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神经网络设计与应用pdf电子书下载

  • 2026-04-03 12:17:04
神经网络设计与应用pdf电子书下载
作者:刘金琨
出版社:清华大学出版社
出版时间:2025年05月
编辑推荐 
本书以MATLAB仿真为切入点,通过典型实例系统阐述了多种经典神经网络算法的理论基础、实现方法及其应用技术。作为作者多年从事人工智能教学与科研工作的成果结晶,本书不仅总结了作者的研究心得,还融入了国内外同行近年来的最新研究成果。
内容简介 
本书结合几种典型神经网络,系统地介绍每种神经网络的基本理论、基本方法和应用技术,是作者多年从事神经网络教学和科研工作的结晶,同时融入了国内外同行近年来所取得的新成果。 全书共17章,主要内容包括神经网络理论基础、BP神经网络设计、基于工具箱的BP神经网络训练与测试、基于BP网络的数据拟合与误差补偿、模糊BP神经网络数据拟合与误差补偿、RBF神经网络设计、模糊RBF神经网络设计、ELM网络算法设计、基于高斯基函数特征提取的FELM神经网络、基于ELM神经网络和FELM神经网络的数据拟合、动态递归神经网络设计、带有动态回归层的模糊神经网络、PiSigma模糊神经网络设计、小脑模型神经网络设计、Hopfield神经网络设计、深度学习算法、卷积神经网络和基于长短期记忆网络的拟合与时间序列预测。 本书各部分内容既相互联系又相互独立,读者可根据自己的需要选择学习。本书可作为高等院校工业自动化、自动控制、机械电子、自动化仪表、计算机应用等专业的本科生和研究生教学用书,也可作为从事生产过程自动化、计算机应用、机械电子和电气自动化领域工作的工程技术人员的参考书。 
 目  录 
第1章神经网络理论基础1 1.1神经网络发展简史2 1.2神经网络原理3 1.3神经网络的分类4 1.4神经网络学习算法6 1.4.1Hebb学习规则6 1.4.2Delta(δ)学习规则6 1.5神经网络的特征及要素7 1.5.1神经网络的特征7 1.5.2神经网络三要素7 1.6神经网络的设计关键技术7 1.7神经网络的应用领域8 1.8神经网络典型应用实例8 参考文献10 显示全部信息
 前  言 
有关神经网络理论及其应用,近年来已有大量的论文和著作发表。作者多年来一直从事智能控制理论及应用方面的教学和研究工作,为了促进神经网络技术的进步,反映神经网络设计与应用中的最新研究成果,并使广大研究人员和工程技术人员能了解、掌握和应用这一领域的最新技术,学会用MATLAB语言进行各种神经网络算法的分析和设计,作者编写这本书,以抛砖引玉,供广大读者学习参考。 本书理论联系实际,面向工程中的问题,具有很强的工程性和实用性,有大量应用实例及其结果分析。神经网络算法取材典型,重点介绍一些有潜力的新思想、新方法和新技术,针对每种神经网络算法给出了仿真实例分析和完整的MATLAB仿真程序,并给出了程序的说明和仿真结果。

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  135. /yingpanguazai/ssd/ssd1/www/g.15386.cn/vendor/topthink/framework/src/think/contract/TemplateHandlerInterface.php ( 1.60 KB )
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  139. /yingpanguazai/ssd/ssd1/www/g.15386.cn/runtime/temp/bdb8e09c175b3f3cfe6785832a6c88dd.php ( 12.06 KB )
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  1. CONNECT:[ UseTime:0.000959s ] mysql:host=127.0.0.1;port=3306;dbname=g_15386;charset=utf8mb4
  2. SHOW FULL COLUMNS FROM `fenlei` [ RunTime:0.001307s ]
  3. SELECT * FROM `fenlei` WHERE `fid` = 0 [ RunTime:0.015512s ]
  4. SELECT * FROM `fenlei` WHERE `fid` = 63 [ RunTime:0.003776s ]
  5. SHOW FULL COLUMNS FROM `set` [ RunTime:0.001678s ]
  6. SELECT * FROM `set` [ RunTime:0.000765s ]
  7. SHOW FULL COLUMNS FROM `article` [ RunTime:0.001845s ]
  8. SELECT * FROM `article` WHERE `id` = 468362 LIMIT 1 [ RunTime:0.001510s ]
  9. UPDATE `article` SET `lasttime` = 1775202192 WHERE `id` = 468362 [ RunTime:0.033695s ]
  10. SELECT * FROM `fenlei` WHERE `id` = 66 LIMIT 1 [ RunTime:0.000348s ]
  11. SELECT * FROM `article` WHERE `id` < 468362 ORDER BY `id` DESC LIMIT 1 [ RunTime:0.000455s ]
  12. SELECT * FROM `article` WHERE `id` > 468362 ORDER BY `id` ASC LIMIT 1 [ RunTime:0.015141s ]
  13. SELECT * FROM `article` WHERE `id` < 468362 ORDER BY `id` DESC LIMIT 10 [ RunTime:0.012721s ]
  14. SELECT * FROM `article` WHERE `id` < 468362 ORDER BY `id` DESC LIMIT 10,10 [ RunTime:0.004806s ]
  15. SELECT * FROM `article` WHERE `id` < 468362 ORDER BY `id` DESC LIMIT 20,10 [ RunTime:0.004370s ]
0.294515s