Neural Network Algorithms and Their Engineering Applications
暫譯: 神經網絡算法及其工程應用
Huang, Chao, Huang, Hailong, Zhang, Yiying
- 出版商: Morgan Kaufmann
- 出版日期: 2025-01-14
- 售價: $6,490
- 貴賓價: 9.5 折 $6,166
- 語言: 英文
- 頁數: 242
- 裝訂: Quality Paper - also called trade paper
- ISBN: 0443292027
- ISBN-13: 9780443292026
-
相關分類:
Algorithms-data-structures
海外代購書籍(需單獨結帳)
商品描述
Neural Network Algorithms and Their Engineering Applications presents the relevant techniques used to improve the global search ability of neural network algorithms in solving complex engineering problems with multimodal properties. The book provides readers with a complete study of how to use artificial neural networks to design a population-based metaheuristic algorithm, which in turn promotes the application of artificial neural networks in the field of engineering optimization.
The authors provide a deep discussion for the potential application of machine learning methods in improving the optimization performance of the neural network algorithm, helping readers understand how to use machine learning methods to design improved versions of the algorithm. Users will find a wealth of source code that covers all applied algorithms. Code applications enhance readers' understanding of methods covered and facilitate readers' ability to apply the algorithms to their own research and development projects.
商品描述(中文翻譯)
《神經網絡演算法及其工程應用》介紹了用於提高神經網絡演算法在解決具有多模態特性的複雜工程問題時的全局搜索能力的相關技術。本書為讀者提供了如何使用人工神經網絡設計基於種群的元啟發式演算法的完整研究,進而促進人工神經網絡在工程優化領域的應用。
作者深入討論了機器學習方法在改善神經網絡演算法優化性能方面的潛在應用,幫助讀者理解如何使用機器學習方法設計改進版本的演算法。讀者將發現涵蓋所有應用演算法的豐富源代碼。代碼應用增強了讀者對所涵蓋方法的理解,並促進讀者將這些演算法應用於自己的研究和開發項目的能力。