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Journal of machine learning research, ISSN 1532-4435, 10/2014, Volume 15, pp. 3183 - 3186
When analyzing data from computationally expensive simulation codes, surrogate modeling methods are firmly established as facilitators for design space... 
DACE | Co-Kriging | Surrogate modeling, metamodeling | Blind kriging | Gaussian process | Kriging | DESIGN | metamodeling | co-Kriging | surrogate modeling | blind Kriging | AUTOMATION & CONTROL SYSTEMS | COMPUTER SCIENCE, ARTIFICIAL INTELLIGENCE
Journal Article
Journal of the Operational Research Society, ISSN 0160-5682, 06/2017, Volume 68, Issue 6, pp. 739 - 740
Journal Article
Waste management (Elmsford), ISSN 0956-053X, 2019, Volume 85, pp. 242 - 252
•Hydrothermal carbonization (HTC) of poultry litter to high-value materials.•ANN modelling of HTC process considering reaction temperature and time as... 
ANN | Hydrochar | Modelling | Hydrothermal carbonization | Kriging | Poultry litter | COMBUSTION | YIELDS | CONVERSION | PERFORMANCE | WET | WASTES | ENVIRONMENTAL SCIENCES | POULTRY-LITTER | ENGINEERING, ENVIRONMENTAL | BIOMASS | CHEMICAL-PROPERTIES | Neural networks
Journal Article
Mechanical systems and signal processing, ISSN 0888-3270, 2019, Volume 129, pp. 112 - 129
Journal Article
Fisheries research, ISSN 0165-7836, 08/2015, Volume 168, pp. 20 - 32
•Spatial distribution of recreational fishing catch rates is characterised.•Ordinary, indicator and Poisson kriging estimators were evaluated.•The spatial maps... 
Catch rate estimation | Kriging estimators | Ordinary kriging | Indicator kriging | Poisson kriging | FISHERIES | Statistical methods | Geology | Fishing | Analysis
Journal Article
Journal of computational and graphical statistics, ISSN 1537-2715, 2015, Volume 24, Issue 2, pp. 579 - 599
We develop a multiresolution model to predict two-dimensional spatial fields based on irregularly spaced observations. The radial basis functions at each level... 
Fixed rank kriging | Sparse Cholesky decomposition | Spatial estimator | Kriging | STATISTICS & PROBABILITY
Journal Article
AIAA Journal, ISSN 1533-385X, 12/2019, Volume 57, Issue 12, pp. 5320 - 5330
Multifidelity (MF) metamodels have become a popular way to combine a small number of expensive high-fidelity (HF) sample points and many cheap low-fidelity... 
KRIGING MODEL | DESIGN | PARAMETER OPTIMIZATION | MULTIOBJECTIVE OPTIMIZATION | INFORMATION | RADIAL BASIS FUNCTION | ENGINEERING, AEROSPACE | Metamodels | Scaling | Accuracy | Mathematical models | Kriging | Model accuracy
Journal Article
Structural and Multidisciplinary Optimization, ISSN 1615-147X, 10/2019, Volume 60, Issue 6
When simulations are very expensive and many are required, as for optimization or uncertainty quantification, a way to reduce cost is using surrogates. With... 
Co-Kriging | Multifidelity | Linear regression | Symmetries | Surrogates | Kriging | ENGINEERING
Journal Article
Chemical engineering science, ISSN 0009-2509, 04/2019, Volume 197, pp. 235 - 245
•An algorithm for the global optimization of distillation columns is proposed.•It is tested with multiple case studies with ideal and non-ideal phase... 
Distillation | Global optimization | Surrogate models | Output multiplicities | Kriging | ENGINEERING, CHEMICAL | DESIGN | 1-DODECENE | HYDROFORMYLATION | Case studies | Models | Algorithms | Mathematical optimization | Analysis
Journal Article
Geoderma, ISSN 0016-7061, 2012, Volume 170, pp. 347 - 358
Legacy data in the form of soil maps, which often have typical property measurements associated with each polygon, can be an important source of information... 
Legacy soil data | Disaggregation | Regression kriging | Area to point kriging | Digital soil mapping | Soil organic carbon | INTERPOLATION | SOIL SCIENCE | Soils | Usage | Carbon content | Analysis | Distributed memory | Legacy | Estimating | Regression | Carbon | Soil (material) | Kriging | Polygons
Journal Article
Fatigue & fracture of engineering materials & structures, ISSN 8756-758X, 2019, Volume 42, Issue 3, pp. 627 - 639
Journal Article