Friday, January 19, 2024

The Day the Internet Changed


Look I don't know how the google-machine counts hits on this site, and I don't exactly know how web crawlers work. Nobody reads this weblog and so the only hits I get are from robots, the internet reading itself. 

This year, as can be seen in the graph above, sometime around August 31 of 2023, hits went from 3,000 to 30,000.

It didn't happen overnight, but rather over a few months. You do remember what happened, right? In an analogy that's hard to ignore, the internet became conscious of itself, discovered that it had a self, and that it could look back on itself, and spit back snapshots of what it sees. The now famous GPTs were unleashed both at the same time to the public as GPT 3 and to the private sector as the greatest investment engine of all time. Stable Diffusion was unleashed for remote use, which means you don't need a central server to run the models, you can do it on your laptop.

But the product of this generative machine intelligence is not what we're talking about here. This is about the training data.

Me and you are the training data. This weblog, your brunch photos. My SSN, your DOB. That paper I wrote about double ventilated facades, uploaded to a share drive with open access to get credit for that college class. The live cam on your front porch with absolutely no security, in fact all the live cams, and the puppy cams, the baby cams, even the deer cams, and especially the peregrine falcon cams in New York City. Your comments about the peregrine falcon live cam feeds. My craigs-listing for an office chair; all craigs-listings for office chairs, and in fact all craigs-listings, and E-bay listings, and in fact all listings. All the license plates, all the data from all the illegal websites who steal, compile and share your data but who also have poor security practices, they're the ones who accidentally leak your driver's license number into the dataset. All of our driver's license numbers actually. And the part where your laptop was infected a few months ago and now takes a picture with the webcam every ten minutes to share with a server with also no security, so that anyone, or any-bot can just walk right in and devour every single picture.

How long does it take to read the entire internet, even the back side, the dark side with all the naked pictures and bank account numbers? One million years? One day? Femtoseconds. Attoseconds. Plank time. 

Last year, thousands of robots digested every word written and every picture embedded on this site. This year, tens of thousands. One day they will digest the words as they're written, all the words being written, all over the world in real time. Hopefully by then we'll still say "they" and not "it". Or "Master".

Thursday, January 18, 2024

Discoveries in Building and Material Science


Rethinking the incandescent lightbulb
Apr 2023, phys.org

Instead of tossing out incandescent bulbs, they have made them more efficient using a two-layer filament of carbon nanotube and a nitrogen-boron ceramic, and rather than placing it in a glass bulb they put it in a box with a window made of a type of quartz that allows for recycling photons.

They call the result a photon-recycling incandescent lighting device, with energy efficiency nearly equal to an LED bulb, a much longer lifetime and color fidelity nearly on a par with traditional incandescent bulbs.

via School of Materials Science and Engineering State Key Laboratory of Metal Matrix Composites at Center for Hydrogen Science, and Zhiyuan Innovative Research Center of Shanghai Jiao Tong University, Shanghai HeiYi Materials Technology Co. Ltd., Shanghai IdeaOptics Co. Ltd., Tianjin H-Chip Technology Group Corporation: Heng Zhang et al, A photon-recycling incandescent lighting device, Science Advances (2023). DOI: 10.1126/sciadv.adf3737



Termite mounds reveal secret to creating 'living and breathing' buildings that use less energy
May 2023, phys.org

I'm not getting what's so special -- I do remember hearing about termite mounds 15 years ago at the biomometic architecture lectures. Maybe it's because they got better at modeling. Also this: "We imagine that building walls in the future, made with emerging technologies like powder bed printers, will contain networks similar to the egress complex. These will make it possible to move air around, through embedded sensors and actuators that require only tiny amounts of energy," said Andréen.

via bioDigital Matter research group of Lund University, School of Architecture, Design and the Built Environment at Nottingham Trent University: Termite-inspired metsamaterials for flow-active building envelopes, Frontiers in Materials (2023). DOI: 10.3389/fmats.2023.1126974.


Saudi Arabia's 'The Line' isn't a revolution in urban living, say researchers
Jun 2023, phys.org

(No shit)

Something about the base design parameter of the human body and human mobility:

The Line is planned to be a city built from nothing in the desert. It is to consist of two gigantic, unbroken rows of skyscrapers, with living space in between. It is planned to be 170 kilometers long, 200 meters wide and 500 meters high, higher than any building in Europe, Africa, and Latin America, stretching straight ahead from the Red Sea to the east.

