How aerial lidar illuminated a Mayan megalopolis

Archaeology may not be the most likely place to find the latest in technology — AI and robots are of dubious utility in the painstaking fieldwork involved — but lidar has proven transformative. The latest accomplishment using laser-based imaging maps thousands of square kilometers of an ancient Mayan city once millions strong, but the researchers make it clear that there’s no technological substitute for experience and a good eye.

The Pacunam Lidar Initiative began two years ago, bringing together a group of scholars and local authorities to undertake the largest-yet survey of a protected and long-studied region in Guatemala. Some 2,144 square kilometers of the Maya Biosphere Reserve in Petén were scanned, inclusive of and around areas known to be settled, developed or otherwise of importance.

Preliminary imagery and data illustrating the success of the project were announced earlier this year, but the researchers have now performed their actual analyses on the data, and the resulting paper summarizing their wide-ranging results has been published in the journal Science.

The areas covered by the initiative, as you can see, spread over perhaps a fifth of the country.

“We’ve never been able to see an ancient landscape at this scale all at once. We’ve never had a data set like this. But in February really we hadn’t done any analysis, really, in a quantitative sense,” co-author Francisco Estrada-Belli, of Tulane University, told me. He worked on the project with numerous others, including Tulane colleague Marcello Canuto. “Basically we announced we had found a huge urban sprawl, that we had found agricultural features on a grand scale. After another nine months of work we were able to quantify all that and to get some numerical confirmations for the impressions we’d gotten.”

“It’s nice to be able to confirm all our claims,” he said. “They may have seemed exaggerated to some.”

The lidar data was collected not by self-driving cars, which seem to be the only vehicles bearing lidar we ever hear about, nor even by drones, but by traditional airplane. That may sound cumbersome, but the distances and landscapes involved permitted nothing else.

“A drone would never have worked — it could never have covered that area,” Estrada-Belli explained. “In our case it was actually a twin-engine plane flown down from Texas.”

The plane made dozens of passes over a given area, a chosen “polygon” perhaps 30 kilometers long and 20 wide. Mounted underneath was “a Teledyne Optech Titan MultiWave multichannel, multi-spectral, narrow-pulse width lidar system,” which pretty much says it all: this is a heavy-duty instrument, the size of a refrigerator. But you need that kind of system to pierce the canopy and image the underlying landscape.

The many overlapping passes were then collated and calibrated into a single digital landscape of remarkable detail.

“It identified features that I had walked over — a hundred times!” he laughed. “Like a major causeway, I walked over it, but it was so subtle, and it was covered by huge vegetation, underbrush, trees, you know, jungle — I’m sure that in another 20 years I wouldn’t have noticed it.”

But these structures don’t identify themselves. There’s no computer labeling system that looks at the 3D model and says, “this is a pyramid, this is a wall,” and so on. That’s a job that only archaeologists can do.

“It actually begins with manipulating the surface data,” Estrada-Belli said. “We get these surface models of the natural landscape; each pixel in the image is basically the elevation. Then we do a series of filters to simulate light being projected on it from various angles to enhance the relief, and we combine these visualizations with transparencies and different ways of sharpening or enhancing them. After all this process, basically looking at the computer screen for a long time, then we can start digitizing it.”

“The first step is to visually identify features. Of course, pyramids are easy, but there are subtler features that, even once you identify them, it’s hard to figure out what they are.”

The lidar imagery revealed, for example, lots of low linear features that could be man-made or natural. It’s not always easy to tell the difference, but context and existing scholarship fill in the gaps.

“Then we proceeded to digitize all these features… there were 61,000 structures, and everything had to be done manually,” Estrada-Belli said — in case you were wondering why it took nine months. “There’s really no automation because the digitizing has to be done based on experience. We looked into AI, and we hope that maybe in the near future we’ll be able to apply that, but for now an experienced archaeologist’s eye can discern the features better than a computer.”

You can see the density of the annotations on the maps. It should be noted that many of these features had by this point been verified by field expeditions. By consulting existing maps and getting ground truth in person, they had made sure that these weren’t phantom structures or wishful thinking. “We’re confident that they’re all there,” he told me.

“Next is the quantitative step,” he continued. “You measure the length and the areas and you put it all together, and you start analyzing them like you’d analyze other data set: the structure density of some area, the size of urban sprawl or agricultural fields. Finally we even figured a way to quantify the potential production of agriculture.”

