Hi,

  This phrase in the article makes me doubt that the writer thereof did his 
homework:
"for some unknown reason the flashes synchronize over time.”" The 
synchronization of weakly coupled oscillators is a well known phenomena! It 
should be pointed out that in the human brain, global synchronization is 
harmful. It is the cause of epilepsy: 
http://en.wikipedia.org/wiki/Epilepsy#Mechanism.

On Monday, May 19, 2014 2:26:40 AM UTC-4, Bruno Marchal wrote:
>
>
> On 18 May 2014, at 21:16, [email protected] <javascript:> wrote:
>
> Does this computer architecture assume not-comp? 
>
>
> No. Elementary arithmetic emulates n-synchronized oscillators for all n, 
> even infinite enumerable set of oscillators. You would need a continuum of 
> oscillators, with an explicit special non computable hamiltonian. Today, 
> there is nothing in nature which would threat comp, except the collapse of 
> the wave packet in theories where this is a physical phenomenon. Even in 
> that case, it would be a computation with oracle, and not change much of 
> the consequences. Anyway, I am not sure I can make sense of the wave 
> collapse being a physical phenomenon, and even less that this play a role 
> in the brain computation.
>
> Bruno
>
>
>  
> 15046Synchronized oscillators may allow for computing that works like the 
> brain
> *Expand Messages*
>
>    - richard ruquist
>    May 15 2:09 PM
>    View Source
>    -  0 Attachment
>       - 
>    Synchronized oscillators may allow for computing that works like the 
>    brainMay 15, 2014
>    [image: oscillating_switch]
>    This is a cartoon of an oscillating switch, the basis of a new type of 
>    low-power analog computing (credit: Credit: Nikhil Shukla, Penn State)
>    Computing is currently based on binary (Boolean) logic, but a new type 
>    of computing architecture created by electrical engineers at Penn 
> State<http://www.psu.edu/> stores 
>    information in the frequencies and phases of periodic signals and could 
>    work more like the human brain.
>    It would use a fraction of the energy necessary for today’s computers, 
>    according to the engineers.
>    To achieve the new architecture, they used a thin film of vanadium 
>    oxide on a titanium dioxide substrate to create an oscillating switch. 
>    Vanadium dioxide is called a “wacky oxide” because it transitions from a 
>    conducting metal to an insulating semiconductor and vice versa with the 
>    addition of a small amount of heat or electrical current.
>    *Biological synchronization for associative processing*
>    Using a standard electrical engineering trick, Nikhil Shukla, graduate 
>    student in electrical engineering, added a series resistor to the oxide 
>    device to stabilize oscillations. When he added a second similar 
>    oscillating system, he discovered that, over time, the two devices began 
> to 
>    oscillate in unison, or synchronize.
>    This coupled system could provide the basis for non-Boolean computing. 
>    Shukla worked with Suman Datta, professor of electrical engineering, and 
>    co-advisor Roman Engel-Herbert, assistant professor of materials science 
>    and engineering, Penn State. They reported their results May 14 in 
> *Scientific 
>    Reports* (open access).
>    “It’s called a small-world network,” explained Shukla. “You see it in 
>    lots of biological systems, such as certain species of fireflies. The 
> males 
>    will flash randomly, but then for some unknown reason the flashes 
>    synchronize over time.” The brain is also a small-world network of closely 
>    clustered nodes that evolved for more efficient information processing.
>    “Biological synchronization is everywhere,” added Datta. “We wanted to 
>    use it for a different kind of computing called associative processing, 
>    which is an analog rather than digital way to compute.”
>    An array of oscillators can store patterns — for instance, the color 
>    of someone’s hair, their height and skin texture. If a second area of 
>    oscillators has the same pattern, they will begin to synchronize, and the 
>    degree of match can be read out, without consuming a lot of energy and 
>    requiring a lot of transistors, as in Boolean computing.
>    *A neuromorphic computer chip*
>    Datta is collaborating with Vijay Narayanan, professor of computer 
>    science and engineering, Penn State, in exploring the use of these coupled 
>    oscillations to solve visual recognition problems more efficiently than 
>    existing embedded vision processors.
>    Shukla and Datta called on the expertise of Cornell University 
>    materials scientist Darrell Schlom to make the vanadium dioxide thin film, 
>    which has extremely high quality similar to single crystal silicon. Arijit 
>    Raychowdhury, computer engineer, and Abhinav Parihar graduate student, 
> both 
>    of Georgia Tech, mathematically simulated the nonlinear dynamics of 
> coupled 
>    phase transitions in the vanadium dioxide devices.
>    Parihar created a short video simulation of the transitions, which 
>    occur at a rate close to a million times per second, to show the way the 
>    oscillations synchronize. Venkatraman Gopalan, professor of materials 
>    science and engineering, Penn State, used the Advanced Photon Source at 
>    Argonne National Laboratory to visually characterize the structural 
> changes 
>    occurring in the oxide thin film in the midst of the oscillations.
>    Datta believes it will take seven to 10 years to scale up from their 
>    current network of two-three coupled oscillators to the 100 million or so 
>    closely packed oscillators required to make a neuromorphic computer chip.
>    One of the benefits of the novel device is that it will use only about 
>    one percent of the energy of digital computing, allowing for new ways to 
>    design computers. Much work remains to determine if vanadium dioxide can 
> be 
>    integrated into current silicon wafer technology.
>    The Office of Naval Research primarily supported this work. The 
>    National Science Foundation’s Expeditions in Computing Award also 
> supported 
>    this work.
>    ------------------------------
>    *Abstract of Scientific Reports paper*
>    Strongly correlated phases exhibit collective carrier dynamics that if 
>    properly harnessed can enable novel functionalities and applications. In 
>    this article, we investigate the phenomenon of electrical oscillations in 
> a 
>    prototypical MIT system, vanadium dioxide (VO2). We show that the key 
>    to such oscillatory behaviour is the ability to induce and stabilize a 
>    non-hysteretic and spontaneously reversible phase transition using a 
>    negative feedback mechanism. Further, we investigate the synchronization 
>    and coupling dynamics of such VO2 based relaxation oscillators and 
>    show, via experiment and simulation, that this coupled oscillator system 
>    exhibits rich non-linear dynamics including charge oscillations that are 
>    synchronized in both frequency and phase. Our approach of harnessing a 
>    non-hysteretic reversible phase transition region is applicable to other 
>    correlated systems exhibiting metal-insulator transitions and can be a 
>    potential candidate for oscillator based non-Boolean computing.
>    references:
>       - Nikhil Shukla et al., Synchronized charge oscillations in 
>       correlated electron systems, *Scientific Reports*, 2014, DOI: 
>       10.1038/srep04964 (open 
> access)<http://www.nature.com/srep/2014/140514/srep04964/full/srep04964.html>
>    
>
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