Monthly Archives: December 2016

Internet Archive backup in Canada?

It’s a good idea whether or not the backup site is in Canada and regardless of who is president of the United States, i.e., having a backup for the world’s digital memory. The Internet Archives has announced that it is raising funds to allow for the creation of a backup site. Here’s more from a Dec. 1, 2016 news item on phys.org,

The Internet Archive, which keeps historical records of Web pages, is creating a new backup center in Canada, citing concerns about surveillance following the US presidential election of Donald Trump.

“On November 9 in America, we woke up to a new administration promising radical change. It was a firm reminder that institutions like ours, built for the long term, need to design for change,” said a blog post from Brewster Kahle, founder and digital librarian at the organization.

“For us, it means keeping our cultural materials safe, private and perpetually accessible. It means preparing for a Web that may face greater restrictions.”

While Trump has announced no new digital policies, his campaign comments have raised concerns his administration would be more active on government surveillance and less sensitive to civil liberties.

Glyn Moody in a Nov. 30, 2016 posting on Techdirt eloquently describes the Internet Archive’s role (Note: Links have been removed),

The Internet Archive is probably the most important site that most people have never heard of, much less used. It is an amazing thing: not just a huge collection of freely-available digitized materials, but a backup copy of much of today’s Web, available through something known as the Wayback Machine. It gets its name from the fact that it lets visitors view snapshots of vast numbers of Web pages as they have changed over the last two decades since the Internet Archive was founded — some 279 billion pages currently. That feature makes it an indispensable — and generally unique — record of pages and information that have since disappeared, sometimes because somebody powerful found them inconvenient.

Even more eloquently, Brewster Kahle explains the initiative in his Nov. 29, 2016 posting on one of the Internet Archive blogs,

The history of libraries is one of loss.  The Library of Alexandria is best known for its disappearance.

Libraries like ours are susceptible to different fault lines:

Earthquakes,

Legal regimes,

Institutional failure.

So this year, we have set a new goal: to create a copy of Internet Archive’s digital collections in another country. We are building the Internet Archive of Canada because, to quote our friends at LOCKSS, “lots of copies keep stuff safe.” This project will cost millions. So this is the one time of the year I will ask you: please make a tax-deductible donation to help make sure the Internet Archive lasts forever. (FAQ on this effort).

Throughout history, libraries have fought against terrible violations of privacy—where people have been rounded up simply for what they read.  At the Internet Archive, we are fighting to protect our readers’ privacy in the digital world.

We can do this because we are independent, thanks to broad support from many of you. The Internet Archive is a non-profit library built on trust. Our mission: to give everyone access to all knowledge, forever. For free. The Internet Archive has only 150 staff but runs one of the top-250 websites in the world. Reader privacy is very important to us, so we don’t accept ads that track your behavior.  We don’t even collect your IP address. But we still need to pay for the increasing costs of servers, staff and rent.

You may not know this, but your support for the Internet Archive makes more than 3 million e-books available for free to millions of Open Library patrons around the world.

Your support has fueled the work of journalists who used our Political TV Ad Archive in their fact-checking of candidates’ claims.

It keeps the Wayback Machine going, saving 300 million Web pages each week, so no one will ever be able to change the past just because there is no digital record of it. The Web needs a memory, the ability to look back.

My two most relevant past posts on the topic of archives and memories are this May 18, 2012 piece about Luciana Duranti’s talk about authenticity and trust regarding digital documents and this March 8, 2012 posting about digital memory, which also features a mention of Brewster Kahle and the Internet Archives.

Trying to push past the 30% energy conversion ceiling for solar cells

A Nov. 21, 2016 news item on Nanowerk describes some work in Japan which suggests that more energy conversion for solar cells is possible,

Solar energy could provide a renewable, sustainable source of power for our daily needs. However, even the most state-of-the-art solar cells struggle to achieve energy conversion efficiency of higher than 30%. While current solar-powered water heaters fare better in terms of energy efficiency, there are still improvements to be made if the systems are to be used more widely.

One potential candidate for inclusion in solar water heaters is “nanofluid,” that is, a liquid containing specially-designed nanoparticles that are capable of absorbing sunlight and transforming it into thermal energy in order to heat water directly.

