The Rules of the Swarm
Hugh Pickens writes "Researchers are starting to discover the simple rules that allow swarms of thousands of relatively simple animals to form a collective brain able to make decisions and move like a single organism. To get a sense of swarms, Dr. Iain Couzin, a mathematical biologist at the Collective Animal Behaviour Laboratory at Princeton University, builds computer models of virtual swarms with thousands of individual agents that he can program to follow a few simple rules. Among the findings are that swarm behavior has patterns common to many different species, that just as liquid water can suddenly begin to boil, swarm behavior can also change abruptly in character, and that just a few leaders can guide a swarm effectively by creating a bias in the swarm's movement that steers it in a particular direction. The rules of the swarm may also apply to the cells inside our bodies and researchers are working with cancer biologists to discover the rules by which cancer cells work together to build tumors or migrate through tissues. Even brain cells may follow the same rules for collective behavior seen in locusts or fish. "How does your brain take this information and come to a collective decision about what you're seeing?" Dr. Couzin says. The answer, he suspects, may lie in our inner swarm."
There are several very interesting optimization algorithms based on swarm behavior, such as particle swarm optimization and ant colony optimization. These methods have a similar ability for non-linear optimization (and pattern recognition) as neural networks.
- Demosthenes
cynicsreport.com
I would like to welcome Slashdot to 1986.
http://twitter.com/OLDTELEGRAM
Actually, studies have been done and Democratic voters are generally less educated and less informed. See the book --> "If Democrats Had Brains, They'd Be Republicans" by Ann Coulter. Or just watch the people lined up to vote in any majority Democrat district. It's like watching the inmates milling around at the asylum. Some things are true whether you believe them or not.
m0nstr42.blogspot.com
My favorite thing about Dr. Couzin is his willingness to work with people in other disciplines - particularly the "harder" sciences. It's mentioned towards the end of the article. My advisor, Naomi Leonard, and her students have published several papers with Iain as a co-author - see http://www.princeton.edu/~naomi/ and search for "Couzin" and "Levin" on the page for a few references. Dr. Grunbaum, who is also mentioned in the article, is great with this as well (also on the page). They are both fantastic guys to work with.
And a shameless plug for my tiny contribution - http://www.princeton.edu/~dswain/publications/2007/DSCDC07.pdf
m0nstr42.blogspot.com
Currently, Physics Today has an article about the swarming of birds. The studies from the group in Rome are expected to complement current models since currently there is little experimental evidence to back up the models. Using several cameras they take time-lapse pictures of the swarms and then reconstruct the complex trajectories on the computer (a tour de force...).
the other interesting result is, that the next state of the swarm can depend on states in the past, this leads to spatial memory effect.
We apply tools like nonlinear control theory and graph theory to study these kinds of "rules" with rigor, with the aim of a) designing robotic (specifically mobile sensor) networks that are bio-inspired in the way you mentioned and b) help the biologists by providing insight from our perspective.
m0nstr42.blogspot.com