"All the World's a Stage We Pass Through" R. Ayana

Showing posts with label neural network. Show all posts
Showing posts with label neural network. Show all posts

Friday, 10 December 2010

'Smart dust' aims to monitor everything

'Smart dust' aims to monitor everything
By John D. Sutter
http://ignoranceisfutile.files.wordpress.com/2008/07/darpas-control-grid.png?w=300&h=200&h=200
In the 1990s, a researcher named Kris Pister dreamed up a wild future in which people would sprinkle the Earth with countless tiny sensors, no larger than grains of rice.
These "smart dust" particles, as he called them, would monitor everything, acting like electronic nerve endings for the planet. Fitted with computing power, sensing equipment, wireless radios and long battery life, the smart dust would make observations and relay mountains of real-time data about people, cities and the natural environment.
Now, a version of Pister's smart dust fantasy is starting to become reality.
"It's exciting. It's been a long time coming," said Pister, a computing professor at the University of California, Berkeley.
"I coined the phrase 14 years ago. So smart dust has taken a while, but it's finally here."
Maybe not exactly how he envisioned it. But there has been progress.
The latest news comes from the computer and printing company Hewlett-Packard, which recently announced it's working on a project it calls the "Central Nervous System for the Earth." In coming years, the company plans to deploy a trillion sensors all over the planet.
The wireless devices would check to see if ecosystems are healthy, detect earthquakes more rapidly, predict traffic patterns and monitor energy use. The idea is that accidents could be prevented and energy could be saved if people knew more about the world in real time, instead of when workers check on these issues only occasionally.
HP will take its first step toward this goal in about two years, said Pete Hartwell, a senior researcher at HP Labs in Palo Alto. The company has made plans with Royal Dutch Shell to install 1 million matchbook-size monitors to aid in oil exploration by measuring rock vibrations and movement, he said. Those sensors, which already have been developed, will cover a 6-square-mile area.
That will be the largest smart dust deployment to date, he said.
"We just think now, the technology has reached a point where it makes basic sense for us ... to get this out of the lab and into reality," Hartwell said.
http://robotics.eecs.berkeley.edu/~pister/SmartDust/BlowDust.jpg
Smart dust (minus the 'dust')
Despite the recent excitement, there's still much confusion in the computing industry about what exactly smart dust is.
For starters, the sensors being deployed and developed today are much larger and clunkier than flecks of dust. HP's sensors -- accelerometers like those in the iPhone and Droid phone, but about 1,000 times more powerful -- are about the size of matchbooks. When they're enclosed in a metal box for protection, they're about the size of a VHS tape.
So what makes a smart dust sensor different from a weather station or a traffic monitor?
Size is one factor. Smart dust sensors must be relatively small and portable. But technology hasn't advanced far enough to manufacture the sensors on the scale of millimeters for commercial use (although Berkeley researchers are trying to make one that's a cubic millimeter).
Wireless connections are a big distinguisher, too. A building's thermostat is most likely hard-wired. A smart dust sensor might gauge temperature, but it would be battery-powered and would communicate wirelessly with the internet and with other sensors.
The sheer number of sensors in the network is what truly makes a smart dust project different from other efforts to record data about the world, said Deborah Estrin, a professor of computer science at the University of California, Los Angeles, who works in the field.
Smart dust researchers tend to talk in the millions, billions and trillions.
Some say reality has diverged so far from the smart dust concept that it's time to dump that term in favor or something less sexy. "Wireless sensor networks" or "meshes" are terms finding greater acceptance with some researchers.
Estrin said it's important to ditch the idea that smart dust sensors would be disposable.
Sensors have to be designed for specific purposes and spread out on the land intentionally -- not scattered in the wind, as smart dust was initially pitched, she said.
'Real-world web'