A Nov. 20, 2016 (Japan) International Center for Materials Nanoarchitectonics (WPI-MANA) press release (received via email), explains further,

Nanoparticle Boost for Solar-powered Water Heating

Now, Satoshi Ishii and his co-workers at the International Center for Materials Nanoarchitectonics (WPI-MANA) and the Japan Science and Technology Agency have developed a new nanofluid containing titanium nitride (TiN) nanoparticles, which demonstrates high efficiency in heating water and generating water vapor.

The team analytically studied the optical absorption efficiency of a TiN nanoparticle and found that it has a broad and strong absorption peak thanks to lossy plasmonic resonances. Surprisingly, the sunlight absorption efficiency of a TiN nanoparticle outperforms that of a carbon nanoparticle and a gold nanoparticle.

They then exposed each nanofluid to sunlight and measured its ability to heat pure water. The TiN nanofluid had the highest water heating properties, stemming from the resonant sunlight absorption. It also generated more vapor than its carbon‒based counterpart. The efficiency of the TiN nanofluid reached nearly 90 %. Crucially, the TiN particles were not consumed during the process, meaning a TiN‒based heating system could essentially be self‒sustaining over time.

TiN nanofluids show great promise in solar heat applications, with high potential for use in everyday appliances such as showers. The new design could even contribute to methods for decontaminating water through vaporization.

90% is a very exiting conversion rate. Of course, now they need to make sure they can achieve those results consistently, get those results outside the laboratory, and scale up to industrial standards.

Here’s a link to and a citation for the paper,

Titanium Nitride Nanoparticles as Plasmonic Solar Heat Transducers by Satoshi Ishii, Ramu Pasupathi Sugavaneshwar, and Tadaaki Nagao. J. Phys. Chem. C, 2016, 120 (4), pp 2343–2348 DOI: 10.1021/acs.jpcc.5b09604 Publication Date (Web): December 21, 2015

Copyright © 2015 American Chemical Society

This paper is behind a paywall and it’s almost a year old. I wonder what occasioned the push for publicity.

More on the blue tarantula noniridescent photonics

Covered in an Oct. 19, 2016 posting here, some new details have been released about noniridescent photonics and blue tarantulas, this time from the Karlsruhe Institute of Technology (KIT) in a Nov. 17, 2016 (?) press release (also on EurekAlert; h/t Nanowerk Nov. 17, 2016 news item) ,

Colors are produced in a variety of ways. The best known colors are pigments. However, the very bright colors of the blue tarantula or peacock feathers do not result from pigments, but from nanostructures that cause the reflected light waves to overlap. This produces extraordinarily dynamic color effects. Scientists from Karlsruhe Institute of Technology (KIT), in cooperation with international colleagues, have now succeeded in replicating nanostructures that generate the same color irrespective of the viewing angle. DOI: 10.1002/adom.201600599

In contrast to pigments, structural colors are non-toxic, more vibrant and durable. In industrial production, however, they have the drawback of being strongly iridescent, which means that the color perceived depends on the viewing angle. An example is the rear side of a CD. Hence, such colors cannot be used for all applications. Bright colors of animals, by contrast, are often independent of the angle of view. Feathers of the kingfisher always appear blue, no matter from which angle we look. The reason lies in the nanostructures: While regular structures are iridescent, amorphous or irregular structures always produce the same color. Yet, industry can only produce regular nanostructures in an economically efficient way.

Radwanul Hasan Siddique, researcher at KIT in collaboration with scientists from USA and Belgium has now discovered that the blue tarantula does not exhibit iridescence in spite of periodic structures on its hairs. First, their study revealed that the hairs are multi-layered, flower-like structure. Then, the researchers analyzed its reflection behavior with the help of computer simulations. In parallel, they built models of these structures using nano-3D printers and optimized the models with the help of the simulations. In the end, they produced a flower-like structure that generates the same color over a viewing angle of 160 degrees. This is the largest viewing angle of any synthetic structural color reached so far.


Flower-shaped nanostructures generate the color of the blue tarantula. (Graphics: Bill Hsiung, University of Akron)

 


The 3D print of the optimized flower structure is only 15 µm in dimension. A human hair is about three times as thick. (Photo: Bill Hsiung, Universtiy of Akron)

Apart from the multi-layered structure and rotational symmetry, it is the hierarchical structure from micro to nano that ensures homogeneous reflection intensity and prevents color changes.

