biblio.bib

@book{santner2013,
  title={The design and analysis of computer experiments},
  author={Santner, Thomas J and Williams, Brian J and Notz, William I},
  year={2013},
  publisher={Springer Science \& Business Media}
}


@phdthesis{damblin2015,
  title={Contributions statistiques au calage et {\`a} la validation des codes de calcul},
  author={Damblin, G},
  year={2015},
  school={PhD thesis, Universit{\'e} Paris Saclay}
}


@article{roache1998,
  title={Verification of codes and calculations},
  author={Roache, Patrick J},
  journal={AIAA journal},
  volume={36},
  number={5},
  pages={696--702},
  year={1998}
}


@article{morris1995exploratory,
  title={Exploratory designs for computational experiments},
  author={Morris, Max D and Mitchell, Toby J},
  journal={Journal of statistical planning and inference},
  volume={43},
  number={3},
  pages={381--402},
  year={1995},
  publisher={Elsevier}
}

@article{gu,
  title={An improved approach to Bayesian computer model calibration and prediction},
  author={Gu, Mengyang and Wang, Long},
  journal={arXiv preprint arXiv:1707.08215},
  year={2017}
}


@article{jenny,
  title={Learning about physical parameters: The importance of model discrepancy},
  author={Brynjarsd{\'o}ttir, Jenn{\`y} and OʼHagan, Anthony},
  journal={Inverse Problems},
  volume={30},
  number={11},
  pages={114007},
  year={2014},
  publisher={IOP Publishing}
}




@article{bayarri2007,
  title={A framework for validation of computer models},
  author={Bayarri, Maria J and Berger, James O and Paulo, Rui and Sacks, Jerry and Cafeo, John A and Cavendish, James and Lin, Chin-Hsu and Tu, Jian},
  journal={Technometrics},
  volume={49},
  number={2},
  pages={138--154},
  year={2007},
  publisher={Taylor \& Francis}
}


@article{oberkampf1998,
  title={Guide for the verification and validation of computational fluid dynamics simulations},
  author={Oberkampf, William L and Sindir, M and Conlisk, AT},
  journal={American Institute of Aeronautics and Astronautics, Reston, VA},
  year={1998}
}


@article{kennedy2001,
  title={Bayesian calibration of computer models},
  author={Kennedy, Marc C and O'Hagan, Anthony},
  journal={Journal of the Royal Statistical Society: Series B (Statistical Methodology)},
  volume={63},
  number={3},
  pages={425--464},
  year={2001},
  publisher={Wiley Online Library}
}


@article{higdon2008,
  title={Computer model calibration using high-dimensional output},
  author={Higdon, Dave and Gattiker, James and Williams, Brian and Rightley, Maria},
  journal={Journal of the American Statistical Association},
  volume={103},
  number={482},
  pages={570--583},
  year={2008},
  publisher={Taylor \& Francis}
}

@article{higdon2004,
  title={Combining field data and computer simulations for calibration and prediction},
  author={Higdon, Dave and Kennedy, Marc and Cavendish, James C and Cafeo, John A and Ryne, Robert D},
  journal={SIAM Journal on Scientific Computing},
  volume={26},
  number={2},
  pages={448--466},
  year={2004},
  publisher={SIAM}
}

@book{saltelli2000,
  title={Sensitivity analysis},
  author={Saltelli, Andrea and Chan, Karen and Scott, E Marian and others},
  volume={1},
  year={2000},
  publisher={Wiley New York}
}


@book{saltelli2004,
  title={Sensitivity analysis in practice: a guide to assessing scientific models},
  author={Saltelli, Andrea and Tarantola, Stefano and Campolongo, Francesca and Ratto, Marco},
  year={2004},
  publisher={John Wiley \& Sons}
}



@article{morris1991,
  title={Factorial sampling plans for preliminary computational experiments},
  author={Morris, Max D},
  journal={Technometrics},
  volume={33},
  number={2},
  pages={161--174},
  year={1991},
  publisher={Taylor \& Francis}
}


@book{faivre2013,
  title={Analyse de sensibilit{\'e} et exploration de mod{\`e}les: application aux sciences de la nature et de l'environnement},
  author={Faivre, Robert and Iooss, Bertrand and Mah{\'e}vas, St{\'e}phanie and Makowski, David and Monod, Herv{\'e}},
  year={2013},
  publisher={Editions Quae}
}


@article{mira2001,
  title={On Metropolis-Hastings algorithms with delayed rejection},
  author={Mira, Antonietta and others},
  journal={Metron},
  volume={59},
  number={3-4},
  pages={231--241},
  year={2001}
}


@article{haario2001,
  title={An adaptive Metropolis algorithm},
  author={Haario, Heikki and Saksman, Eero and Tamminen, Johanna and others},
  journal={Bernoulli},
  volume={7},
  number={2},
  pages={223--242},
  year={2001},
  publisher={Bernoulli Society for Mathematical Statistics and Probability}
}



@article{sobol1990,
  title={On sensitivity estimation for nonlinear mathematical models},
  author={Sobol', Il'ya Meerovich},
  journal={Matematicheskoe modelirovanie},
  volume={2},
  number={1},
  pages={112--118},
  year={1990},
  publisher={Russian Academy of Sciences, Branch of Mathematical Sciences}
}


@article{higdon2004combining,
  title={Combining field data and computer simulations for calibration and prediction},
  author={Higdon, Dave and Kennedy, Marc and Cavendish, James C and Cafeo, John A and Ryne, Robert D},
  journal={SIAM Journal on Scientific Computing},
  volume={26},
  number={2},
  pages={448--466},
  year={2004},
  publisher={SIAM}
}