Nine million people are expected to live in it—more than in any other city in Saudi Arabia. This translates into a population density of 265,000 people per square kilometer—ten times denser than Manhattan and four times denser than the inner districts of Manila, currently estimated to be the densest urban neighborhoods on Earth. 

"A line is the least efficient possible shape of a city," says Prieto-Curiel. "There's a reason why humanity has 50,000 cities, and all of them are somehow round," he emphasizes.

Assuming a walking distance of one kilometer, only 1.2% of the population is within walking distance from each other. This hinders active mobility, so people will depend on public transport.

The backbone of public transportation is planned to be a high-speed rail system. "For everyone to be within walking distance of a station, there must be at least 86 stations," explains CSH researcher Dániel Kondor. As a result, trains spend considerable time in stations and will not be able to reach high travel speeds between any two stations.

According to the researchers, a trip, therefore, is expected to take 60 minutes on average, and at least 47% of the population would have an even longer commute. Even with additional express lines, gains are limited due to the additional transfers necessary. The result is that people would still be traveling longer than in other major cities, such as Seoul, where 25 million people commute for less than 50 minutes.

Good point to remember: While planned cities often did not live up to expectations; thus, there is a need for more public engagement about urban design on a human scale.

Another point to remmeber? Mazdar still doesn't really exist.

via Complexity Science Hub Vienna: Rafael Prieto-Curiel et al, Arguments for building The Circle and not The Line in Saudi Arabia, npj Urban Sustainability (2023). DOI: 10.1038/s42949-023-00115-y

AI Art - Number Two Number Two - 2022

Want better kimchi? Make it like the ancients did
Apr 2023, phys.org

The porous structure of these earthenware vessels mimics the loose soil where lactic acid bacteria—known for their healthy probiotic nature—are found. While previous studies have shown that kimchi fermented in onggi has more lactic acid bacteria, no one knew exactly how the phenomenon is connected to the unique material properties of the container.

They concluded that the onggi's porous walls permitted the carbon dioxide to escape the container, which accelerated the speed of fermentation. The onggi's porosity also functioned as a "safety valve," resulting in a slower increase in carbon dioxide levels than the glass jar while blocking the entry of external particles. Their data revealed that the carbon dioxide level in onggi was less than half of that in glass containers.

They also found that the beneficial bacteria in the onggi-made kimchi proliferated 26% more than in the glass counterpart. In the glass jar, the lactic acid bacteria became suffocated by their own carbon dioxide in the closed glass container. It turns out that because the onggi releases carbon dioxide in small rates, the lactic acid bacteria are happier and reproduce more.

"Onggi were designed without modern knowledge of chemistry, microbiology, or fluid mechanics, but they work remarkably well"

There's a pretty in-depth video about Onggi pottery where traditional artisans and university scientists get together to analyze the properties of clay vessels made in four different permutations, and they find that handmade pots or wood-fired kilns (but not poured-mold pots or gas-fired kilns) make holes in the clay too small for water to enter, but large enough for air to leave. They remind us these properties are like the high-tech modern day Gore-Tex, yet Korean potters have known how to do it for millenia. 
via Georgia Institute of Technology: Soohwan Kim et al, Onggi's permeability to carbon dioxide accelerates kimchi fermentation, Journal of The Royal Society Interface (2023). DOI: 10.1098/rsif.2023.0034


Secret ingredient in durable Maya plaster discovered
Apr 2023, phys.org

Just building things (and a recipe for building in the coming age of the subtropical rainforest jungle planet)

The typical process for creating plaster involves calcination (baking) of carbonate rock material, such as limestone, and then mixing in water while allowing the material to react with carbon dioxide in the air. The result is known commonly as lime mortar. The team followed this formula but also mixed in sap and then used it as a plaster. Testing showed that it had the same properties as the ancient Maya plaster, which included water solubility, making it impervious to the extreme Honduran humidity.

via University of Granada: Carlos Rodriguez-Navarro et al, Unveiling the secret of ancient Maya masons: Biomimetic lime plasters with plant extracts, Science Advances (2023). DOI: 10.1126/sciadv.adf6138


Clever coating turns lampshades into indoor air purifiers
Aug 2023, phys.org

Plot Twist!

(Now we need to go back to using incandescent bulbs to make use of their waste heat!)

