Artificial Evolution: A Continuing SAGA
نویسنده
چکیده
I start with a basic tutorial on Artiicial Evolution, and then show the simplest possible way of implementing this with the Microbial Genetic Algorithm. I then discuss some shortcomings in many of the basic assumptions of the orthodox Genetic Algorithm (GA) community , and give a rather diierent perspective. The basic principles of SAGA (Species Adaptation GAs) will be outlined, and the concept of Neutral Networks, pathways of level tness through a tness landscape will be introduced. A practical example will demonstrate the relevance of this. Every day we come across sophisticated, highly-tuned machinery that is far far more complex than human designers could begin to imagine designing by standard techniques. I am referring to the animals (including other humans), plants and other organisms that we live amongst. These are self-regulating, mostly self-repairing, self-sustaining machines that can cope with changing situations in an incredibly exible and adaptive fashion. Their designs are the product of billions of years of natural Darwinian evolution. Proponents of Artiicial Evolution aim to capture and exploit the core parts of this natural design methodology, and use it to design artiicial complex systems to have comparable properties: adaptive and robust robot 1
منابع مشابه
Arti cial Evolution A Continuing SAGA
I start with a basic tutorial on Arti cial Evolution and then show the simplest possible way of implementing this with the Micro bial Genetic Algorithm I then discuss some shortcomings in many of the basic assumptions of the orthodox Genetic Algorithm GA com munity and give a rather di erent perspective The basic principles of SAGA Species Adaptation GAs will be outlined and the con cept of Neu...
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تاریخ انتشار 2001