- MLDemos — an open-source visualization tool for machine learning algorithms created to help studying and understanding how several algorithms function and how their parameters affect and modify the results in problems of classification, regression, clustering, dimensionality reduction, dynamical systems and reward maximization. (via Mark Alen)
- kiln (GitHub) — open source extensible on-device debugging framework for iOS apps.
- Industrial Internet — the O’Reilly report on the industrial Internet of things is out. Prasad suggests an illustration: for every car with a rain sensor today, there are more than 10 that don’t have one. Instead of an optical sensor that turns on windshield wipers when it sees water, imagine the human in the car as a sensor — probably somewhat more discerning than the optical sensor in knowing what wiper setting is appropriate. A car could broadcast its wiper setting, along with its location, to the cloud. “Now you’ve got what you might call a rain API — two machines talking, mediated by a human being,” says Prasad. It could alert other cars to the presence of rain, perhaps switching on headlights automatically or changing the assumptions that nearby cars make about road traction.
- Unique in the Crowd: The Privacy Bounds of Human Mobility (PDF, Nature) — We study fifteen months of human mobility data for one and a half million individuals and find that human mobility traces are highly unique. In fact, in a dataset where the location of an individual is specified hourly, and with a spatial resolution equal to that given by the carrier’s antennas, four spatio-temporal points are enough to uniquely identify 95% of the individuals. We coarsen the data spatially and temporally to find a formula for the uniqueness of human mobility traces given their resolution and the available outside information. This formula shows that the uniqueness of mobility traces decays approximately as the 1/10 power of their resolution. Hence, even coarse datasets provide little anonymity. These findings represent fundamental constraints to an individual’s privacy and have important implications for the design of frameworks and institutions dedicated to protect the privacy of individuals. As Edd observed, “You are a unique snowflake, after all.” (via Alasdair Allan)
"Industrial Internet" entries
Jon Bruner's industrial Internet report; IBM, Belkin, and the Internet of Things; cars as software platforms; and coding is the job of the future.
Soon, everything will be an Internet platform
Ben Schiller at Fast Company took a look this week at a recent report by Jon Bruner on the industrial Internet. “According to Jon Bruner [the industrial Internet] is ‘machines becoming nodes on pervasive networks that use open protocols,'” writes Schiller. “And, to many others, it is as a big a deal as the Internet itself: essentially completing a job that’s only half-finished with web sites, email, Twitter, and so on.”
Shiller pulls some highlights from Bruner’s report, especially noting how the industrial Internet will effect various industries, such as energy, health care, and transport. Read more…
Machine Learning Demos, iOS Debugging, Industrial Internet, and Deanonymity
Our new research report outlines our vision for the coming-together of software and big machines.
The big machines that define modern life — cars, airplanes, furnaces, and so forth — have become exquisitely efficient, safe, and responsive over the last century through constant mechanical refinement. But mechanical refinement has its limits, and there are enormous improvements to be wrung out of the way that big machines are operated: an efficient furnace is still wasteful if it heats a building that no one is using; a safe car is still dangerous in the hands of a bad driver.
It is this challenge that the industrial internet promises to address by layering smart software on top of machines. The last few years have seen enormous advances in software and computing that can handle gushing streams of data and build nuanced models of complex systems. These have been used effectively in advertising and web commerce, where data is easy to gather and control is easy to exert, and marketers have rejoiced.
Thanks to widespread sensors, pervasive networks, and standardized interfaces, similar software can interact with the physical world — harvesting data, analyzing it in context, and making adjustments in real-time. The same data-driven approach that gives us dynamic pricing on Amazon and customized recommendations on Foursquare has already started to make wind turbines more efficient and thermostats more responsive. It may soon obviate humans as drivers and help blast furnaces anticipate changes in electricity prices. Read more…
Video Magnification Code, Copyright MOOC, Open Access Cost-Effectiveness, and SCADA Security (Sucks)
- Eulerian Video Magnification — papers and the MatLab source code for that amazing effect of exaggerating small changes in file. (*This work is patent pending)
- CopyrightX — MOOC on current law of copyright and the ongoing debates concerning how that law should be reformed. Through a combination of pre-recorded lectures, live webcasts, and weekly online seminars, participants in the course will examine and assess the ways in which law seeks to stimulate and regulate creative expression. (via BoingBoing)
- Cost Effectiveness for Open Access Journals — This plot reveals the prestige (Article Influence score) and publication charges for open access journals.
- Results of SANS SCADA Survey 2013 (PDF) — Unfortunately, at this time they seem unable to monitor the PLCs, terminal units and connections to field equipment due to lack of native security in the control systems themselves. (via InfoSecIsland)
A software startup builds itself to work with Michigan's manufacturers.
Nathan Oostendorp thought he’d chosen a good name for his new startup: “Ingenuitas,” derived from Latin meaning “freely born” — appropriate, he thought, for a company that would be built on his own commitment to open-source software.
But Oostendorp, earlier a co-founder of Slashdot, was aiming to bring modern computer vision systems to heavy industry, where the Latinate name didn’t resonate. At his second meeting with a salty former auto executive who would become an advisor, Oostendorp says, “I told him we were going to call the company Ingenuitas, and he immediately said, ‘bronchitis, gingivitis, inginitis. Your company is a disease.'”