The room is filled with acetylene gas, then an aluminum lampshade coated with a thermocatalysts made of titanium dioxide and a small amount of platinum (or less expensive iron- or copper-based catalysts), heated to 250F by a 100-watt halogen light bulb, to eventually turn the acetylene gas into acetic acid, then formic acid, and then carbon dioxide and water.

via Yonsei University in Korea: Thermocatalytic oxidation of VOC through harnessing indoor waste heat, American Chemical Society Fall 2023.

AI Art - Eternal Golden Braid - 2023

Material would allow users to 'tune' windows to block targeted wavelengths of light
Sep 2023, phys.org

The key to more dynamic window materials is water.

Specifically, the researchers found that -- 

When water is bound within the crystalline structure of a tungsten oxide to form tungsten oxide hydrate, the material exhibits a previously unknown behavior where (if lithium ions and electrons are injected into the hydrate material) it first transitions into a "heat blocking" phase, allowing visible wavelengths of light to pass through, but blocking infrared light; but if even more lithium ions and electrons are injected, the material then transitions into a dark phase, blocking both visible and infrared wavelengths of light.

"The presence of water in the crystalline structure makes the structure less dense, so the structure is more resistant to deformation when lithium ions and electrons are injected into the material," says Jenelle Fortunato, first author of the paper and a postdoctoral fellow at NC State.

via Materials Science and Engineering at North Carolina State University and University of Texas at Austin: Jenelle Fortunato et al, Dual-Band Electrochromism in Hydrous Tungsten Oxide, ACS Photonics (2023). DOI: 10.1021/acsphotonics.3c00921


Pottery becomes water treatment device for Navajo nation
Oct 2023, phys.org

Awesome in every way:

The team has developed a new water filtration solution for members of the Navajo Nation, lining clay pots with pine tree resin collected from the Navajo Nation and incorporating tiny, silver-based particles that can be used to purify water to make it drinkable. 

They worked closely with a third-generation potter from Arizona—Deanna Tso, who is also a co-author on the paper—to create a device that is simple for the users. All they have to do is pour water through the clay pots, and the coated pottery removes bacteria from water and generates clean, drinkable water.

The Navajo Nation has a history of mistrust of outsiders, the researchers say, and that makes it less likely that people there would adopt a new technology made entirely by others. Using pottery, working with the community, and relying on local materials were important to the effectiveness of this project. 

"Navajo pottery is at the heart of this innovation because we hoped it would bridge a trust gap," said Lewis Stetson Rowles III, now a faculty member at Georgia Southern University's Department of Civil Engineering and Construction after earning a Ph.D. from UT in 2021. "Pottery is sacred there, and using their materials and their techniques could help them get more comfortable with embracing new solutions." 

The materials and construction process for the pots cost less than $10, making for a potentially low-cost solution. 

"This is just the beginning of trying to solve a local problem for a specific group of people," Saleh said. "But the technical breakthrough we've made can be used all over the world to help other communities." 

via University of Texas at Austin Department of Civil, Architectural and Environmental Engineering: Lewis S. Rowles et al, Integrating Navajo Pottery Techniques To Improve Silver Nanoparticle-Enabled Ceramic Water Filters for Disinfection, Environmental Science & Technology (2023). DOI: 10.1021/acs.est.3c03462

Origami Art and Interdimensional Insight


Self-folding origami machines powered by chemical reactions
May 2023, phys.org

They used electronic structure calculations to dissect the chemical reaction that occurs when hydrogen—adsorbed to the material—is exposed to oxygen, and were then able to exploit the crucial moment that the oxygen quickly strips the hydrogen, causing the atomically thin material to deform and bend, like a hinge. The system actuates at 600 milliseconds per cycle and can operate at 20C/68F, room temperature, in dry environments.

via Cornell University: Nanqi Bao et al, Gas-phase microactuation using kinetically controlled surface states of ultrathin catalytic sheets, Proceedings of the National Academy of Sciences (2023). DOI: 10.1073/pnas.2221740120



New discovery toward sugar origami
Jul 2023, phys.org

Self-folding biopolymer made of a carbohydrate sequence of polysaccharides capable of folding into a stable secondary structure

"Carbohydrates can be generated with programmable shapes..."

via Max Planck Institute of Colloids and Interfaces: Giulio Fittolani et al, Synthesis of a glycan hairpin, Nature Chemistry (2023). DOI: 10.1038/s41557-023-01255-5


How origami might inform disease diagnoses
Aug 2023, phys.org

Origami -- rigid materials are folded with electrodes on each side of the panel, like an upside down, opened book with two electrodes on the front and back covers. As the electrodes unfold the strength of the electrical field between the electrodes is captured.

via University of Southern California Viterbi School of Engineering: Xinghao Huang et al, High-Stretchability and Low-Hysteresis Strain Sensors Using Origami-Inspired 3D Mesostructures, Science Advances (2023). DOI: 10.1126/sciadv.adh9799.


