A butterfly effect in the brain
June 30, 2010
Next time your brain plays tricks on you, you have an excuse: according to new research by UCL scientists published today in the journal Nature, the brain is intrinsically unreliable.
This may not seem surprising to most of us, but it has puzzled neuroscientists for decades. Given that the brain is the most powerful computing device known, how can it perform so well even though the behaviour of its circuits is variable?
A long-standing hypothesis is that the brain's circuitry actually is reliable - and the apparently high variability is because your brain is engaged in many tasks simultaneously, which affect each other.
It is this hypothesis that the researchers at UCL tested directly. The team - a collaboration between experimentalists at the Wolfson Institute for Biomedical Research and a theorist, Peter Latham, at the Gatsby Computational Neuroscience Unit - took inspiration from the celebrated butterfly effect - from the fact that the flap of a butterfly's wings in Brazil could set off a tornado in Texas. Their idea was to introduce a small perturbation into the brain, the neural equivalent of butterfly wings, and ask what would happen to the activity in the circuit. Would the perturbation grow and have a knock-on effect, thus affecting the rest of the brain, or immediately die out?
It turned out to have a huge knock-on effect. The perturbation was a single extra 'spike', or nerve impulse, introduced to a single neuron in the brain of a rat. That single extra spike caused about thirty new extra spikes in nearby neurons in the brain, most of which caused another thirty extra spikes, and so on. This may not seem like much, given that the brain produces millions of spikes every second. However, the researchers estimated that eventually, that one extra spike affected millions of neurons in the brain.
"This result indicates that the variability we see in the brain may actually be due to noise, and represents a fundamental feature of normal brain function," said lead author Dr. Mickey London, of the Wolfson Institute for Biomedical Research, UCL.
This rapid amplification of spikes means that the brain is extremely 'noisy' - much, much noisier than computers. Nevertheless, the brain can perform very complicated tasks with enormous speed and accuracy, far faster and more accurately than the most powerful computer ever built (and likely to be built in the foreseeable future). The UCL researchers suggest that for the brain to perform so well in the face of high levels of noise, it must be using a strategy called a rate code. In a rate code, neurons consider the activity of an ensemble of many neurons, and ignore the individual variability, or noise, produced by each of them.
So now we know that the brain is truly noisy, but we still don't know why. The UCL researchers suggest that one possibility is that it's the price the brain pays for high connectivity among neurons (each neuron connects to about 10,000 others, resulting in over 8 million kilometres of wiring in the human brain). Presumably, that high connectivity is at least in part responsible for the brain's computational power. However, as the research shows, the higher the connectivity, the noisier the brain. Therefore, while noise may not be a useful feature, it is at least a by-product of a useful feature.
More information: The paper 'Sensitivity to perturbations in vivo implies high noise and suggests rate coding in cortex' is published in Nature on Wednesday 30 June 2010.
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Jun 30, 2010
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Jun 30, 2010
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Whenever the critical level is reached, all future spikes will follow newly defined path - and a brain will use it as a predefined solution for future.
This aspect of behavior of neural network is similar to quantum foam, which becomes the more dense, the more energy is spreading through it, until some quantized stable particle emerges. I do believe, inside of our brain the stable hyperdimensional artifacts similar to branes and spin loops are surviving. One of such loops was identified already inside of human brain as a source of our private internal clock - it enables us to estimate time intervals.
Jun 30, 2010
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I know, it's a "hard problem".
Jun 30, 2010
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At the moment, when critical level is reached, the spontaneous symmetry breaking occurs - the information spreading virtually condenses along effective neurons. Actually brain remembers the most successful neurons probably by residual concentration of neurotransmitters and during sleeping it forms a permanent connections - a new synapses - between most effective neurons.
Next day these neurons will be used as a preferred reflexion path.
Jun 30, 2010
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Neurons increase the dimensionality further by their internal foamy structure composed of microtubules. I presume, these microtubules are working in the same way, like the hollow core optical fibers - they're just using sound signal instead of light. This construction feature enables to propagate spikes as a non-dispersing solitons along neuron, where they can collect and merge with another solitons.
Jun 30, 2010
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Jun 30, 2010
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Jun 30, 2010
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The brain has many paths of positive feedback (and when left unchecked, result in a seizure), and certainly the brain will have some degree of noise and be designed to handle and even take advantage of that noise (for example, noise can cause a non-linear process like a synapse to act more like a linear process through pulse width modulation). But this article seems to muddle all these concepts.
Jun 30, 2010
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Ah, sorry. A silly cliche is by no means the same thing as a fact.
Jun 30, 2010
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This robustness against internal errors directly translates into resilience against errors in input. Phrased differently, because the brain *is* unreliable and evolved to operate in spite of that, it is more resilient against misinformation on the incoming senses such as problems with photoreceptors in the eye, visual and auditory mistakes and illusions. But also all the way up the chain to where the brain is well suited at the semantic level to detect lies and misinformation.
I discuss this in the video "Bizarre Systems" at http://videos.syntience.com
Jul 01, 2010
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According to some hobbyists, if you design your coil with a caduceus pattern -- i.e., with two opposing sets of windings that cross each other twice per revolution such that their magnetic fields precisely cancel -- the resulting device will radiate highly directional "scalar waves" which are undetectable with ordinary radio equipment but receivable with another caduceus coil perfectly aligned with your first. If it's true, it could be serve as a physical basis of telepathy.
http://en.wikiped...lar_coil
Actually, I never found some peer-reviewed literature, confirming or refuting this effect. But it may be consistent with Aharamov-Bohm effect of QM.
Jul 02, 2010
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Try searching for the Butterfly Effect. You will find that other than a movie name it is also a quite known fact among scientists and researchers.
In particular, guys involved with simulation and other heavy computational activities.
Jul 03, 2010
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Jul 05, 2010
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