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Artificial Life Experiments Show How Complex Functions Can Evolve
NSF ^ | May 8, 2003 | Staff

Posted on 05/08/2003 10:11:06 AM PDT by Nebullis

Artificial Life Experiments Show How Complex Functions Can Evolve

Arlington, Va.—If the evolution of complex organisms were a road trip, then the simple country drives are what get you there. And sometimes even potholes along the way are important.

An interdisciplinary team of scientists at Michigan State University and the California Institute of Technology, with the help of powerful computers, has used a kind of artificial life, or ALife, to create a road map detailing the evolution of complex organisms, an old problem in biology.

In an article in the May 8 issue of the international journal Nature, Richard Lenski, Charles Ofria, Robert Pennock, and Christoph Adami report that the path to complex organisms is paved with a long series of simple functions, each unremarkable if viewed in isolation. "This project addresses a fundamental criticism of the theory of evolution, how complex functions arise from mutation and natural selection," said Sam Scheiner, program director in the division of environmental biology at the National Science Foundation (NSF), which funded the research through its Biocomplexity in the Environment initiative. "These simulations will help direct research on living systems and will provide understanding of the origins of biocomplexity."

Some mutations that cause damage in the short term ultimately become a positive force in the genetic pedigree of a complex organism. "The little things, they definitely count," said Lenski of Michigan State, the paper's lead author. "Our work allowed us to see how the most complex functions are built up from simpler and simpler functions. We also saw that some mutations looked like bad events when they happened, but turned out to be really important for the evolution of the population over a long period of time."

In the key phrase, "a long period of time," lies the magic of ALife. Lenski teamed up with Adami, a scientist at Caltech's Jet Propulsion Laboratory and Ofria, a Michigan State computer scientist, to further explore ALife.

Pennock, a Michigan State philosopher, joined the team to study an artificial world inside a computer, a world in which computer programs take the place of living organisms. These computer programs go forth and multiply, they mutate and they adapt by natural selection.

The program, called Avida, is an artificial petri dish in which organisms not only reproduce, but also perform mathematical calculations to obtain rewards. Their reward is more computer time that they can use for making copies of themselves. Avida randomly adds mutations to the copies, thus spurring natural selection and evolution. The research team watched how these "bugs" adapted and evolved in different environments inside their artificial world.

Avida is the biologist's race car - a really souped up one. To watch the evolution of most living organisms would require thousands of years – without blinking. The digital bugs evolve at lightening speed, and they leave tracks for scientists to study.

"The cool thing is that we can trace the line of descent," Lenski said. "Out of a big population of organisms you can work back to see the pivotal mutations that really mattered during the evolutionary history of the population. The human mind can't sort through so much data, but we developed a tool to find these pivotal events."

There are no missing links with this technology.

Evolutionary theory sometimes struggles to explain the most complex features of organisms. Lenski uses the human eye as an example. It's obviously used for seeing, and it has all sorts of parts - like a lens that can be focused at different distances - that make it well suited for that use. But how did something so complicated as the eye come to be?

Since Charles Darwin, biologists have concluded that such features must have arisen through lots of intermediates and, moreover, that these intermediate structures may once have served different functions from what we see today. The crystalline proteins that make up the lens of the eye, for example, are related to those that serve enzymatic functions unrelated to vision. So, the theory goes, evolution borrowed an existing protein and used it for a new function.

"Over time," Lenski said, "an old structure could be tweaked here and there to improve it for its new function, and that's a lot easier than inventing something entirely new."

That's where ALife sheds light.

"Darwinian evolution is a process that doesn't specify exactly how the evolving information is coded," says Adami, who leads the Digital Life Laboratory at Caltech. "It affects DNA and computer code in much the same way, which allows us to study evolution in this electronic medium."

Many computer scientists and engineers are now using processes based on principles of genetics and evolution to solve complex problems, design working robots, and more. Ofria says that "we can then apply these concepts when trying to decide how best to solve computational problems."

"Evolutionary design," says Pennock, "can often solve problems better than we can using our own intelligence."


TOPICS: Culture/Society; Miscellaneous; News/Current Events
KEYWORDS: ai; crevolist
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To: Doctor Stochastic
Cæsar flourished around 709AUC.

It does my conservative heart good to see someone still using the ab urbe condita Roman calendar.

1,181 posted on 05/11/2003 4:18:48 AM PDT by PatrickHenry (Felix, qui potuit rerum cognoscere causas.)
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To: RightWingNilla
He predicts that Moore's law will allow us to have computers which can perfectly model the human brain neuron by neuron within fifty years.

Interesting prediction considering we don't know everything about what neurons do. There are folks who argue that it is the interconnections rather than the neurons that are key. The interconnections change with learning, and we don't have a good model for this process.

1,182 posted on 05/11/2003 7:13:52 AM PDT by js1138
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To: AndrewC
You have managed to demonstrate that we don't know the status of the patent application. Big Whup. If you can get a patent for toast you can get one for a circuit improvement, most likely.

Is this part of the argument really important to you? What will become of your argument if, in a dozen years, there are many such patents? Are you staking your position on the bet that this won't happen?

If so can we come back at a later time and and ask you to retract your arguments? And if you aren't willing to stake your position on the lack of patents, why are you making such a big deal out of the fact that no one at FR can point to the patent?

1,183 posted on 05/11/2003 7:21:58 AM PDT by js1138
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To: js1138
What will become of your argument if, in a dozen years, there are many such patents? Are you staking your position on the bet that this won't happen?

If a frog had a glass ass, it would bust it a hoppin'.