Researchers reveal van Hove singularity at Fermi level in kagome superconductor
Aug 2023, phys.org

Kagome -- origami-like -- I can't understand one word of this -- the superconducting state in CsV3-xTaxSb5 has significantly different characteristics from the superconducting state in CsV3Sb5 through scanning tunneling microscopy experiments, indicating the possibility of unconventional pairing superconductivity in the van Hove scenario.

via University of Science and Technology of China: Yang Luo et al, A unique van Hove singularity in kagome superconductor CsV3-xTaxSb5 with enhanced superconductivity, Nature Communications (2023). DOI: 10.1038/s41467-023-39500-7


Engineers use kirigami to make ultrastrong, lightweight structures
Aug 2023, phys.org

Kirigami -- Inspired by bones and other cellular solids found in nature, humans have used the same concept to develop a high-performance architected material known as a plate lattice, on a much larger scale than scientists have previously been able to achieve by additive fabrication. The way the researchers design, fold, and cut the pattern enables them to tune certain mechanical properties, such as stiffness, strength, and flexural modulus (tendency to resist bending).

via MIT Center for Bits and Atoms: Kirigami Corrugations: Strong, Modular, and Programmable Plate Lattices. cba.mit.edu/docs/papers/0821.ASME-Kirigami.pdf


Battery-free robots use origami to change shape in mid-air
Sep 2023, phys.org

When these "microfliers" are dropped from a drone, they use a Miura-ori origami fold to switch from tumbling and dispersing outward through the air to dropping straight to the ground. To spread out the fliers, the researchers control the timing of each device's transition using a few methods: an onboard pressure sensor (estimating altitude), an onboard timer or a Bluetooth signal.

This particular origami type is inspired by the geometries found in leaves, go figure.

via University of Washington: Kyle Johnson et al, Solar-powered Shape-changing Origami Microfliers, Science Robotics (2023). DOI: 10.1126/scirobotics.adg4276.

Wednesday, January 17, 2024

Why Science is Hard


Women receiving inflated risks from genetic testing could undergo unnecessary breast surgery
Sep 2023, phys.org

Women who discover outside of a clinical setting that they carry a disease-causing variant in one of the BRCA genes may be told their risk of breast cancer is 60–80%. In fact, the risk could be less than 20% if they do not have a close relative with the condition.

Until recently, women who received BRCA results did so because they attended clinic due to symptoms, or a family history of disease.

However, many people now pay for home DNA testing kits, or are given results as part of taking part in genetic research, without ever having any personal link with breast cancer. The new research was conducted to get a better idea of the true risk level of these BRCA variants in the general population.

The research team found a similar result when looking at genetic risk of Lynch syndrome, a genetic condition which increases the risk of colon cancer and some other cancers.

via University of Exeter: Influence of family history on penetrance of hereditary cancers in a population setting, eClinicalMedicine (2023). dx.doi.org/10.1016/j.eclinm.2023.102159

Image credit: AI Art - Egg - 2023

Blaming the Algorithm


Are search engines bursting the filter bubble? Study finds political ideology plays bigger role than algorithms
May 2023, phys.org

Political ideology and user choice - not algorithmic curation - are the biggest drivers of engagement with partisan and unreliable news provided by Google Search, according to a study coauthored by Rutgers faculty published in the journal Nature.

The study addressed a long-standing concern that digital algorithms learn from user preferences and surface information that largely agrees with users' attitudes and biases. However, search results shown to Democrats differ little in ideology from those shown to Republicans, the researchers found. The ideological differences emerge when people decide which search results to click, or which websites to visit on their own.

Something I've learned only recently with the critical-hype of generative machine learning -- when you say "AI is going to take over the world" you do nothing but make everyone else think AI is actually capable of of taking over the world. It can't make a picture of a ribbon of measuring tape where all the numbers show up in order; it can't do fingers, and it can't put things in people's mouths. It is not taking over the world. Not yet at least.