Via the size of the “flower,” the resulting color can be adjusted, which makes this coloring method interesting for industry. “This could be a key first step towards a future where structural colorants replace the toxic pigments currently used in textile, packaging, and cosmetic industries,” says Radwanul Hasan Siddique of KIT’s Institute of Microstructure Technology, who now works at the California Institute of Technology. He considers short-term application in textile industry feasible.


The synthetically generated flower structure inspired by the blue tarantula reflects light in the same color over a viewing angle of 160 degrees. (Graphics: Derek Miller)  

Dr. Hendrik Hölscher thinks that the scalability of nano-3D printing is the biggest challenge on the way towards industrial use. Only few companies in the world are able to produce such prints. In his opinion, however, rapid development in this field will certainly solve this problem in the near future.

Once again, here’s a link to and a citation for the paper,

Tarantula-Inspired Noniridescent Photonics with Long-Range Order by Bor-Kai Hsiung, Radwanul Hasan Siddique, Lijia Jiang, Ying Liu, Yongfeng Lu, Matthew D. Shawkey, and Todd A. Blackledge. Advanced Materials DOI: 10.1002/adom.201600599 Version of Record online: 11 OCT 2016

© 2016 WILEY-VCH Verlag GmbH & Co. KGaA, Weinheim

The paper is behind a paywall. You can see the original Oct. 19, 2016 posting for my comments and some excerpts from the paper.

Offering privacy and light control via smart windows

There have been quite a few ‘smart’ window stories here on this blog but this one is the first to feature a privacy option. From a Nov. 17, 2016 news item on Nanowerk,

Smart windows get darker to filter out the sun’s rays on bright days, and turn clear on cloudy days to let more light in. This feature can help control indoor temperatures and offers some privacy without resorting to aids such as mini-blinds.

Now scientists report a new development in this growing niche: solar smart windows that can turn opaque on demand and even power other devices. …

A Nov. 17, 2016 American Chemical Society (ACS) news release, which originated the news item, goes on to explain the work,

Most existing solar-powered smart windows are designed to respond automatically to changing conditions, such as light or heat. But this means that on cool or cloudy days, consumers can’t flip a switch and tint the windows for privacy. Also, these devices often operate on a mere fraction of the light energy they are exposed to while the rest gets absorbed by the windows. This heats them up, which can add warmth to a room that the windows are supposed to help keep cool. Jeremy Munday and colleagues wanted to address these limitations.

The researchers created a new smart window by sandwiching a polymer matrix containing microdroplets of liquid crystal materials, and an amorphous silicon layer — the type often used in solar cells — between two glass panes. When the window is “off,” the liquid crystals scatter light, making the glass opaque. The silicon layer absorbs the light and provides the low power needed to align the crystals so light can pass through and make the window transparent when the window is turned “on” by the user. The extra energy that doesn’t go toward operating the window is harvested and could be redirected to power other devices, such as lights, TVs or smartphones, the researchers say.

For anyone who finds reading text a bit onerous, there’s this video,

Here’s a link to and a citation for the paper,

Electrically Controllable Light Trapping for Self-Powered Switchable Solar Windows by Joseph Murray, Dakang Ma, and Jeremy N. Munday. ACS Photonics, Article ASAP DOI: 10.1021/acsphotonics.6b00518 Publication Date (Web): October 26, 2016

Copyright © 2016 American Chemical Society

This paper is behind a paywall.

Skin-like electronic bandage

Not sure how I feel about an electronic bandage, presumably it won’t electrocute me should it encounter my blood. If the Nov. 17, 2016 news item on phys.org is to be believed, it’s more sensor than bandage,

A skin-like biomedical technology that uses a mesh of conducting nanowires and a thin layer of elastic polymer might bring new electronic bandages that monitor biosignals for medical applications and provide therapeutic stimulation through the skin.

The biomedical device mimics the human skin’s elastic properties and sensory capabilities.

“It can intimately adhere to the skin and simultaneously provide medically useful biofeedback such as electrophysiological signals,” said Chi Hwan Lee, an assistant professor of biomedical engineering and mechanical engineering at Purdue University. “Uniquely, this work combines high-quality nanomaterials into a skin-like device, thereby enhancing the mechanical properties.”