Despite these differences, researchers say the smart-dust theory that monitoring everything will benefit humanity remains essentially unchanged.
And there are a number of real-world projects that, in one way or another, seek to use wireless sensors to take the Earth's vital signs.
Wireless sensors currently monitor farms, factories, data centers and bridges to promote efficiency and understanding of how these systems work, researchers said in interviews.
In all of these cases, the sensor networks are deployed for a specific purpose.
For example, a company called Streetline has installed 12,000 sensors on parking spots and highways in San Francisco. The sensors don't know everything that's going on at those parking spots. They are equipped with magnetometers to sense whether or not a huge metal object -- hopefully a car -- is sitting on the spot.
That data will soon be available to people who can use it to figure out where to park, said Tod Dykstra, Streetline's CEO.
It also tells the cities if the meters have expired.
Other sensors are equipped to measure vibration in factories and oil refineries to spot machine problems and inefficiencies before they cause trouble. Still others might pick up data about temperature, chemistry or sound. Tiny cameras or radars also can be tacked onto the data-collecting network to detect the presence of people or vehicles.
The power of these networks is that they eventually can be connected, said David Culler, a computer science professor at UC Berkeley.
Culler says the development of these wireless sensor networks is analogous to the creation of the World Wide Web. What's being created with the smart dust idea is a "Real World Web," he said.
But he said we're still early on in that progression.
"Netscape [for the wireless sensor network] hasn't quite happened," he said.
http://i.cdn.turner.com/cnn/2010/TECH/05/03/smart.dust.sensors/story.smart.dust.hp.cnn.jpg
Big Brother effect
Even when deployed for science or the public, some people still get a Big Brother feeling -- the uncomfortable sense of being under constant, secret surveillance -- from the idea of putting trillions of monitors all over the world.
"It's a very, very, very huge potential privacy invasion because we're talking about very, very small sensors that can be undetectable, effectively," said Lee Tien, an attorney at the Electronic Frontier Foundation, a privacy advocate.
"They are there in such numbers that you really can't do anything about them in terms of easy countermeasures."
That doesn't mean that researchers should stop working on smart dust. But they should be mindful of privacy as the work progresses, he said.
Pister said the wireless frequencies that smart dust sensors use to communicate -- which work kind of like Wi-Fi -- have security built into them. So the data is public only if the person or company that installed the sensor wants it to be, he said.
"Clearly, there are security concerns and privacy concerns," he said, "and the good news is that when the radio technology was being developed for this stuff, it was shortly after all of the big concerns about Wi-Fi security. ... We've got all the security tools we need underneath to make this information private."
Further privacy concerns may arise if another vision for smart dust comes true. Some researchers are looking into making mobile phones into sensors.
In this scenario, the billions of people roaming the Earth with cell phones become the "smart dust."
Bright future?
Smart dust researchers say their theory of monitoring the world -- however it's realized -- will benefit people and the environment.
More information is better information, Pister said.
"Having more sensors improves the efficiency of a system and reduces the demand and reduces waste," he said. "So all of that is just straight goodness."
Hartwell, the HP researcher, says the only way people can combat huge problems like climate change and biodiversity loss is to have more information about what's going on.
"Frankly, I think we have to do it, from a sustainability and environmental standpoint," he said.
Even though the first application of HP's "Central Nervous System for the Earth" project will be commercial, Hartwell says the motives behind smart dust are altruistic.
"People ask me what my job is, and I say, well, I'm going to save the world," he said.
Images - http://ignoranceisfutile.files.wordpress.com/2008/07/darpas-control-grid.png?w=300&h=200&h=200
http://robotics.eecs.berkeley.edu/~pister/SmartDust/BlowDust.jpg
http://i.cdn.turner.com/cnn/2010/TECH/05/03/smart.dust.sensors/story.smart.dust.hp.cnn.jpg

