Dynamical Behaviors of Multiweighted Complex Network Systems
暫譯: 多權重複雜網絡系統的動態行為
Wang, Jin-Liang
- 出版商: Wiley
- 出版日期: 2024-12-12
- 定價: $4,250
- 售價: 9.5 折 $4,038
- 語言: 英文
- 頁數: 256
- 裝訂: Hardcover - also called cloth, retail trade, or trade
- ISBN: 1394228619
- ISBN-13: 9781394228614
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相關主題
商品描述
Highly comprehensive resource for studying neural networks, complex networks, synchronization, passivity, and associated applications
Dynamical Behaviors of Multiweighted Complex Network Systems discusses the dynamical behaviors of various multiweighted complex dynamical networks, with detailed insight on synchronization for directed and undirected complex networks (CNs) with multiple state or delayed state couplings subject to recoverable attacks, along with passivity and synchronization for coupled neural networks with multi-weights (CNNMWs) by virtue of devised proportional-integral-derivative (PID) controllers.
The book also investigates finite-time synchronization (FTS) and H-infinity synchronization for two types of coupled neural networks (CNNs) and focuses on finite-time passivity (FTP) and finite-time synchronization (FTS) for complex dynamical networks with multiple state/derivative couplings based on the proportional-derivative (PD) control method. Final chapters consider finite-time output synchronization and H-infinity output synchronization problems, and multiple weighted coupled reaction-diffusion neural networks (CRDNNs) with and without coupling delays.
Other topics covered in Dynamical Behaviors of Multiweighted Complex Network Systems include:
- Criteria of FTP for complex dynamical networks with multiple state couplings (CDNMSCs), formulated by utilizing the PD controller
- Finite-time passivity (FTP) concepts for the spatially and temporally systems with different dimensions of output and input
- FTS and finite time H-infinity synchronization problems for CDNs with multiple state/derivative couplings by utilizing state feedback control approach and selecting suitable parameter adjustment schemes
- Adaptive output synchronization and output synchronization of CDNs with multiple output or output derivative couplings, and other adaptive control schemes
Enabling readers to understand foundational concepts and grasp the latest research, Dynamical Behaviors of Multiweighted Complex Network Systems is essential for all who study neural networks, complex networks, synchronization, passivity, and their applications.
商品描述(中文翻譯)
全面的資源,用於研究神經網絡、複雜網絡、同步性、被動性及相關應用
多權重複雜網絡系統的動態行為討論了各種多權重複雜動態網絡的動態行為,詳細探討了針對可恢復攻擊的有向和無向複雜網絡(CNs)中多狀態或延遲狀態耦合的同步性,以及利用設計的比例-積分-微分(PID)控制器對多權重耦合神經網絡(CNNMWs)的被動性和同步性進行的研究。
本書還研究了兩種類型的耦合神經網絡(CNNs)的有限時間同步(FTS)和H-無窮同步,並專注於基於比例-微分(PD)控制方法的多狀態/導數耦合的複雜動態網絡的有限時間被動性(FTP)和有限時間同步(FTS)。最後幾章考慮了有限時間輸出同步和H-無窮輸出同步問題,以及有無耦合延遲的多權重耦合反應-擴散神經網絡(CRDNNs)。
多權重複雜網絡系統的動態行為中還涵蓋了其他主題:
- 利用PD控制器制定的多狀態耦合複雜動態網絡(CDNMSCs)的FTP標準
- 針對不同輸出和輸入維度的時空系統的有限時間被動性(FTP)概念
- 利用狀態反饋控制方法和選擇合適的參數調整方案,針對多狀態/導數耦合的CDNs的FTS和有限時間H-無窮同步問題
- 多輸出或輸出導數耦合的CDNs的自適應輸出同步和輸出同步,以及其他自適應控制方案
使讀者能夠理解基礎概念並掌握最新研究,多權重複雜網絡系統的動態行為對於所有研究神經網絡、複雜網絡、同步性、被動性及其應用的人士來說都是必不可少的。
作者簡介
Jin-Liang Wang, PhD, is a Professor with the School of Computer Science and Technology, Tiangong University, Tianjin, China.
Shun-Yan Ren, PhD, is a Postdoctoral Research Fellow with the School of Mechanical and Electrical Engineering, University of Electronic Science and Technology of China, Chengdu, China.
Huai-Ning Wu, PhD, is a Professor with Beihang University and a Distinguished Professor of Yangtze River Scholar with the Ministry of Education of China.
Tingwen Huang, PhD, is a Professor at Texas A&M University at Qatar.
作者簡介(中文翻譯)
王金亮 博士,為中國天津天工大學計算機科學與技術學院的教授。
任舜彥 博士,為中國電子科技大學機械與電氣工程學院的博士後研究員。
吳懷寧 博士,為北京航空航天大學的教授,並擔任中國教育部的長江學者特聘教授。
黃廷文 博士,為卡塔爾德州農工大學的教授。