The device could be likened to an electronic bandage and might be used to treat medical conditions using thermotherapeutics, where heat is applied to promote vascular flow for enhanced healing, said Lee, who worked with a team that includes Purdue graduate student Min Ku Kim.

A November 17, 2016 Purdue University news release by Emil Venere, which originated the news item, provides more insight into the work,

Traditional approaches to developing such a technology have used thin films made of ductile metals such as gold, silver and copper.

“The problem is that these thin films are susceptible to fractures by over-stretching and cracking,” Lee said. “Instead of thin films we use nanowire mesh film, which makes the device more resistive to stretching and cracking than otherwise possible. In addition, the nanowire mesh film has very high surface area compared to conventional thin films, with more than 1,000 times greater surface roughness. So once you attach it to the skin the adhesion is much higher, reducing the potential of inadvertent delamination.”

Findings are detailed in a research publication appearing online in October [2016] in Advanced Materials. The paper is also available online at http://onlinelibrary.wiley.com/doi/10.1002/adma.201603878/full and was authored by Kim; postdoctoral researcher Seungyong Han at the University of Illinois, Urbana-Champaign; Purdue graduate student Dae Seung Wie; Oklahoma State University assistant professor Shuodao Wang and postdoctoral researcher Bo Wang; and Lee.

The conducting nanowires are around 50 nanometers in diameter and more than 150 microns long and are embedded inside a thin layer of elastomer, or elastic polymer, about 1.5 microns thick. To demonstrate its utility in medical diagnostics, the device was used to record electrophysiological signals from the heart and muscles. A YouTube video about the research is available at https://youtu.be/tYRebHNi6p4.

“Recording the electrophysiological signals from the skin can provide wearers and clinicians with quantitative measures of the heart’s activity or the muscle’s activity,” Lee said.

Much of the research was performed in the Birck Nanotechnology Center in Purdue’s Discovery Park.

“The nanowires mesh film was initially formed on a conventional silicon wafer with existing micro- and nano-fabrication technologies. Our unique technique, called a crack-driven transfer printing technique, allows us to controllably peel off the device layer from the silicon wafer, and then apply onto the skin,” Lee said.

The Oklahoma State researchers contributed theoretical simulations related to the underlying mechanics of the devices, and Seungyong Han synthesized and provided the conducting nanowires.

Future research will be dedicated to developing a transdermal drug-delivery bandage that would transport medications through the skin in an electronically controlled fashion. Such a system might include built-in sensors to detect the level of injury and autonomously deliver the appropriate dose of drugs.

Here’s a link to and a citation for the paper mentioned in the news release,

Mechanically Reinforced Skin-Electronics with Networked Nanocomposite Elastomer by Seungyong Han, Min Ku Kim, Bo Wang, Dae Seung Wie, Shuodao Wang, and Chi Hwan Lee. Advanced Materials DOI: 10.1002/adma.201603878 Version of Record online: 7 OCT 2016

© 2016 WILEY-VCH Verlag GmbH & Co. KGaA, Weinheim

This paper is behind a paywall but you can watch the video mentioned in the news release,

It seems that liquids won’t be a problem with regard to electrocution and I notice they keep calling it a biopatch not a bandaid.

Nano snowman

I guess if people can spot religious figures in their morning toast or in the vegetables and fruits they grow, there’s no reason why scientists shouldn’t be able to see a snowman’s face in a nanoparticle,

Courtesy: University of Birmingham

A Dec. 20, 2016 news item on phys.org describes the nanoparticle,

Scientists at the University of Birmingham have captured the formation of a platinum encrusted nanoparticle that bears a striking resemblance to a festive snowman. As well as providing some Christmas cheer, the fully functional ‘nano-snowman’ has applications for providing greener energy and for advancements in medical care.

A Dec. 20, 2016 University of Birmingham press release, which originated the news item, provides more detail (Note: Links have been removed),

At only five nanometres in size, the nano-snowman was imaged with an aberration-corrected scanning transmission electron microscope at the Nanoscale Physics, Chemistry and Engineering Research Laboratory at the University of Birmingham.

It was formed unexpectedly from a self-assembled platinum-titanium nanoparticle which was oxidised in air, and features ‘eyes, nose and a mouth’ formed of precious-metal platinum clusters embedded in a titanium dioxide face.

