Evolutionary Computation: An Overview and Recent Trends

نویسنده

  • Günther Raidl
چکیده

Evolutionary computation is a steadily increasing research discipline covering computer algorithms that are inspired by principles of natural evolution. The three main mechanisms that drive evolution forward are reproduction, mutation, and natural selection (i.e., the Darwinian principle of survival of the fittest). In the biological world these mechanisms enable life-forms to adapt to a particular environment over successive generations. The camel’s hump, the eagle’s eye, the dolphin’s sonar, the human brain – they all can be seen as solutions to environmental problems that were generated by evolution. Evolutionary algorithms adopt these mechanisms of natural evolution in simplified ways and breed progressively better solutions to a wide variety of complex optimization and design problems.

برای دانلود رایگان متن کامل این مقاله و بیش از 32 میلیون مقاله دیگر ابتدا ثبت نام کنید

ثبت نام

اگر عضو سایت هستید لطفا وارد حساب کاربری خود شوید

منابع مشابه

Surrogate-assisted evolutionary computation: Recent advances and future challenges

Surrogate-assisted, or meta-model based evolutionary computation uses efficient computational models, often known as surrogates or meta-models, for approximating the fitness function in evolutionary algorithms. Research on surrogate-assisted evolutionary computation began over a decade ago and has received considerably increasing interest in recent years. Very interestingly, surrogate-assisted ...

متن کامل

Evolutionary computing in manufacturing industry: an overview of recent applications

Traditional methods often employed to solve complex real world problems tend to inhibit elaborate exploration of the search space. They can be expensive and often results in sub-optimal solutions. Evolutionary computation (EC) is generating considerable interest for solving real world engineering problems. They are proving robust in delivering global optimal solutions and helping to resolve lim...

متن کامل

Punctuationlism and Gradualistic Evolutionary Trends of Eight Phylogenetic Lineages of Maastrichtian to Eocene and Recent Benthic Foraminifera from the Tethys

Minor differences in the morphology of the test, wall structure, arrangement of chambers and apertures, size are recognized as being of decisive specific or subspecific value. Twenty four phylogenetic lineages were produced by puncuated equilibrium and gradualistic evolutionary trends which observed within 50 benthic foraminiferal species and subspecies belonging to 18 genera throughout the Maa...

متن کامل

روش‌های مدل‌سازی تطوری در اقتصاد (با تاکید بر عناصر مشترک سازنده آنها)

In this paper we have tried mention to some sort of thewell-known evolutionary modeling approaches in economic territory such as Multi Agent simulations, Evolutionary Computation and Evolutionary Game Theory. As it has been mentioned in the paper, in recent years, the number of Evolutionary contributions applied to Multi-Agent models increased remarkably. However until now there is no consensus...

متن کامل

New Trends in Evolutionary Computation

In the last five years, the field of evolutionary computation (EC) has seen a resurgence of new ideas, many stemming from new biological inspirations. This paper outlines four of these new branches of research: Creative Evolutionary Systems, Computational Embryology, Evolvable Hardware and Artificial Immune Systems, showing how they aim to extend the capabilities of EC. Recent, unpublished resu...

متن کامل

ذخیره در منابع من


  با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید

عنوان ژورنال:

دوره   شماره 

صفحات  -

تاریخ انتشار 2005