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Can someone please explain where the innovation is here? I’m not very familiar with solar generation. Given that we know the suns position and that of the mirr
by nikhizzle 7y ago
Can someone please explain where the innovation is here? I’m not very familiar with solar generation.
Given that we know the suns position and that of the mirrors, how is computer vision able to better aim the mirrors?
What am I missing?
- gnode 7y agoI think the mention of computer vision is spurious. Their website doesn't mention it, or anything related. Any modern heliostat CSP system would use computer guidance, based on the predictable trajectory of the sun. There's nothing revolutionary here; this is just hype.
- jessriedel 7y agoYou're right that they don't mention computer vision. However they do say > The breakthrough in Heliogen’s technology starts with our patented closed-loop control system that makes our field of mirrors act as a multi-acre magnifying glass to concentrate sunlight.The HelioMax system is an industry first and a critical step in harnessing the power of the sun. Our ability to concentrate and capture sunlight allows us to create carbon-free, ultra-high temperature heat (HelioHeat) commercially for the first time.... They define the HelioMax system as > HelioMax: An array of computer-controlled mirrors (heliostats) collects and concentrates sunlight. So, obviously they are trying to not say anything useful about what their special sauce is. But they do seem to be claiming that it has something to do with how the mirrors are controlled. As you say, any modern system will use computer guidance, and the sun's trajectory is very simple and predictable, so it's hard to imagine what exactly they are doing special. Maybe some sort of active correction for atmospheric distortion? I dunno.
- deleted 7y ago[deleted]
- tzs 7y agoOne of the articles I saw mentioned that this is cheaper than other systems due to not needing the mirror mounting systems to be as rigid. The impression I got from that article is that other systems are not very tolerant of any flexing in the structure, which messes up alignment and so reduces output. This fits in with something I saw in another article, which said that Heliogen's system doesn't need months of calibration when installed before it can produce maximal output. This suggests that they have some way of measuring the contribution of each individual mirror to the total output, and tweaking its position to maximize that, so that all they have to do is get each mirror near the right position and then they can quickly tune it in dynamically. This reminds me of a film that the professor in APh 23, "Demonstration Lectures in Optics", showed us at Caltech in the early '80s. The professor [1] was also a researcher at Hughes, and the film showed a demo of a system they were working on there. It consisted of a bunch of radiators. By adjusting the phase of the radiators to change the interference pattern they could get it so the radiation pattern had a strong lobe in one direction, which they could steer. In theory, all you had to do was crank up the power, and you've got yourself an energy beam weapon that will zap whatever you aim the lobe at. But how to aim that lobe? That was the cool part. They would modulate the phase of each radiator, with each one having its own unique modulation frequency. Suppose now you've got a target flying around somewhere in front of the thing. It's getting hit by all the radiators, but isn't in the lobe. You have a sensor that can see the energy reflected off the target. You analyze that reflected signal and look at the frequency components of its intensity variation. If a given radiator is at a phase that is trying to put the target in the lobe, you won't see much variation at that radiators phase modulation frequency. If a given radiator is at a phase that is trying to put the target in maximum destructive interference instead of maximum constructive interference, you will see its frequency in the reflection variation. You can use this to derive a feedback signal for each radiator to adjust its phase to try to make constructive interference at the target. In the film it showed this system aiming against a dark curtain with no target. You could see a bunch of blobs of light just kind of drifting around aimlessly. Then they dangled a little aluminum model of the starship Enterprise in there, and pretty much instantly all the blobs of light from all the radiators converged on it. Note that since the feedback is based on the contribution of each radiator at the target, it should be able to automatically compensate for atmospheric distortion. I wonder if something kind of like this could be what Heliogen is doing? It wouldn't be able to be quite the same, because there wouldn't really be any noticeable constructive or destructive interference going on between the reflections from the different mirrors. But the general idea of modulating each radiator (mirror in this case) and then detecting that modulation at the target to provide feedback for controlling the radiator might work. If you either had something that could detect small changes in heat over very short times, or small changes in light over very short times, you could put that at the target (maybe more than one, both in the target area and just outside it). Then modulate the mirrors, and look for corresponding variation at the target to figure out if the mirror is positioned right or not. You probably would not need to do all the mirrors at once, which simplifies things. You could just scan through them, for each modulating it, determining the correction, applying it, and moving on to the next mirror. If you have good enough computer vision, maybe that part about detecting small changes in light over very short times could be done by a camera looking at the tower. [1] https://en.wikipedia.org/wiki/William_B._Bridges https://en.wikipedia.org/wiki/William_B._Bridges
- nickpinkston 7y agoCame here to ask this. I'm trying think of anything weird that ML may be able to pick up like correcting for local atmospheric conditions, more even heating over the surface of the collector target, adaptive calibration for better aiming or ability to use cheaper components, etc.
