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Titlebook: Designing Evolutionary Algorithms for Dynamic Environments; Ronald W. Morrison Textbook 2004 Springer-Verlag Berlin Heidelberg 2004 Adapti

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發(fā)表于 2025-3-21 17:45:25 | 只看該作者 |倒序瀏覽 |閱讀模式
書目名稱Designing Evolutionary Algorithms for Dynamic Environments
編輯Ronald W. Morrison
視頻videohttp://file.papertrans.cn/269/268937/268937.mp4
概述The first book focusing on robustness, stability, and performance of EAs in dynamic environments.Includes supplementary material:
叢書名稱Natural Computing Series
圖書封面Titlebook: Designing Evolutionary Algorithms for Dynamic Environments;  Ronald W. Morrison Textbook 2004 Springer-Verlag Berlin Heidelberg 2004 Adapti
描述The robust capability of evolutionary algorithms (EAs) to find solutions to difficult problems has permitted them to become popular as optimization and search techniques for many industries. Despite the success of EAs, the resultant solutions are often fragile and prone to failure when the problem changes, usually requiring human intervention to keep the EA on track. Since many optimization problems in engineering, finance, and information technology require systems that can adapt to changes over time, it is desirable that EAs be able to respond to changes in the environment on their own. This book provides an analysis of what an EA needs to do to automatically and continuously solve dynamic problems, focusing on detecting changes in the problem environment and responding to those changes. In this book we identify and quantify a key attribute needed to improve the detection and response performance of EAs in dynamic environments. We then create an enhanced EA, designed explicitly to exploit this new understanding. This enhanced EA is shown to have superior performance on some types of problems. Our experiments evaluating this enhanced EA indicate some pre- viously unknown relations
出版日期Textbook 2004
關鍵詞Adaptive Algorithms; Dynamic Systems; Evolutionary Algorithms; Evolutionary Programming; Fitness Landsca
版次1
doihttps://doi.org/10.1007/978-3-662-06560-0
isbn_softcover978-3-642-05952-0
isbn_ebook978-3-662-06560-0Series ISSN 1619-7127 Series E-ISSN 2627-6461
issn_series 1619-7127
copyrightSpringer-Verlag Berlin Heidelberg 2004
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沙發(fā)
發(fā)表于 2025-3-21 22:20:08 | 只看該作者
Solutions from Nature and Engineering,m in nature and in engineering. Biological systems include mechanisms for adapting to changing environments. In engineering, control systems must often be designed to respond properly to unexpected control inputs. This chapter explores a few dynamic adaptation techniques used in biological systems a
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地板
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發(fā)表于 2025-3-22 13:55:58 | 只看該作者
Performance Measurement, environments. In this chapter we will address these problems. First we will describe previously used techniques and examine some problems associated with their use. Next we will describe the desired characteristics of performance measurement metrics for dynamic environments. The next section will p
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發(fā)表于 2025-3-22 21:29:44 | 只看該作者
Experimental Results for Population Initialization,n initialization for EAs in static environments. In this chapter, and also in [43], we examine that suggestion by testing a standard EA in a variety of static landscapes using random population initialization and population initialization using the sentinel placement algorithm (referred to as “place
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發(fā)表于 2025-3-23 04:50:05 | 只看該作者
Summary and Conclusion,atisfactory performance on changing problems without the need for human intervention. As such, this research has served to provide a basis for improving the performance of EAs in dynamic environments, first through derivation of a more meaningful measure of diversity for dynamic environments, called
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發(fā)表于 2025-3-23 09:16:15 | 只看該作者
Constantin Vertan,Vasile BuzuloiuThis chapter will examine the subject of non-stationary problems in general, and help focus the remainder of the book on the problems of interest. Specifically, this chapter will examine the types of non-stationary landscapes and the attributes needed by an EA to be successful in these dynamic environments.
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