Intelligent Infrastructure: Neural Networks, Wavelets, and Chaos Theory for Intelligent Transportation Systems and Smart Structures

ISBN-13: 9780367386719 / Angielski / Miękka / 2019 / 456 str.

Hojjat Adeli; Xiaomo Jiang

Opis

Recent estimates hypothesize that the US will need $1.6 trillion dollars for rehabilitation, replacement, and maintenance of existing infrastructure systems within the next 20 years. Presenting a new vision and way of designing and managing the civil infrastructure of the nation, this text introduces novel technologies, methods, and detailed computational algorithms for the creation of smart structures and intelligent freeways. Cutting across the disciplines of structural and transportation engineering, it provides a unique treatise for attacking and solving some of the most complex and intractable problems encountered in the emerging fields of smart structures and intelligent transportation systems.

Spis treści

Artificial Neural Networks Wavelets. Chaos Theory. Freeway Incident Detection. Micro-Simulation Model for Traffic Delay and Queue Length Estimation in Freeway Work Zones. Traffic Delay Estimation and Cost Optimization in Freeway Work Zones. Neuro-Fuzzy Logic Model for Work Zone Capacity Estimation. Clustering Neural Network Models for Work Zone Capacity Estimation and Parametric Study. Object-Oriented Model for Work Zone Capacity and Delay Estimation. Wavelet Analysis of Traffic Flow Time Series. Wavelet Neural Network for Traffic Flow Forecasting. Dynamic Fuzzy Wavelet Neural Network for Structural System Identification. Nonlinear System Identification of High-Rising Building Structures. Damage Detection and Health Monitoring of Structures. Nonlinear Control of Smart Structures. Neuro-Genetic Algorithm for Nonlinear Control of Smart Structures.

O autorze

Adeli, Hojjat; Jiang, Xiaomo