LEADER 02633oam 2200445Mu 450 001 9910793956903321 005 20191111020206.0 010 $a1-5231-4690-7 010 $a0-429-83666-X 010 $a0-429-83665-1 010 $a0-429-45142-3 035 $a(CKB)4100000009670683 035 $a(MiAaPQ)EBC5967199 035 $a(OCoLC)1126217184$z(OCoLC)1125971575 035 $a(OCoLC-P)1126217184 035 $a(FlBoTFG)9780429451423 035 $a(PPN)254083935 035 $a(EXLCZ)994100000009670683 100 $a20191102d2019 uy 0 101 0 $aeng 135 $aurnn|---|nn|n 181 $ctxt$2rdacontent 182 $cc$2rdamedia 183 $acr$2rdacarrier 200 12$aA Primer on Machine Learning Applications in Civil Engineering$b[electronic resource] 210 $aMilton $cCRC Press LLC$d2019 215 $a1 online resource (281 pages) 300 $aDescription based upon print version of record. 311 1 $a1-138-32339-X 330 $aMachine learning has undergone rapid growth in diversification and practicality, and the repertoire of techniques has evolved and expanded. The aim of this book is to provide a broad overview of the available machine-learning techniques that can be utilized for solving civil engineering problems. The fundamentals of both theoretical and practical aspects are discussed in the domains of water resources/hydrological modeling, geotechnical engineering, construction engineering and management, and coastal/marine engineering. Complex civil engineering problems such as drought forecasting, river flow forecasting, modeling evaporation, estimation of dew point temperature, modeling compressive strength of concrete, ground water level forecasting, and significant wave height forecasting are also included. Features Exclusive information on machine learning and data analytics applications with respect to civil engineering Includes many machine learning techniques in numerous civil engineering disciplines Provides ideas on how and where to apply machine learning techniques for problem solving Covers water resources and hydrological modeling, geotechnical engineering, construction engineering and management, coastal and marine engineering, and geographical information systems Includes MATLAB exercises 606 $aCivil engineering 615 0$aCivil engineering. 676 $a624 700 $aDeka$b Paresh Chandra$01559646 801 0$bOCoLC-P 801 1$bOCoLC-P 906 $aBOOK 912 $a9910793956903321 996 $aA Primer on Machine Learning Applications in Civil Engineering$93824965 997 $aUNINA