Global Optimization Algorithms--Theory and Application

imdemon

Global Optimization Algorithms--Theory and Application
一位外国朋友写的书。。。。他自己做成电子版免费发布，
希望更多的对全局优化算法 遗传算法等感兴趣的朋友能跟他交流
作者：Thomas Weise
他的主页：http://www.it-weise.de
电子书在他主页上有下载 http://www.it-weise.de/projects/book.pdf.
我也希望咱们国内也有更多这样乐于分享和传播知识的朋友
This e-book is devoted to global optimization algorithms, which are methods to find optimal solutions for given problems. It especially focuses on evolutionary computation by discussing evolutionary algorithms, genetic algorithms, genetic programming, learning classifier systems, evolution strategy, differential evolution, particle swarm optimization, and ant colony optimization. It also elaborates on meta-heuristics like simulated annealing, hill climbing, tabu search, and random optimization. With this book, we want to address two major audience groups: * It can help students since we try to describe the algorithms in an understandable, consistent way and, maybe even more important, include all background knowledge needed to understand them. Thus, you can find summaries on stochastic theory and theoretical computer science in part four. Additionally, application examples are provided which give an idea how problems can be tackled with the different techniques and what results can be expected. * Fellow researchers and PhD students maybe will find the application examples helpful too. For them, in-depth discussions on the single methodologies are included that are supported with a large set of literature references. The contents of this book are divided into four parts. In the first part, different optimization technologies will be introduced and their features are described. Often, small examples to ease understanding will be given. In the second part, we elaborate on different application examples in detail. With the Sigoa framework, a possible Java implementation of the optimization algorithms is discussed and we show how some of solutions of the previous problem instances can be realized in part three. Finally, in the last part, the background knowledge is provided for the rest of the book. Optimization is closely related to stochastic, and hence, an introduction into this subject can be found here. Other important background information concerns theoretical computer science and clustering algorithms. However, this book is currently worked on. It is still in a very preliminary phase where major parts are still missing or under construction. Other sections or texts are incomplete (tagged with TODO). There may as well be errors in the contents or issues may be stated ambiguously. Therefore, I try to update, correct, and improve this book continuously. New versions of the book will appear regularly on http://www.it-weise.de/projects/book.pdf.
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civilmanjun

好贴，得去看看，谢谢

harb_cloud

好好学习!谢谢!

leonwdt

好人，谢谢:victory:

jli

和iSIGHT软件带的帮助文档一样，全局优化算法还有模拟退火等

zhangrh_1217

好人，谢谢

smzy2006

有没有中文版的?

无水1324

谢谢，下载了看看先

mjhzhjg

国外的就是愿意分享，下载来看一下下啦