Despite its festive appearance, the nano-snowman performs a serious function of catalysing the splitting of water to make green hydrogen for fuel cells. In this functionality the nanoparticle demonstrates how the inclusion of titanium atoms to a platinum catalyst particle has its benefits.

Platinum is highly functional in performing chemical transformations making it a sought after metal for scientific use. It is also expensive and in critical supply. Therefore, the nano-snowman demonstrates how, by including titanium atoms, the amount of platinum needed is reduced and the existing platinum used is protected against sintering (aggregation of the nanoparticles).

Professor Richard Palmer, head of the University’s Nanoscale Physics Research Lab – the first centre for nanoscience in the UK – leads the way in research on nanoparticle science and explains how this information holds great interest for the Energy and Pharmaceutical industries:

“By combining titanium and platinum atoms in a nanoparticle, we can reduce the need to use rare and expensive platinum, and also maintain that which we have used. This could affect a number of applications where platinum is used such as creating green hydrogen for cleaner energy use; generating low energy electrons in radiotherapy that can kill cancer cells; and to perform chemical transformations to create pharmaceutical products.”

Saeed Gholhaki, one of the scientists to discover the snowman says:

“In the nano regime atoms are the building blocks of nanoscale structures. These building blocks can form wonderful shapes and structures regulated by the laws of nature. Nanoscience is about understanding the physics behind, and thus controlling these phenomenon, ultimately allowing us to design materials with desired properties. Sometimes the building blocks, in this case platinum cores, can assemble in an interesting way to resemble familiar objects like the face of a snowman!”

That’s all folks.

Reindeer antlers and resistance to breakage

The press office at Queen Mary University of London (UK) must have had fun with the press release (titled, Rudolph’s antlers inspire next generation of unbreakable materials) for this timely piece of research. From a Dec. 19, 2016 news item on ScienceDaily,

Scientists from Queen Mary University of London (QMUL) have discovered the secret behind the toughness of deer antlers and how they can resist breaking during fights.

The team looked at the antler structure at the ‘nano-level’, which is incredibly small, almost one thousandth of the thickness of a hair strand, and were able to identify the mechanisms at work, using state-of-the-art computer modelling and x-ray techniques.

A Dec. 19, 2016 QMUL press release on EurekAllert, which originated the news item, provides a bit more detail,

First author Paolino De Falco from QMUL’s School of Engineering and Materials Science said: “The fibrils that make up the antler are staggered rather than in line with each other. This allows them to absorb the energy from the impact of a clash during a fight.”

The research, published today [Dec. 19, 2016] in the journal ACS Biomaterials Science & Engineering, provides new insights and fills a previous gap in the area of structural modelling of bone. It also opens up possibilities for the creation of a new generation of materials that can resist damage.

Co-author Dr Ettore Barbieri, also from QMUL’s School of Engineering and Materials Science, said: “Our next step is to create a 3D printed model with fibres arranged in staggered configuration and linked by an elastic interface.

The aim is to prove that additive manufacturing – where a prototype can be created a layer at a time – can be used to create damage resistant composite material.”

Here’s a link to and a citation for the paper,

Staggered fibrils and damageable interfaces lead concurrently and independently to hysteretic energy absorption and inhomogeneous strain fields in cyclically loaded antler bone by Paolino De Falco, Ettore Barbieri, Nicola M. Pugno, and Himadri S. Gupta. ACS Biomater. Sci. Eng., Just Accepted Manuscript DOI: 10.1021/acsbiomaterials.6b00637 Publication Date (Web): December 19, 2016

Copyright © 2016 American Chemical Society

This paper is behind a paywall.

Better technique for growing organoids taking them from the lab to the clinic

A Nov. 16, 2016 École Polytechnique Fédérale de Lausanne (EPFL) press release (also on EurekAlert) describes a new material for growing organoids,

Organoids are miniature organs that can be grown in the lab from a person’s stem cells. They can be used to model diseases, and in the future could be used to test drugs or even replace damaged tissue in patients. But currently organoids are very difficult to grow in a standardized and controlled way, which is key to designing and using them. EPFL scientists have now solved the problem by developing a patent-pending “hydrogel” that provides a fully controllable and tunable way to grow organoids. …

Organoids need a 3D scaffold

Growing organoids begins with stem cells — immature cells that can grow into any cell type of the human body and that play key roles in tissue function and regeneration. To form an organoid, the stem cells are grown inside three-dimensional gels that contain a mix of biomolecules that promote stem cell renewal and differentiation.

