Databases for Data-Centric Geotechnics -

Databases for Data-Centric Geotechnics

Site Characterization

Kok-Kwang Phoon, Chong Tang (Herausgeber)

Buch | Hardcover
490 Seiten
2024
CRC Press (Verlag)
978-1-032-57895-8 (ISBN)
189,95 inkl. MwSt
This is the first of two volumes forming a definitive guide to databases in geotechnical and rock engineering to enhance decision-making in geotechnical practice using data-driven methods. This volume offers a deep analysis of site data attributes before presenting databases of soil and rock properties and their applications.
Databases for Data-Centric Geotechnics forms a definitive reference and guide to databases in geotechnical and rock engineering, to enhance decision-making in geotechnical practice using data-driven methods. This first volume pertains to site characterization. The opening chapter presents an in-depth analysis of site data attributes, including the establishment of a new taxonomy of site data under “4S” (site generalizations, spatial features, sampling characteristics, and smart data) to provide a novel agenda for data-driven site characterization. Type 3 machine learning methods (disruptive value) are possible as sensors become more pervasive and more intelligent. A comprehensive overview of site characterization information is also presented with a focus on its availability, coverage, value to decision making, and challenges. The remaining 13 chapters cover databases of soil and rock properties and the application of these databases to rock socket behavior, rock classification, settlement on soft marine clays, permeability of fine-grained soils, and liquefaction among others. The databases were compiled from studies undertaken in many countries including Austria, Australia, Brazil, Canada, China, France, Finland, Germany, India, Iran, Japan, Korea, Malaysia, Mexico, New Zealand, Norway, Singapore, Sweden, Thailand, the United Kingdom, and the United States.

This volume on site characterization is a companion to the volume on geotechnical structures. Databases for Data-Centric Geotechnics represents the most diverse and comprehensive assembly of database research in a single publication (consisting of two volumes) to date. It follows from Model Uncertainties for Foundation Design, also published by CRC Press, and suits specialist geotechnical engineers, researchers and graduate students.

Kok-Kwang Phoon is Cheng Tsang Man Chair Professor and President of the Singapore University of Technology and Design. He was awarded the ASCE Norman Medal twice in 2005 and 2020, the Humboldt Research Award in 2017, and the ASCE Alfredo Ang Award in 2024. He is the Founding Editor of Georisk and Geodata and AI. He is a Fellow of the Academy of Engineering Singapore and Singapore National Academy of Science. Chong Tang is Professor at Dalian University of Technology in China and a former senior research fellow at the National University of Singapore. He was awarded the ASCE Norman Medal in 2020.

1. Role of site characterization information in data-centric geotechnics. 2. Selection of rock hydromechanical parameters for rock foundation
design: a database approach. 3. Evaluation of soil/rock properties using databases. 4. Undrained shear strength of Finnish soft clays: a database perspective. 5. Role of databases in the evaluation of soil properties. 6. New laboratory database of hydraulic conductivity measurements on fine-grained soils. 7. Normalised active undrained shear strengths of soft Scandinavian clays – a data-centric and a geomechanical approach. 8. Prediction for the mechanical response of gravels. 9. Evaluation of compressibility properties for soft marine clays. 10. An engineering geological parameter database of tunnel surrounding rock and its application. 11. Exploring challenges via analysis of multivariate geotechnical proper-ties: insights from large-scale local sampling of Japanese marine clay. 12. In situ test-based evaluation of soil effective stress strength properties and stress history. 13. Mechanical-statistical evaluation of soil properties. 14. Data-centric seismic soil liquefaction assessment: approaches, data, and tools. 15. Prediction for soil design properties based on a multivariate database for Shanghai soft clay.

Erscheinungsdatum
Reihe/Serie Challenges in Geotechnical and Rock Engineering
Zusatzinfo 144 Tables, black and white; 180 Line drawings, color; 51 Line drawings, black and white; 3 Halftones, color; 183 Illustrations, color; 51 Illustrations, black and white
Verlagsort London
Sprache englisch
Maße 174 x 246 mm
Gewicht 1090 g
Themenwelt Mathematik / Informatik Informatik Datenbanken
Informatik Theorie / Studium Künstliche Intelligenz / Robotik
Technik Bauwesen
Technik Elektrotechnik / Energietechnik
Technik Umwelttechnik / Biotechnologie
ISBN-10 1-032-57895-5 / 1032578955
ISBN-13 978-1-032-57895-8 / 9781032578958
Zustand Neuware
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