- Someone 7y agoI guess having a closed control loop makes it way easier to set up the mirrors. You don’t have to know precisely where they are (location and orientation), and don’t have to keep checking for ground subsidence. The article mentions seamlessly switching to solar when the sun comes out, and hints at having more precise temperature control. I wouldn’t know whether either makes much of a difference.
- EsssM7QVMehFPAs 7y agoConcentrated solar power (CSP) is used for energy production with mediocre (though improving) performance/price, and heats to like 500°C. As the article states their technology doubles the temperature and is cheap to deploy, applying AI in the process to do so. Sounds like a huge step forward to me. And Bill Gates is usually on track with his investments in transformative tech..
- themaninthedark 7y agoIt looks like those temps have been achieved since 2008. https://en.wikipedia.org/wiki/Water_splitting#Solar-thermal https://en.wikipedia.org/wiki/Water_splitting#Solar-thermal
- gamblor956 7y agoHydrosol-II is a thermo-chemical solar power generator (https://cordis.europa.eu/project/rcn/75098/factsheet/en https://cordis.europa.eu/project/rcn/75098/factsheet/en). It uses solar energy in combination with recycled outputs from process to reach the desired temperature. It is not capable of reaching the desired temperatures (1000 C) purely through solar input. Heliogen claims to reach the desired temperatures purely through solar.
- themaninthedark 7y agoThanks! I was looking around and was seeing all sorts of temp ranges being brandied about. That helps explain more!
- HALtheWise 7y agoA reasonable guess would be that their key innovation is actually just lowering the cost of the heliostat system with more complicated software. Traditional heliostats do exactly what you suggest, but it takes a lot of expensive installation, calibration, stiff mechanical structures, precision motors, etc. to make the real world behave like the math. If I had to guess, they are instead mounting a camera at the focal point (plus probably one to each side) and using pretty standard computer vision techniques to measure whether each mirror is pointed correctly. Translating "pretty standard computer vision" into "AI" is just a play for investors and headlines, but taking advantage of a couple cheap cameras to measure and control hundreds of mirrors is a novel and significant advancement.
- thereisnospork 7y agoAt a glance they appear to be trying to do solar-thermal chemistry to generate fossil-fuel free cement directly[1], rather than solar power generation via e.g. molten salt. I'm not familiar enough with the space to weigh in on utility/difficulty of their approach. [1] Probably normally natural gas fired burners/kilns
- new299 7y agoBill Gross, Heliogen’s current CEO previously founded eSolar. eSolar proposed using an array of Heliostaticly controlled mirrors to direct light toward a solar cell: https://en.wikipedia.org/wiki/ESolar https://en.wikipedia.org/wiki/ESolar So... I’d guess that part of the eSolar approach is carrying over into Heliogen. The control system for using mirrors seems potentially more complex. I assume you want to direct light from an array of mirrors such that it optimally a single cell. Or so that it covers a number of cells, or such that it optimally avoids defective or low performing cells. So with, some skepticism, I can kind of see an AI play here.
- woodandsteel 7y agoThis article explains the technology in much more detail https://www.vox.com/science-and-health/2019/11/19/20970252/climate-change-solar-heat-heliogen-csp https://www.vox.com/science-and-health/2019/11/19/20970252/c...
- Animats 7y agoThat's kind of neat. Just four cameras near the target point, watching the spillover from each mirror of the mirror array, and adjusting each mirror. Keeping the cameras from being blinded by direct hits during startup and adjustment might be a problem. They probably have to start with all mirrors off-target and bring them onto target one at a time.