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Comparison of Response Surface Construction Methods for Derivative Estimation Using Moving Least Squares, Kriging and Radial Basis FunctionsResponse construction methods using Moving Least Squares (MLS), Kriging and Radial Basis Functions (RBF) are compared with the Global Least Squares (GLS) method in three numerical examples for derivative generation capability. Also, a new Interpolating Moving Least Squares (IMLS) method adopted from the meshless method is presented. It is found that the response surface construction methods using the Kriging and RBF interpolation yields more accurate results compared with MLS and GLS methods. Several computational aspects of the response surface construction methods also discussed.
Document ID
20050196653
Acquisition Source
Langley Research Center
Document Type
Preprint (Draft being sent to journal)
Authors
Krishnamurthy, Thiagarajan
(NASA Langley Research Center Hampton, VA, United States)
Date Acquired
September 7, 2013
Publication Date
January 1, 2005
Subject Category
Quality Assurance And Reliability
Report/Patent Number
AIAA Paper 2005-1821
Report Number: AIAA Paper 2005-1821
Meeting Information
Meeting: 46th AIAA/ASME/ASCE/AHS/ASC Structures, Structural Dynamics and Materials Conference
Location: Austin, TX
Country: United States
Start Date: April 18, 2005
End Date: April 21, 2005
Sponsors: American Society for Composites, American Society of Mechanical Engineers, American Society of Civil Engineers, American Inst. of Aeronautics and Astronautics, American Helicopter Society, Inc.
Funding Number(s)
OTHER: 23-064-30-25
Distribution Limits
Public
Copyright
Work of the US Gov. Public Use Permitted.
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