For further enlightenment see –

The Her(m)etic Hermit - http://hermetic.blog.com


This material is published under Creative Commons Copyright – reproduction for non-profit use is permitted & encouraged, if you give attribution to the work & author - and please include a (preferably active) link to the original along with this notice. Feel free to make non-commercial hard (printed) or software copies or mirror sites - you never know how long something will stay glued to the web – but remember attribution! If you like what you see, please send a tiny donation or leave a comment – and thanks for reading this far…

From the New Illuminati – http://nexusilluminati.blogspot.com

Tuesday, 19 October 2010

A 'Frankenrobot' with a biological brain

A 'Frankenrobot' with a biological brain

Meet Gordon, probably the world's first robot controlled exclusively by living brain tissue.
Stitched together from cultured rat neurons, Gordon's primitive grey matter was designed at the University of Reading by scientists who unveiled the neuron-powered machine.
Their groundbreaking experiments explore the vanishing boundary between natural and artificial intelligence, and could shed light on the fundamental building blocks of memory and learning, one of the lead researchers told AFP.
"The purpose is to figure out how memories are actually stored in a biological brain," said Kevin Warwick, a professor at the University of Reading and one of the robot's principle architects.
Observing how the nerve cells cohere into a network as they fire off electrical impulses, he said, may also help scientists combat neurodegenerative diseases that attack the brain such as Alzheimer's and Parkinson's.
"If we can understand some of the basics of what is going on in our little model brain, it could have enormous medical spinoffs," he said.
Looking a bit like the garbage-compacting hero of the blockbuster animation "Wall-E", Gordon has a brain composed of 50,000 to 100,000 active neurons.
Once removed from rat foetuses and disentangled from each other with an enzyme bath, the specialised nerve cells are laid out in a nutrient-rich medium across an eight-by-eight centimetre (five-by-five inch) array of 60 electrodes.
This "multi-electrode array" (MEA) serves as the interface between living tissue and machine, with the brain sending electrical impulses to drive the wheels of the robots, and receiving impulses delivered by sensors reacting to the environment.
Because the brain is living tissue, it must be housed in a special temperature-controlled unit -- it communicates with its "body" via a Bluetooth radio link.
The robot has no additional control from a human or computer.
From the very start, the neurons get busy. "Within about 24 hours, they start sending out feelers to each other and making connections," said Warwick.
"Within a week we get some spontaneous firings and brain-like activity" similar to what happens in a normal rat -- or human -- brain, he added.
But without external stimulation, the brain will wither and die within a couple of months.
"Now we are looking at how best to teach it to behave in certain ways," explained Warwick.
To some extent, Gordon learns by itself. When it hits a wall, for example, it gets an electrical stimulation from the robot's sensors. As it confronts similar situations, it learns by habit.
To help this process along, the researchers also use different chemicals to reinforce or inhibit the neural pathways that light up during particular actions.
Gordon, in fact, has multiple personalities -- several MEA "brains" that the scientists can dock into the robot.
"It's quite funny -- you get differences between the brains," said Warwick. "This one is a bit boisterous and active, while we know another is not going to do what we want it to."
Mainly for ethical reasons, it is unlikely that researchers at Reading or the handful of laboratories around the world exploring the same terrain will be using human neurons any time soon in the same kind of experiments [since shown to be an incorrect assumption – Ed].
But rats brain cells are not a bad stand-in: much of the difference between rodent and human intelligence, speculates Warwick, could be attributed to quantity not quality.
Rats brains are composed of about one million neurons, the specialised cells that relay information across the brain via chemicals called neurotransmitters.
Humans have 100 billion.
"This is a simplified version of what goes on in the human brain where we can look -- and control -- the basic features in the way that we want. In a human brain, you can't really do that," he said.
For colleague Ben Whalley, one of the fundamental questions facing scientists today is how to link the activity of individual neurons with the overwhelmingly complex behaviour of whole organisms.
"The project gives us a unique opportunity to look at something which may exhibit complex behaviours, but still remain closely tied to the activity of individual neurons," he said.
http://www.technovelgy.com/graphics/content08/gordon-rat-neuron-brain.jpg


