Böcker av Lin Xiao

Zeroing Neural NetworksDescribes the theoretical and practical aspects of finite-time ZNN methods for solving an array of computational problemsZeroing Neural Networks (ZNN) have become essential tools for solving discretized sensor-driven time-varying matrix problems in engineering, control theory, and on-chip applications for robots. Building on the original ZNN model, finite-time zeroing neural networks (FTZNN) enable efficient, accurate, and predictive real-time computations. Setting up discretized FTZNN algorithms for different time-varying matrix problems requires distinct steps.Zeroing Neural Networks provides in-depth information on the finite-time convergence of ZNN models in solving computational problems. Divided into eight parts, this comprehensive resource covers modeling methods, theoretical analysis, computer simulations, nonlinear activation functions, and more. Each part focuses on a specific type of time-varying computational problem, such as the application of FTZNN to the Lyapunov equation, linear matrix equation, and matrix inversion. Throughout the book, tables explain the performance of different models, while numerous illustrative examples clarify the advantages of each FTZNN method. In addition, the book:* Describes how to design, analyze, and apply FTZNN models for solving computational problems* Presents multiple FTZNN models for solving time-varying computational problems* Details the noise-tolerance of FTZNN models to maximize the adaptability of FTZNN models to complex environments* Includes an introduction, problem description, design scheme, theoretical analysis, illustrative verification, application, and summary in every chapterZeroing Neural Networks: Finite-time Convergence Design, Analysis and Applications is an essential resource for scientists, researchers, academic lecturers, and postgraduates in the field, as well as a valuable reference for engineers and other practitioners working in neurocomputing and intelligent control.

This book investigates the basic theoretical framework and conducts a logical analysis of China's new supply-side economics, while also providing a strategic path to remedy the plight of China's economic development.

It reveals the overall SFTZ framework and explains in detail aspects of the financial system, investment management, trade supervision, taxation, offshore trade and finance, government system reform, plus the linkage mechanism of building Shanghai as an international economy, finance, trade and shipping center.