC cost tens of thousands. We just need someone with a serious bankroll to develop one. We saw exactly the same with Time of Flight cameras. Microsoft bought Canesta and suddenly a $5k+ camera cost $100.
Yes, looking at the other end of a laser fiber is stupid, particularly when your eye can't see the wavelength. If you're working with 1550nm light and single-mode fibers you should know that, and if you don't you should've received better laser safety training.
I wonder how well this system does it -- it is not trivial.
What are the specs of the output of a LIDAR such a Velodyne or this one ?
Velodynes tend to output very stripey point clouds.
Edit to add more info: the Puck's data sheet [0] claims a range of 100m and 300,000 points per second.
[0] http://velodynelidar.com/docs/datasheet/63-9229_Rev-F_Puck%2...
The rainbow colors are, of course, optional.
Unless you're using a flash LIDAR (mucho dinero), all LIDAR are single point sensors which have to be scanned. That is, you send out a pulse of light and a single photodiode detects the return signal.
A Velodyne LIDAR has up to 64 rx/tx pairs arranged into a grid which is rotated rapidly, so you end up imaging a series of rings around the sensor.
Specs - the best LIDAR systems scan at around 1Mpt/second over a full hemisphere. The Velodyne system gives you around 20-30k measurements in the field of view a typical car camera. Accuracy is centimeter level.
Stripes are produced by laser triangulation systems, but they're not true LIDAR. You project a line and look at how the image of it shifts compared to a known distance.
The technology is certainly interesting and it does have its advantages, but the need to use 4 of these units, for complete coverage, isn't exactly going to make it cheap.
Edit: Emphasis on fully dilated. The amount of infrared energy that reaches my retinas in daylight is reduced due to pupil contraction.
Additionally, this has moving parts so what if it suddenly fails to spin and you are exposed to a continuous IR beam with fully dilated pupils at night? I'm sure that it's possible for it to heat and damage your retina in this failure scenario.
A more useful comment would be to ask what the wavelength-damage relationship is for different power levels.
The laser in this lidar has a power of ~40 mW, which technically puts it out of being a class 1[1] laser, ie you can shine it directly into your pupil through a magnifying glass without fear. However the class is just a guideline.
Using a maximum permissible exposure chart gives a better sense of danger. Lidar pulses are on the order of 10 nanoseconds, or 1/100th the smallest division on this chart[2]. Even so, you can see that the maximum safe power for 1550 nm is somewhere between 8 and 10,000 watts, at least 800x more than the lidar emits.
1550 nm doesn't chemically damage biological receptors. The damage would have to be thermal, but the laser is pulsed for an incredibly short time and even if it wasn't it's well under what you can be exposed to indefinitely.
[1] https://en.wikipedia.org/wiki/Laser_safety#/media/File:Laser...
The visible light in sunlight makes pupils dilate, decreasing the amount of infrared energy that reaches and heats the retina.