New Computer Determines Conservation Laws Autonomously

This is pretty significant people. This should be like the number one sift. Essentially, this says that a computer can determine fundamental equations of dynamics of very complex systems using network theory. So we can solve problems that were previously thought to be intractable, provided we have all the dependent and independent variables.

A) A computer observes the behavior and dynamics of a real system, and (B) collects data using motion tracking cameras and software. It then automatically searches for equations that describe a natural law relating these variables. (C) Without any prior knowledge about physics, kinematics, or geometry, this algorithm found conservation equations and invariant manifolds that describe the physical laws these systems obey. Pictured, are an actual double pendulum, collected data, and resulting energy conservation law found.
MycroftHomlzsays...

They wrote a program that not only solves the dynamic equations for complex systems, it autonomously determines the equations.

So previously indescribable phenomenona can be described by simply inputting the data into the computer. Easy-peazey-lemon-squeezey baby...

Angua1says...

The implications here are enormous, as suggested by Radio Lab here: http://www.wnyc.org/shows/radiolab/episodes/2010/04/16/segments/149570. Radio Lab suggests we've reached the limits of human and scientific understanding and use this computer program as an example. The piece also talks about other researchers who have used the program to input biological data, I believe complex DNA and protein interactions (can't re-listen to it right now to confirm for you). The point is that the computer spit out a whole lot of interesting equations ... which were previously unknown to science. No paper can be published on these equations because the way we generated the equations don't fit conventional scientific methods. Fascinating stuff.

LarsaruSsays...

>> ^Angua1:

The implications here are enormous, as suggested by Radio Lab here: http://www.wnyc.org/shows/radiolab/episodes/2010/04/16/segments/149570. Radio Lab suggests we've reached the limits of human and scientific understanding and use this computer program as an example. The piece also talks about other researchers who have used the program to input biological data, I believe complex DNA and protein interactions (can't re-listen to it right now to confirm for you). The point is that the computer spit out a whole lot of interesting equations ... which were previously unknown to science. No paper can be published on these equations because the way we generated the equations don't fit conventional scientific methods. Fascinating stuff.


Seems like we have reached the first step on the way to the singularity. Go Science!
I can't wait for the time when we fragile meatbags are replaced by silicone and steel.

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