The role of these gels is to mimic the natural environment of the stem cells, which provides them with a protein- and sugar-rich scaffold called the “extracellular matrix”, upon which the stem cells build specific body tissues. The stem cells stick to the extracellular matrix gel, and then “self-organize” into miniature organs like retinas, kidneys, or the gut. These tiny organs retain key aspects of their real-life biology, and can be used to study diseases or test drugs before moving on to human trials.

But the current gels used for organoid growth are derived from mice, and have problems. First, it is impossible to control their makeup from batch to batch, which can cause stem cells to behave inconsistently. Second, their biochemical complexity makes them very difficult to fine-tune for studying the effect of different parameters (e.g. biological molecules, mechanical properties, etc.) on the growth of organoids. Finally, the gels can carry pathogens or immunogens, which means that they are not suitable for growing organoids to be used in the clinic.

A hydrogel solution

The lab of Matthias Lütolf at EPFL’s Institute of Bioengineering has developed a synthetic “hydrogel” that eschews the limitations of conventional, naturally derived gels. The patent-pending gel is made of water and polyethylene glycol, a substance used widely today in various forms, from skin creams and toothpastes to industrial applications and, as in this case, bioengineering.

Nikolce Gjorevski, the first author of the study, and his colleagues used the hydrogel to grow stem cells of the gut into a miniature intestine. The functional hydrogel was not only a goal in and of itself, but also a means to identify the factors that influence the stem cells’ ability to expand and form organoids. By carefully tweaking the hydrogel’s properties, they discovered that separate stages of the organoid formation process require different mechanical environments and biological components.

One such factor is a protein called fibronectin, which helps the stem cells attach to the hydrogel. Lütolf’s lab found that this attachment itself is immensely important for growing organoids, as it triggers a whole host of signals to the stem cell that tell it to grow and build an intestine-like structure. The researchers also discovered an essential role for the mechanical properties, i.e. the physical stiffness, of the gel in regulating intestinal stem cell behavior, shedding light on how cells are able to sense, process and respond to physical stimuli. This insight is particularly valuable – while the influence of biochemical signals on stem cells is well-understood, the effect of physical factors has been more mysterious.

Because the hydrogel is man-made, it is easy to control its chemical composition and key properties, and ensure consistency from batch to batch. And because it is artificial, it does not carry any risk of infection or triggering immune responses. As such, it provides a means of moving organoids from basic research to actual pharmaceutical and clinical applications in the future.

Lütolf’s lab is now researching other types of stem cells in order to extend the capacities of their hydrogel into other tissues.

Here’s a link to and a citation for the paper,

Designer matrices for intestinal stem cell and organoid culture by Nikolce Gjorevski, Norman Sachs, Andrea Manfrin, Sonja Giger, Maiia E. Bragina, Paloma Ordóñez-Morán, Hans Clevers, & Matthias P. Lutolf.  Nature (2016) doi:10.1038/nature20168 Published online 16 November 2016

This paper is behind a paywall.

Artificial intelligence and industrial applications

This is take on artificial intelligence that I haven’t encountered before. Sean Captain’s Nov. 15, 2016 article for Fast Company profiles industry giant GE (General Electric) and its foray into that world (Note: Links have been removed),

When you hear the term “artificial intelligence,” you may think of tech giants Amazon, Google, IBM, Microsoft, or Facebook. Industrial powerhouse General Electric is now aiming to be included on that short list. It may not have a chipper digital assistant like Cortana or Alexa. It won’t sort through selfies, but it will look through X-rays. It won’t recommend movies, but it will suggest how to care for a diesel locomotive. Today, GE announced a pair of acquisitions and new services that will bring machine learning AI to the kinds of products it’s known for, including planes, trains, X-ray machines, and power plants.

