Intelligent and Soft Computing in Infrastructure Systems Engineering - Recent Advances

de Springer Berlin
État : Neuf
149,87 €
TVA incluse - Livraison GRATUITE
Springer Berlin Intelligent and Soft Computing in Infrastructure Systems Engineering - Recent Advances
Springer Berlin - Intelligent and Soft Computing in Infrastructure Systems Engineering - Recent Advances

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La description

The term “soft computing” applies to variants of and combinations under the four broad categories of evolutionary computing, neural networks, fuzzy logic, and Bayesian statistics. Although each one has its separate strengths, the complem- tary nature of these techniques when used in combination (hybrid) makes them a powerful alternative for solving complex problems where conventional mat- matical methods fail. The use of intelligent and soft computing techniques in the field of geo- chanical and pavement engineering has steadily increased over the past decade owing to their ability to admit approximate reasoning, imprecision, uncertainty and partial truth. Since real-life infrastructure engineering decisions are made in ambiguous environments that require human expertise, the application of soft computing techniques has been an attractive option in pavement and geomecha- cal modeling. The objective of this carefully edited book is to highlight key recent advances made in the application of soft computing techniques in pavement and geo- chanical systems. Soft computing techniques discussed in this book include, but are not limited to: neural networks, evolutionary computing, swarm intelligence, probabilistic modeling, kernel machines, knowledge discovery and data mining, neuro-fuzzy systems and hybrid approaches. Highlighted application areas include infrastructure materials modeling, pavement analysis and design, rapid interpre- tion of nondestructive testing results, porous asphalt concrete distress modeling, model parameter identification, pavement engineering inversion problems, s- grade soils characterization, and backcalculation of pavement layer thickness and moduli.

Détails du produit

Commentaire illustrations:
X, 325 p.
Table des Matières:
Rapid Interpretation of Nondestructive Testing Results Using Neural Networks.- Probabilistic Inversion: A New Approach to Inversion Problems in Pavement and Geomechanical Engineering.- Neural Networks Application in Pavement Infrastructure Materials.- Backcalculation of Flexible Pavements Using Soft Computing.- Knowledge Discovery and Data Mining Using Artificial Intelligence to Unravel Porous Asphalt Concrete in the Netherlands.- Backcalculation of Pavement Layer Thickness and Moduli Using Adaptive Neuro-fuzzy Inference System.- Case Studies of Asphalt Pavement Analysis/Design with Application of the Genetic Algorithm.- Extended Kalman Filter and Its Application in Pavement Engineering.- Hybrid Stochastic Global Optimization Scheme for Rapid Pavement Backcalculation.- Regression and Artificial Neural Network Modeling of Resilient Modulus of Subgrade Soils for Pavement Design Applications.- Application of Soft Computing Techniques to Expansive Soil Characterization.
Éditeur:
Gopalakrishnan, Kasthurirangan;Gopalakrishnan
Ceylan, Halil;Ceylan
Attoh-Okine, Nii O.;Attoh-Okine
Remarques:
State of the art of intelligent and soft computing in infrastructure systems engineering

Type de média:
Couverture rigide
Éditeur:
Springer Berlin
Langues:
Anglais
Édition:
2010
Nombre de pages:
325
Sommaire:
This book highlights key recent advances made in the application of soft computing techniques in pavement and geomechanical systems. It discusses many different soft computing techniques and details various areas of application.

Données de base

Type d'produit:
Livre relié
Date de publication:
19 novembre 2009
Dimensions du colis:
0.234 x 0.155 x 0.025 m; 0.68 kg
GTIN:
09783642045851
DUIN:
3G809VOD62J
149,87 €
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