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Advances in Computational Geomechanics: Advanced Computational Techniques and Methodologies in Geotechnical Engineering: Earth Observation

Editat de Mohamed Shahin, Rodaina Aboul Hosn
en Limba Engleză Paperback – apr 2026
Advances in Computational Geomechanics: Advanced Computational Techniques and Methodologies in Geotechnical Engineering delivers a thorough exploration of the latest computational innovations shaping geotechnical engineering. Divided into three distinct sections, the book first investigates stochastic, probabilistic, and reliability analyses, outlining modern methods for soil characterization, reliability-based design, and risk management in geotechnical projects. The second section spotlights the integration of artificial intelligence and machine learning, detailing data-driven solutions for analyzing geotechnical data and predicting soil behavior. The final section examines advanced numerical modeling approaches, such as the Finite Element, Finite Difference, and Discrete Element Methods.

Beyond foundational techniques, the book discusses hybrid numerical strategies and emerging trends that promise to further transform computational geomechanics. It highlights practical applications and decision-making tools powered by AI, making it an essential reference for engineers, researchers, and practitioners aiming to enhance geomechanical analyses and design. With its comprehensive coverage, this volume is ideal for professionals seeking to stay at the forefront of computational methods in geotechnical engineering.

  • Examines a wide range of topics, covering contemporary computational geomechanics and the latest advancements in geotechnical engineering
  • Reviews both theoretical foundations and practical insights
  • Provides real-world case studies and examples to illustrate the practical applications of discussed methodologies
  • Integrates knowledge from various disciplines, making it relevant to a broad audience within geotechnical engineering and beyond
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Specificații

ISBN-13: 9780443277085
ISBN-10: 0443277087
Pagini: 500
Dimensiuni: 152 x 229 mm
Editura: ELSEVIER SCIENCE
Seria Earth Observation


Cuprins

Part I: Numerical Modelling and Analysis
1. Finite Element Method (FEM) and Finite Difference Method (FDM)
2. Discrete Element Method (DEM) and DEM-FEM Coupling
3. Emerging Computational Techniques
4. Hybrid Numerical Methods and Future Directions

Part II: Stochastic, Probabilistic and Reliability Analyses
5. Stochastic Methods in Geotechnical Engineering
6. Probabilistic Approaches to Soil Characterization
7. Reliability Analysis in Geotechnical Design
8. Risk Assessment and Management in Geotechnical Projects

Part III: Artificial Intelligence and Machine Learning
9. Machine Learning Algorithms for Geotechnical Data Analysis
10. AI-Based Predictive Models for Soil Behavior and Properties
11. AI in Geotechnical Risk and Decision-Making
12. Data-Driven Approaches for Soil Classification and Site Characterization