This is the point where the imagery starts to go from point cloud to academic study. After all, it’s well known that the Maya had a large city in this area; it’s been intensely studied for decades. But the Pacunam (which stands for Patrimonio Cultural y Natural Maya) study was meant to advance beyond the traditional methods employed previously.

“It’s a huge data set. It’s a huge cross-section of the Maya lowlands,” Estrada-Belli said. “Big data is the buzzword now, right? You truly can see things that you would never see if you only looked at one site at a time. We could never have put together these grand patterns without lidar.”

“For example, in my area, I was able to map 47 square kilometers over the course of 15 years,” he said, slightly wistfully. “And in two weeks the lidar produced 308 square kilometers, to a level of detail that I could never match.”

As a result the paper includes all kinds of new theories and conclusions, from population and economy estimates, to cultural and engineering knowledge, to the timing and nature of conflicts with neighbors.

The resulting report doesn’t just advance the knowledge of Mayan culture and technology, but the science of archaeology itself. It’s iterative, of course, like everything else — Estrada-Belli noted that they were inspired by work done by colleagues in Belize and Cambodia; their contribution, however, exemplifies new approaches to handling large areas and large data sets.

The more experiments and field work, the more established these methods will become, and the greater they will be accepted and replicated. Already they have proven themselves invaluable, and this study is perhaps the best example of lidar’s potential in the field.

“We simply would not have seen these massive fortifications. Even on the ground, many of their details remain unclear. Lidar makes most human-made features clear, coherent, understandable,” explained co-author Stephen Houston, of Brown University, in an email. “AI and pattern recognition may help to refine the detection of features, and drones may, we hope, bring down the cost of this technology.”

“These technologies are important not only for discovery, but also for conservation,” pointed out co-author, Ithaca College’s Thomas Garrison, in an email. “3D scanning of monuments and artifacts provide detailed records and also allow for the creation of replicas via 3D printing.”

Lidar imagery can also show the extent of looting, he wrote, and help cultural authorities provide against it by being aware of relics and sites before the looters are.

The researchers are already planning a second, even larger set of flyovers, founded on the success of the first experiment. Perhaps by the time the initial physical work is done the trendier tools of the last few years will make themselves applicable.

“I doubt the airplanes are going to get less expensive but the instruments will be more powerful,” Estrada-Belli suggested. “The other line is the development of artificial intelligence that can speed up the project; at least it can rule out areas, so we don’t waste any time, and we can zero in on the areas with the greatest potential.”

He’s also excited by the idea of putting the data online so citizen archaeologists can help pore over it. “Maybe they don’t have the same experience we do, but like artificial intelligence they can certainly generate a lot of good data in a short time,” he said.

But as his colleagues point out, even years in this line of work are necessarily preliminary.

“We have to emphasize: it’s a first step, leading to innumerable ideas to test. Dozens of doctoral dissertations,” wrote Houston. “Yet there must always be excavation to look under the surface and to extract clear dates from the ruins.”

“Like many disciplines in the social sciences and humanities, archaeology is embracing digital technologies. Lidar is just one example,” wrote Garrison. “At the same time, we need to be conscious of issues in digital archiving (particularly the problem of obsolete file formatting) and be sure to use technology as a complement to, and not a replacement for methods of documentation that have proven tried and true for over a century.”

The researchers’ paper was published today in Science; you can learn about their conclusions (which are of more interest to the archaeologists and anthropologists among our readers) there, and follow other work being undertaken by the Fundación Pacunam at its website.

Source: Gadgets

Chinese company claims its ‘laser AK-47’ can set you on fire from half a mile away

Lasers! Everybody loves them, everybody wants them. But outside a few niche applications they have failed to live up to the destructive potential that Saturday morning cartoons taught us all to expect. In defiance of this failure, a company in China claims to have produced a “laser AK-47” that can burn targets in a fraction of a second from half a mile away. But skepticism is still warranted.

The weapon, dubbed the ZKZM-500, is described by the South China Morning Post as being about the size and weight of an ordinary assault rifle, but capable of firing hundreds of shots, each of which can cause “instant carbonization” of human skin.

“The pain will be beyond endurance,” added one of the researchers.

Now, there are a few red flags here. First is the simple fact that the weapon is only described and not demonstrated. Second is that what is described sounds incompatible with physics.

Laser weaponry capable of real harm has eluded the eager boffins of the world’s militaries for several reasons, none of which sound like they’ve been addressed in this research, which is long on bombast but short, at least in the SCMP article, on substance.