Copyright AFP 2008

Image -http://www.technovelgy.com/graphics/content08/gordon-rat-neuron-brain.jpg

For further enlightenment see –

The Her(m)etic Hermit - http://hermetic.blog.com

This material is published under Creative Commons Copyright – reproduction for non-profit use is permitted & encouraged, if you give attribution to the work & author - and please include a (preferably active) link to the original along with this notice. Feel free to make non-commercial hard (printed) or software copies or mirror sites - you never know how long something will stay glued to the web – but remember attribution! If you like what you see, please send a tiny donation or leave a comment – and thanks for reading this far…

From the New Illuminati – http://nexusilluminati.blogspot.com

Saturday, 2 October 2010

Artificial Life Forms Created that Evolve Intelligence

Artificial Life Forms Created that Evolve Intelligence

VirtualPetrieDish3
Michigan State University (MSU) researchers have developed “digital organisms” called Avidians that were made to evolve memory, and could eventually be used to generate intelligent artificial life and evolve into symmetrical, organized artificial brains that share structural properties with real brains.
Avidians are not imaginary sci-fi alien life forms. They are the digital creations of Charles Ofria and colleagues at Michigan State University (MSU) in East Lansing. Although they "live" in a computer world called Avida, and replicate using strings of coded computer instructions instead of DNA, they are similar to real life microbes: they compete with each other for resources, replicate, mutate, and eventually evolve to become artificially intelligent life forms. Unlike real-life Darwinian microbes, their evolution can be stopped at any time, reversed, repeated, and the precise sequence of mutations that led to the new trait can be dissected. 
{Illustration: A growing population of digital organisms, started from one individual, colonizes an initially empty space (black). As it does so, the population evolves by random mutation and selection, based on each organism's resulting phenotype. Every colored square represents one digital organism, with different colors reflecting different fitness levels. The speed, control, and ease of data collection in the Avida digital evolution platform permits experiments that would be difficult or even impossible with natural organisms, such as the present study (Clune et al., doi:10.1371/journal.pcbi.1000187) on the evolution of mutation rates. (Kaben Nanlohy, Michigan State University)}
In the image above, a growing population of digital organisms, started from one individual, colonizes an initially empty space (black). As it does so, the population evolves by random mutation and selection, based on each organism's resulting phenotype. Every colored square represents one digital organism, with different colors reflecting different fitness levels. The speed, control, and ease of data collection in the Avida digital evolution platform permits experiments that would be difficult or even impossible with natural organisms. Tens of thousands of generations down the line, some of the descendents will evolve memory
MSU researcher Jeff Clune works with a system called HyperNEAT, which uses principles of developmental biology to grow a large number of digital neurons from a small number of instructions. He translated the artificial neurons into code that could control a Roomba robot.
You can build complex brains from a relatively small number of computerized instructions, or “genes,” he says. Their brains have millions of connections, yet still perform a task well, and that number could be pushed higher yet. “This is a sea change for the field. Being able to evolve functional brains at this scale allows us to begin pushing the capabilities of artificial neural networks up, and opens up a path to evolving artificial brains that rival their natural counterparts.”
by Casey Kazan 
From http://www.dailygalaxy.com/my_weblog/2010/08/artificial-life-forms-created-that-evolve-intelligence-1.html
Watch different organisms evolve and compete for space

For HyperNEAT see http://eplex.cs.ucf.edu/hyperNEATpage/HyperNEAT.html
For Avida see http://avida.devosoft.org/


For further enlightenment see –

The Her(m)etic Hermit - http://hermetic.blog.com


This material is published under Creative Commons Copyright – reproduction for non-profit use is permitted & encouraged, if you give attribution to the work & author - and please include a (preferably active) link to the original along with this notice. Feel free to make non-commercial hard (printed) or software copies or mirror sites - you never know how long something will stay glued to the web – but remember attribution! If you like what you see, please send a tiny donation or leave a comment – and thanks for reading this far…

From the New Illuminati – http://nexusilluminati.blogspot.com