NIT SURATHKAL Syllabus Department of Applied Mechanics Inverse Modeling

NIT Surathkal Syllabus | Department of Applied Mechanics and Hydraulics | AM 439 INVERSE MODELING 

 

 

 

 

AM 439 INVERSE MODELING (3-0-0) 3

Lumped and distributed systems, introduction to inverse modeling, conventional parameter estimation

procedures, OLS, WLS and Gauss Newton Algorithm for parameter estimation, Parameter perturbation,

Sensitivity analysis, Role of sensitivity analysis in parameter identifiability, uniqueness and stability.

Linear error statistics, uncertainty analysis in inverse modeling, Role of redundancy in data, handling of

noisy and bad data in inverse modelling, Role of spatial and temporal data in parameter uncertainty,

Grouping of parameters, effect of zonation in distributed models.

NITK-Course Contents(UG)2010 Page 8 of 134

Taha, HA,Operation Research, Prentice Hall, 6th Edition, 1997.

J.N.Kapur , Mathematical modeling, New Age International, 2003.

M.R. Ball , Mathematics in social & life sciences. John Wiley, 2nd edition, 1985.

Dym CL , Principle of mathematical modeling, Elsevier,2nd edition, 2004.

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