First there is the problem of power. Lasers of relatively low power can damage eyes easily because our eyes are among the most sensitive optical instruments ever developed on Earth. But such a laser may prove incapable of even popping a balloon. That’s because the destruction in the eye is due to an overload of light on a light-sensitive medium, while destruction of a physical body (be it a human body or, say, a missile) is due to heat.

Existing large-scale laser weapons systems powered by parallel arrays of batteries struggle to create meaningful heat damage unless trained on targets for a matter of seconds. And the power required to set a person aflame instantly from half a mile away is truly huge. Let’s just do a little napkin math here.

The article says that the gun is powered by rechargeable lithium-ion batteries, the same in principle as those in your phone (though no doubt bigger). And it is said to be capable of a thousand two-second shots, amounting to two thousand seconds, or about half an hour total. A single laser “shot” of the magnitude tested by airborne and vehicle systems is on the order of tens of kilowatts, and those have trouble causing serious damage, which is why they’ve been all but abandoned by those developing them.

Let’s just pretend they work for a second, at those power levels — they use chemical batteries to power them, since they need to be emptied far faster than lithium ion batteries will safely discharge. But let’s say even then that we could use lithium ion batteries. The Tesla Powerwall is a useful comparator: it provides a few kilowatts of power and stores a few kilowatt-hours. And… it weighs more than 200 pounds.

There’s just no way that a laser powered by a lithium-ion battery that a person could carry would be capable of producing the kind of heat described at point blank range, let alone at 800 meters.

That’s because of attenuation. Lasers, unlike bullets, scatter as they progress, making them weaker and weaker. Attenuation is non-trivial at anything beyond, say, a few dozen meters. By the time you get out to 800, the air and water the beam has traveled through enough to reduce it a fraction of its original power.

Of course there are lasers that can fire from Earth to space and vice versa — but they’re not trying to fry protestors; all that matters is that a few photons arrive at the destination and are intelligible as a signal.

I’m not saying there will never be laser weapons. But I do feel confident in saying that this prototype, ostensibly ready for mass production and deployment among China’s anti-terrorist forces, is bunk. As much as I enjoy the idea of laser rifles, the idea of one that weighs a handful of pounds and fires hundreds of instantly skin-searing shots is just plain infeasible today.

The laser project is supposedly taking place at the Xian Institute of Optics and Precision Mechanics, at the Chinese Academy of Sciences. Hopefully they give a real-world demonstration of the device soon and put me to shame.

Source: Gadgets

Germans are doing deep scans of ancient instruments to uncover their secrets

 I don’t know if you’re into baroque music, but I can tell you that Germans sure are. So it’s no surprise that German R&D outfit Fraunhofer has turned its considerable resources towards learning about and conserving every little detail of the instruments for which the likes of Bach and Handel composed their music. Specifically, they’re putting them into an enormous… Read More

Source: Gadgets

NASA tests robotic tools to crack the surface of icy moons

 While the Mars rovers are searching the red planet for water over the next decade, there are whole moons full of the stuff just waiting for us to come visit. At least, that’s the theory. But missions to Europa and Titan are still hypothetical, so in the meantime NASA is toying with ideas about how a lander would get through the miles of ice that lie on top of these extraterrestrial oceans. Read More

Source: Gadgets

Windows has a heart of trash

 I did a bad thing. I opened a bad file and it borked my PC. So as part of the grand tradition of frustrated tech bloggers calling on enormous companies to conform to their expectations, here is my rant on how terrible computers are — Windows ones, this time anyway — and how they ought to be. Read More

Source: Gadgets

Between robots’ ‘safe’ and ‘unsafe’ zones, a sort of robot friend zone proposed

 It goes without saying that working with robots and heavy machinery is more than a little dangerous. While better practices and ethical companies are still less common than they should be, smarter robots are another, parallel solution. German research outfit Fraunhofer suggests an intuitive model for human-robot collaboration in industrial settings. Read More

Source: Gadgets

Behold the robo-fruit

 Perhaps you’ve been watching the BBC’s Spy in the Wild, in which meticulously recreated robotic animals cohabitate with their fleshy brethren and record all their secret goings and doings. But haven’t you ever wondered what fruit gets up to during the long trip from its homeland to your local produce department? These robo-fruits are your best bet to find out. Read More

Source: Gadgets