Frankly, arguing against an assertion made in the present with present facts, is not weakened by a hypothetical future. The assertion was essentially, there are lots of "A". I demonstrated that there are apparently no "A"(at least in the U.S.). If one can patent a swinging technique, then I suppose one should be able to patent a kludge no matter how well it functions.

1,184 posted on 05/11/2003 7:32:57 AM PDT by AndrewC
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To: AndrewC
I suppose one should be able to patent a kludge no matter how well it functions.

When the per-compononent cost of a circuit approaches zero, any improvement in performance is an improvement.

I think if you look around at the world you will see such things a digital voltmeters at Radio Shack. They replace much simpler analog designs without providing much usable improvement in accuracy or reliability (at least not for the typical Radio Shack customer). This observation could be repeated thousands of times among the everyday objects we live with. Labeling an object with a pejorative name is no more usefull that labeling a person with a pejorative name.

In alle this discussion, you have failed to address the only important point being argued -- that is the the circuits designed by the computer program have features that could that could not be designed by the people who wrote the program.

1,185 posted on 05/11/2003 7:45:01 AM PDT by js1138
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To: donh
Experience hath shown that all cats are either alive or not alive (dead).

Are green cats dead or alive?

All cats have the potential of being green, if they are dead long enough...

1,186 posted on 05/11/2003 9:19:20 AM PDT by null and void
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To: RightWingNilla
Kurtzweil claims, people will be able to scan their brains and establish in-silico versions of themselves...essentially immortality!

I want my copy a little less depressed, and a little more employed...

1,187 posted on 05/11/2003 9:21:12 AM PDT by null and void
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To: donh
Are green cats dead or alive?

Vacuously true.

1,188 posted on 05/11/2003 9:23:05 AM PDT by longshadow
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To: f.Christian
color blind people don't see color ...

Total color blindness is quite rare. Most "color blind" people see a different pallet of colors, where red and green look the same.

the dead know nothing !

Applies to lots of living people I know...

1,189 posted on 05/11/2003 9:24:31 AM PDT by null and void
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To: Michael121
It refers to all events.

If 10 different people see a car accident there ARE 10 different accounts.

Which has NOTHING whatever to do with Heisenberg's Uncertainty Principle. The ten different accounts of the car accident are NOT the result of not knowing the precise similtaneous momenta and locations of the cars.

1,190 posted on 05/11/2003 9:28:41 AM PDT by longshadow
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To: PatrickHenry
It does my conservative heart good to see someone still using the ab urbe condita Roman calendar.

Dude, you really need to get out more...

1,191 posted on 05/11/2003 9:28:42 AM PDT by null and void
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To: longshadow
Durn! You broke my funkle...
1,192 posted on 05/11/2003 9:29:21 AM PDT by null and void (*sigh*)
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To: Michael121
As you have stated but yet not answered. It is up to you to prove the absence of GOD. If there is a God then we did not evolve. I await your proof. You must prove to me there is not a diety. We cannot have both. I am the opponent to your science. You are the opponent of my Faith.

What on Earth are you talking about?

The only thing I have said is that you are incorrect about your use of Heisenberg's Uncertainty Principle, and that you mis-spelled his name.

If that somehow impinges upon your spiritual beliefs, you must have an extraordinarily odd set of beliefs.

1,193 posted on 05/11/2003 9:33:48 AM PDT by longshadow
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To: js1138
Are you staking your position on the bet that this won't happen?

Oh come on, you know better. They've got a million nits to pick.

1,194 posted on 05/11/2003 10:05:39 AM PDT by edsheppa
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To: edsheppa
bttt
1,195 posted on 05/11/2003 10:51:37 AM PDT by f.Christian (( Knowledge (( philosophy )) // Technology (( science // creation )) ... evolution is bunk ! ! ))
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To: AndrewC
>>I guess that means that patent applications can be searched.<<

According to my husband, who has been a patent examiner for 15 years, and is a Primary Examiner, you cannot search applications for pending patents. You can search applications once a patent is granted.

You might try searching through European patent applications - those are published. Sometimes inventors apply simultaneously for American and European patents -- but certainly not always.



1,196 posted on 05/11/2003 11:09:06 AM PDT by CobaltBlue
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To: longshadow
If that somehow impinges upon your spiritual beliefs, you must have an extraordinarily odd set of beliefs.

I think we can leave off the conditional portion of that statement.

1,197 posted on 05/11/2003 11:10:29 AM PDT by balrog666 (When in doubt, tell the truth. - Mark Twain)
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To: js1138
Interesting prediction considering we don't know everything about what neurons do.

Kurtzweil does a lot of handwaving on the biology side, but he claims that computers at least should have the capability to exactly simulate the brain.

By the year 2100, everyone will have ported out of their carbon based forms. We will all be converted to software. The creationists will love it.

1,198 posted on 05/11/2003 11:26:57 AM PDT by RightWingNilla
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To: null and void
I want my copy a little less depressed, and a little more employed...

Certainly! Just adjust a few settings on the Penfield Mood Organ....

1,199 posted on 05/11/2003 11:29:05 AM PDT by RightWingNilla
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To: AndrewC
BTW, I have no idea what good it would do you to see a published patent -- the mere fact that something is patented is not proof that it works. The USPTO hasn't required working models for many, many years.

So, given your skepticism, the only way to prove what is claimed is to actually build the thing in question and test it yourself.

As many have already said, write to the inventor, explain your position, and see if he is willing to assist you in your quest for knowledge.
1,200 posted on 05/11/2003 11:36:11 AM PDT by CobaltBlue
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