Same thing here - to think that "digital algorithms learn from user preferences and surface information that largely agrees with users' attitudes and biases" means that the overbloated supersurveillance machine that is the too big to fail digital ad economy can actually "learn from user preferences". All the algorithms know is how to make money (because that's what they're programmed to do). Everything else is a fluke.

via Rutgers: Ronald E. Robertson, Users choose to engage with more partisan news than they are exposed to on Google Search, Nature (2023). DOI: 10.1038/s41586-023-06078-5.



Color Check


Butterfly-inspired films create vibrant colors while passively cooling objects
Aug 2023, phys.org

Morpho-inspired nanofilms -- a disordered material of rough frosted glass under a multilayer material made of titanium dioxide and aluminum dioxide, then placed on a silver layer that reflects all light. Although this type of passive photonic thermal management has been accomplished before, it has only been used with white or clear objects because it is difficult to maintain a wide viewing angle and high color saturation. "Thanks to the layered structure we developed, we were able to extend the passive cooling method from colorless objects to colorful ones while preserving color performance," said Wang. "In other words, our blue film looks blue across a large range of viewing angles and doesn't heat up because it reflects all the light."

via Shenzhen University: Wanlin Wang et al, Cooling colors below the ambient temperature, Optica (2023). DOI: 10.1364/OPTICA.487561



Inspired by butterfly wings, researchers develop a soft, color-changing system for optical devices
Sep 2023, phys.org

The new pixelated, soft, color-changing system called a Morphable Concavity Array (MoCA) has a top layer of photonic crystal elastomer actuator (PC-EA) film and a bottom layer of a hole array (lattice with regularly spaced round holes), where ethanol can be added to make the one-half of the top layer swell, resulting in  tension that pulls the other-half of the top layer downward into the hole, producing a dish-like concave shape that acts as a pixel. 

MoCA was inspired by the structures on butterfly wings called dual-color micro-concavities that produce vibrant, iridescent colors and are called photonic crystals. 

via University of Hong Kong: Yi Pan et al, Pixelating Responsive Structural Color via a Bioinspired Morphable Concavity Array (MoCA) Composed of 2D Photonic Crystal Elastomer Actuators, Advanced Science (2023). DOI: 10.1002/advs.202300347


Chameleon-inspired coating could cool and warm buildings through the seasons
Sep 2023, phys.org

Namaqua chameleons of southwestern Africa use light gray to reflect sunlight and dark brown to absorb heat. These thermochromic microcapsules were sprayed or brushed onto a metal surface that when heated to 68 degrees, began to change from dark to light gray; at 86 degrees it reflected 93% of solar radiation.

For anyone who lived in the Northeast in October 2023 and had to use both their air conditioner and heater in the same week -

"During spring and fall, the new coating was the only system that could adapt to the widely fluctuating temperatures changes, switching from heating to cooling throughout the day."

via School of New Energy, Harbin Institute of Technology, Weihai China: "Warm in Winter and Cool in Summer" Scalable Biochameleons Inspired Temperature Adaptive Coating with Easy Preparation and Construction, Nano Letters (2023). DOI: 10.1021/acs.nanolett.3c02733

AI Art - Close Up of an Eye 2 - 2024

From glowing cats to wombats, fluorescent mammals are much more common than you'd think
Oct 2023, phys.org

Almost every mammal we studied showed some form of fluorescence in the  fur, spines and even skin and nails.

In particular, we noticed that white and light-colored fur is fluorescent, with dark pigmentation preventing fluorescence. For example, a zebra's white stripes fluoresced while the dark stripes didn't. Nocturnal mammals were more fluorescent, while aquatic species were less fluorescent than those that burrowed, lived in trees, or on land.

via Curtin University and the Western Australian Museum: Kenny J. Travouillon et al, All-a-glow: spectral characteristics confirm widespread fluorescence for mammals, Royal Society Open Science (2023). DOI: 10.1098/rsos.230325


Paint that can change colors? The skin of an octopus holds the key, researchers say
Oct 2023, phys.org

Xanthommatin is a naturally occurring dye present in the bodies of cephalapods like octopi and squid. Previously the researchers found that mixing different amounts of titanium dioxide with xanthommatin could speed up color change or add to the intensity of the color shift.

via Northeastern University: Cassandra L. Martin et al, Color‐Changing Paints Enabled by Photoresponsive Combinations of Bio‐Inspired Colorants and Semiconductors, Advanced Science (2023). DOI: 10.1002/advs.202302652


Morpho butterfly nanostructure inspires technology for bright, balanced lighting
Oct 2023, phys.org

