Non-linear univariate and multivariate spatial modelling and optimal design

Musafer, Gnai Nishani (2016) Non-linear univariate and multivariate spatial modelling and optimal design. PhD thesis, Queensland University of Technology.


This thesis developed a novel adaptive methodology for the optimal design of additional sampling based on a geostatistical model that can preserve both multivariate non-linearity and spatial non-linearity present in spatial variables. This methodology can be applied in mining or any other field that deals with spatial data. The results from the different environment case studies demonstrated the potential of the proposed design methodology.

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16 since deposited on 31 May 2016
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ID Code: 95625
Item Type: QUT Thesis (PhD)
Supervisor: Thompson, Helen, Kozan, Erhan, & Wolff, Rodney
Keywords: Spatial, Copula, Pair-copula, Geostatistics, Non-linear spatial dependency, Non-linear principal component analysis, Multivariate spatial statistics, Spatial design, Monte Carlo simulation, Sequential design
Divisions: Current > Schools > School of Mathematical Sciences
Current > QUT Faculties and Divisions > Science & Engineering Faculty
Institution: Queensland University of Technology
Deposited On: 31 May 2016 01:51
Last Modified: 31 May 2016 01:51

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