And so Sight Machine got its name — one so natural to Michigan’s manufacturers that, says CEO and co-founder Jon Sobel, visitors often say “I spent the afternoon down at Sight” in the same way they might say “down at Anderson” to refer to a tool-and-die shop called Anderson Machine.
Sight Machine is adapting the tools and formulations of the software industry to the much more conservative manufacturing sector. Changing its name was the first of several steps the company took to find cultural alignment with its clients — the demanding engineers who run giant factories that produce things like automotive bolts. Read more…
The industrial Internet will bring abstraction and modularity to the physical world.
The Internet has thrived on abstraction and modularity. Web services hide their complexity behind APIs and standardized protocols, and these clean interfaces make it easy to turn them into modules of larger systems that can take advantage of the most intelligent solution to each of many problems.
The Internet revolutionized the software-software interface; the industrial Internet will revolutionize the software-machine interface and, in doing so, will make machines more accessible. I’m using “access” very broadly here — interfaces will make machines accessible to innovators who aren’t necessarily experts in physical machinery, in the same way that the Google Maps API makes interactive mapping an accessible feature to developers who aren’t expert cartographers and front-end developers. And better access for people who write software means wider applications for those machines.
I’ve recently encountered a couple of widely different examples that illustrate this idea. These come from very different places — an aerospace manufacturer that has built strong linkages between airplanes and software, and an advanced enthusiast who has built new controllers for a pair of industrial robots — but they both involve the development of interfaces that make machines accessible. Read more…
Balancing grid supply and demand one pump and compressor at a time.
I went to San Diego two weeks ago for DistribuTECH as part of our ongoing investigation into the industrial Internet. DistribuTECH is a very large conference for electric utility operators in the U.S. and while I was there ran into Keyvan Cohanim of Enbala Power Networks. We had an interesting conversation, the upshot of which was my realization that given the magic of absolute values, as far as the grid is concerned, slowly warming frozen turkeys are thermal batteries.
Enbala’s business is conceptually simple. They use information to optimize the match between electrical supply and demand to help utilities avoid capital expenditure in under-utilized peak-load generation assets. Then they share those supply side savings with the participating loads. The deal is simple, let Enbala control your loads within your process constraints, and you’ll earn additional revenue. At the risk of gross over-simplification, they are sort of like an Uber or AirBnB of the electrical grid, but made interesting by the complexity of constraints and the fact that it all has to happen in real time. Read more…
Plus, politicians and business talking about tomorrow's manufacturing landscape, and a new source for more than 400,000 electricity-data series
Two makers come together to make a robotic hand for a boy in South Africa (TechCrunch) — The maker movement is adjacent to the industrial Internet, and it’s growing fast as a rich source of innovative thinking wherever machines and software meet. In this case, Ivan Owen and Richard Van As built a robotic hand for a South African five-year-old who was born missing fingers on his right hand. Owen is an automation technician and Van As is a tradesman. They did their work on a pair of donated MakerBots — evidence that design for machines and the physical world at large is more accessible than ever to bright enthusiasts from lots of different backgrounds. The designers even open-sourced their work; the hand’s CAD files are available at Thingiverse. Owen and Van As are running a Fundly campaign; more information is available at their Web site.
WellDone — Utilities in the developed world use remote monitoring widely to keep far-flung equipment running smoothly, but their model is tough to apply in places where communications infrastructure is thin, though. This initiative has adapted the philosophy of the industrial Internet to the infrastructure that’s available: SMS text messaging. WellDone is installing water-flow sensors at local wells that send flow data by SMS to a cloud database. The system will alert local technicians when it detects anomalies in water flows, and the information it gathers will inform future data-driven development projects.
Manufacturing’s Next Chapter (AtlanticLIVE) — I’m visiting this conference in Washington, D.C. today; it’s also being live-streamed at The Atlantic‘s Web site. At 2:35pm Eastern Time and at 3:25pm, panelists will talk about the effect of technology on industry and the rise of advanced manufacturing.
Electricity Data Browser (U.S. Energy Information Administration) — The EIA has made its vast database of detailed electricity statistics available through an integrated interactive portal. The EIA has also built an API that opens more than 400,000 data series available to developers and analysts. Read more…
SCADA 0-Day, Complexity Course, ToS Tracking, and Custom Manufacturing Prostheses
- Tridium Niagara (Wired) — A critical vulnerability discovered in an industrial control system used widely by the military, hospitals and others would allow attackers to remotely control electronic door locks, lighting systems, elevators, electricity and boiler systems, video surveillance cameras, alarms and other critical building facilities, say two security researchers. cf the SANS SCADA conference.
- Santa Fe Institute Course: Introduction to Complexity — 11 week course on understanding complex systems: dynamics, chaos, fractals, information theory, self-organization, agent-based modeling, and networks. (via BoingBoing)
- Terms of Service Changes — a site that tracks changes to terms of service. (via Andy Baio)
- 3D Printing a Replacement Hand for a 5 Year Old Boy (Ars Technica) — the designs are on Thingiverse. For more, see their blog.