The effort started in 2015 when GE announced Predix Cloud—an online platform to network and collect data from sensors on industrial machinery such as gas turbines or windmills. At the time, GE touted the benefits of using machine learning to find patterns in sensor data that could lead to energy savings or preventative maintenance before a breakdown. Predix Cloud opened up to customers in February [2016?], but GE is still building up the AI capabilities to fulfill the promise. “We were using machine learning, but I would call it in a custom way,” says Bill Ruh, GE’s chief digital officer and CEO of its GE Digital business (GE calls its division heads CEOs). “And we hadn’t gotten to a general-purpose framework in machine learning.”

Today [Nov. 15, 2016] GE revealed the purchase of two AI companies that Ruh says will get them there. Bit Stew Systems, founded in 2005, was already doing much of what Predix Cloud promises—collecting and analyzing sensor data from power utilities, oil and gas companies, aviation, and factories. (GE Ventures has funded the company.) Customers include BC Hydro, Pacific Gas & Electric, and Scottish & Southern Energy.

The second purchase, Wise.io is a less obvious purchase. Founded by astrophysics and AI experts using machine learning to study the heavens, the company reapplied the tech to streamlining a company’s customer support systems, picking up clients like Pinterest, Twilio, and TaskRabbit. GE believes the technology will transfer yet again, to managing industrial machines. “I think by the middle of next year we will have a full machine learning stack,” says Ruh.

Though young, Predix is growing fast, with 270 partner companies using the platform, according to GE, which expects revenue on software and services to grow over 25% this year, to more than $7 billion. Ruh calls Predix a “significant part” of that extra money. And he’s ready to brag, taking a jab at IBM Watson for being a “general-purpose” machine-learning provider without the deep knowledge of the industries it serves. “We have domain algorithms, on machine learning, that’ll know what a power plant is and all the depth of that, that a general-purpose machine learning will never really understand,” he says.

One especially dull-sounding new Predix service—Predictive Corrosion Management—touches on a very hot political issue: giant oil and gas pipeline projects. Over 400 people have been arrested in months of protests against the Dakota Access Pipeline, which would carry crude oil from North Dakota to Illinois. The issue is very complicated, but one concern of protestors is that a pipeline rupture would contaminate drinking water for the Standing Rock Sioux reservation.

“I think absolutely this is aimed at that problem. If you look at why pipelines spill, it’s corrosion,” says Ruh. “We believe that 10 years from now, we can detect a leak before it occurs and fix it before you see it happen.” Given how political battles over pipelines drag on, 10 years might not be so long to wait.

I recommend reading the article in its entirety if you have the time. And, for those of us in British Columbia, Canada, it was a surprise to see BC Hydro on the list of customers for one of GE’s new acquisitions. As well, that business about the pipelines hits home hard given the current debates (Enbridge Northern Gateway Pipelines) here. *ETA Dec. 27, 2016: This was originally edited just prior to publication to include information about the announcement by the Trudeau cabinet approving two pipelines for TransMountain  and Enbridge respectively while rejecting the Northern Gateway pipeline (Canadian Broadcasting Corporation [CBC] online news Nov. 29, 2016).  I trust this second edit will stick.*

It seems GE is splashing out in a big way. There’s a second piece on Fast Company, a Nov. 16, 2016 article by Sean Captain (again) this time featuring a chat between an engineer and a robotic power plant,

We are entering the era of talking machines—and it’s about more than just asking Amazon’s Alexa to turn down the music. General Electric has built a digital assistant into its cloud service for managing power plants, jet engines, locomotives, and the other heavy equipment it builds. Over the internet, an engineer can ask a machine—even one hundreds of miles away—how it’s doing and what it needs. …

Voice controls are built on top of GE’s Digital Twin program, which uses sensor readings from machinery to create virtual models in cyberspace. “That model is constantly getting a stream of data, both operational and environmental,” says Colin Parris, VP at GE Software Research. “So it’s adapting itself to that type of data.” The machines live virtual lives online, allowing engineers to see how efficiently each is running and if they are wearing down.

GE partnered with Microsoft on the interface, using the Bing Speech API (the same tech powering the Cortana digital assistant), with special training on key terms like “rotor.” The twin had little trouble understanding the Mandarin Chinese accent of Bo Yu, one of the researchers who built the system; nor did it stumble on Parris’s Trinidad accent. Digital Twin will also work with Microsoft’s HoloLens mixed reality goggles, allowing someone to step into a 3D image of the equipment.

I can’t help wondering if there are some jobs that were eliminated with this technology.