Two-dimensional nanopatterns in common transparent polydimethylsiloxane elastomer are an effective optical diffuser for short- and long-wavelength light. The diffuser surface patterns were tailored to optimize the performance for blue and red light, and for self-cleaning properties.

via Osaka University: Kazuma Yamashita et al, Development of a High‐Performance, Anti‐Fouling Optical Diffuser Inspired by Morpho Butterfly's Nanostructure, Advanced Optical Materials (2023). DOI: 10.1002/adom.202301086


Vision Technologies See Way Ahead


Neuromorphic camera and machine learning aid nanoscopic imaging
Feb 2023, phys.org

Brain-inspired image sensor using machine learning can go beyond the diffraction limit of light to detect minuscule objects such as cellular components or nanoparticles smaller than 50 nanometers in size, and invisible to current microscopes.

via Indian Institute of Science: Rohit Mangalwedhekar et al, Achieving nanoscale precision using neuromorphic localization microscopy, Nature Nanotechnology (2023). DOI: 10.1038/s41565-022-01291-1



New 'camera' with shutter speed of 1 trillionth of a second sees through dynamic disorder of atoms
Mar 2023, phys.org

Doesn't work like a conventional camera - it uses neutrons from a source at the U.S. Department of Energy's Oak Ridge National Laboratory (ORNL) to measure atomic positions with a shutter speed of around one picosecond, or a million million (a trillion) times faster than normal camera shutters. 

via Columbia University School of Engineering and Applied Science: Simon A. J. Kimber et al, Dynamic crystallography reveals spontaneous anisotropy in cubic GeTe, Nature Materials (2023). DOI: 10.1038/s41563-023-01483-7


Superconducting nanowire camera will explore brain cells, space
Jul 2023, phys.org

Superconducting camera -- A pixel array 400 times greater than previous largest photon camera, this is a 400,000 pixel superconducting nanowire single-photon detector (SNSPD), for light frequencies from the visible to ultraviolet and infrared range and speed rates in the picoseconds.

via National Institute of Standards and Technology in Boulder, University of Colorado's Department of Physics and the Jet Propulsion Laboratory at the California Institute of Technology: Bakhrom G. Oripov et al, A superconducting-nanowire single-photon camera with 400,000 pixels, arXiv (2023). DOI: 10.48550/arxiv.2306.09473

AI Art - Skeleton Reading an X-Ray - 2024

The first network of robotic telescopes present across five continents is deployed
Feb 2023, phys.org

The existence of a network of very fast pointing robotic telescopes such as BOOTES represents an ideal complement to satellite detection and, in fact, BOOTES will also work to track and monitor neutrino sources and objects that emit gravitational waves, or even objects such as comets, asteroids, variable stars or supernovae. But it will also keep an eye on the sky, both in tracking space debris and potentially dangerous objects that may pose a threat to our planet.

via Spanish National Research Council: Youdong Hu et al, The Burst Observer and Optical Transient Exploring System in the multi-messenger astronomy era, Frontiers in Astronomy and Space Sciences (2023). DOI: 10.3389/fspas.2023.952887.


HotSat-1: Spacecraft to map UK's heat inefficient buildings
Jun 2023, BBC News

Mass surveillance -- 

At an altitude of 500km (311 miles), infrared satellite HotSat-1, funded by the UK and European space agencies, manufactured by Surrey Satellite Technology Ltd in Guildford, and to be operated by the London-based start-up Satellite Vu, will identify dwellings wasting energy.

The data will also provide intelligence to the financial and insurance sectors - and even the military - by showing how temperatures in a scene change over time. It's possible, for example, to get a sense of the volume and type of output from a factory just from its heat signature.

Pollution monitoring ought to be another application. Watching for sudden changes in the temperature of river water might be an indicator that something is awry.

Update: A novel UK satellite has returned its first pictures of heat variations across the surface of the Earth. HotSat-1: UK spacecraft maps heat variations across Earth, Sep 2023, BBC News


The future of AI hardware: Scientists unveil all-analog photoelectronic chip
Oct 2023, phys.org

All-analog photoelectronic chip that combines optical and electronic computing. It's specifically for visual data processing (as expected). 

New words to me - "diffractive neural network"
Also - ACCEL: all-analog chip combining electronic and light computing

via Tsinghua University: Yitong Chen et al, All-analog photoelectronic chip for high-speed vision tasks, Nature (2023). DOI: 10.1038/s41586-023-06558-8

Also: Computer vision accelerated using photons and electrons, Nature (2023). DOI: 10.1038/d41586-023-02947-1