@article{sobol1993,
  title={Sensitivity estimates for nonlinear mathematical models},
  author={Sobol, Ilya M},
  journal={Mathematical modelling and computational experiments},
  volume={1},
  number={4},
  pages={407--414},
  year={1993}
}


@book{hoff2009,
  title={A first course in Bayesian statistical methods},
  author={Hoff, Peter D},
  year={2009},
  publisher={Springer Science \& Business Media}
}

@article{metropolis1953,
  title={Equation of state calculations by fast computing machines},
  author={Metropolis, Nicholas and Rosenbluth, Arianna W and Rosenbluth, Marshall N and Teller, Augusta H and Teller, Edward},
  journal={The journal of chemical physics},
  volume={21},
  number={6},
  pages={1087--1092},
  year={1953},
  publisher={AIP}
}


@article{roberts1997,
  title={Weak convergence and optimal scaling of random walk Metropolis algorithms},
  author={Roberts, Gareth O and Gelman, Andrew and Gilks, Walter R and others},
  journal={The annals of applied probability},
  volume={7},
  number={1},
  pages={110--120},
  year={1997},
  publisher={Institute of Mathematical Statistics}
}


@article{gelman1992,
  title={Inference from iterative simulation using multiple sequences},
  author={Gelman, Andrew and Rubin, Donald B},
  journal={Statistical science},
  pages={457--472},
  year={1992},
  publisher={JSTOR}
}


@article{mckay2000,
  title={A comparison of three methods for selecting values of input variables in the analysis of output from a computer code},
  author={McKay, Michael D and Beckman, Richard J and Conover, William J},
  journal={Technometrics},
  volume={42},
  number={1},
  pages={55--61},
  year={2000},
  publisher={Taylor \& Francis Group}
}


@article{Hastings1970,
  title={Monte Carlo sampling methods using Markov chains and their applications},
  author={Hastings, W Keith},
  journal={Biometrika},
  volume={57},
  number={1},
  pages={97--109},
  year={1970},
  publisher={Biometrika Trust}
}

@article{cox2001,
  title={A statistical method for tuning a computer code to a data base},
  author={Cox, Dennis D and Park, Jeong-Soo and Singer, Clifford E},
  journal={Computational statistics \& data analysis},
  volume={37},
  number={1},
  pages={77--92},
  year={2001},
  publisher={Elsevier}
}


@book{robert1996,
  title={M{\'e}thodes de Monte Carlo par cha{\^\i}nes de Markov},
  author={Robert, Christian},
  year={1996},
  publisher={Economica}
}


@article{craig2001,
  title={Bayesian forecasting for complex systems using computer simulators},
  author={Craig, Peter S and Goldstein, Michael and Rougier, Jonathan C and Seheult, Allan H},
  journal={Journal of the American Statistical Association},
  volume={96},
  number={454},
  pages={717--729},
  year={2001},
  publisher={Taylor \& Francis}
}


@article{sacks1989,
  title={Design and analysis of computer experiments},
  author={Sacks, Jerome and Welch, William J and Mitchell, Toby J and Wynn, Henry P},
  journal={Statistical science},
  pages={409--423},
  year={1989},
  publisher={JSTOR}
}


@article{bachoc2014,
  title={Calibration and improved prediction of computer models by universal Kriging},
  author={Bachoc, Fran{\c{c}}ois and Bois, Guillaume and Garnier, Josselin and Martinez, Jean-Marc},
  journal={Nuclear Science and Engineering},
  volume={176},
  number={1},
  pages={81--97},
  year={2014},
  publisher={Taylor \& Francis}
}


@article{liu2009,
  title={Modularization in Bayesian analysis, with emphasis on analysis of computer models},
  author={Liu, Fei and Bayarri, MJ and Berger, JO and others},
  journal={Bayesian Analysis},
  volume={4},
  number={1},
  pages={119--150},
  year={2009},
  publisher={International Society for Bayesian Analysis}
}


@article{pronzato2012,
  title={Design of computer experiments: space filling and beyond},
  author={Pronzato, Luc and M{\"u}ller, Werner G},
  journal={Statistics and Computing},
  volume={22},
  number={3},
  pages={681--701},
  year={2012},
  publisher={Springer}
}


@article{kennedy2001b,
  title={Supplementary details on bayesian calibration of computer. Rap. tech., University of Nottingham},
  author={Kennedy, M and O’Hagan, A},
  journal={Statistics Section},
  year={2001}
}



@article{baudin2017,
  title={OpenTURNS: An industrial software for uncertainty quantification in simulation},
  author={Baudin, Micha{\"e}l and Dutfoy, Anne and Iooss, Bertrand and Popelin, Anne-Laure},
  journal={Handbook of Uncertainty Quantification},
  pages={2001--2038},
  year={2017},
  publisher={Springer}
}



@article{currin1991,
  title={Bayesian prediction of deterministic functions, with applications to the design and analysis of computer experiments},
  author={Currin, Carla and Mitchell, Toby and Morris, Max and Ylvisaker, Don},
  journal={Journal of the American Statistical Association},
  volume={86},
  number={416},
  pages={953--963},
  year={1991},
  publisher={Taylor \& Francis Group}
}


@article{roustant2012,
  title={Dicekriging, Diceoptim: Two R packages for the analysis of computer experiments by kriging-based metamodelling and optimization},
  author={Roustant, Olivier and Ginsbourger, David and Deville, Yves},
  journal={Journal of Statistical Software},
  volume={51},
  number={1},
  pages={54p},
  year={2012}
}

@book{luque2011,
  title={Handbook of photovoltaic science and engineering},
  author={Luque, Antonio and Hegedus, Steven},
  year={2011},
  publisher={John Wiley \& Sons}
}


@book{duffie2013,
  title={Solar engineering of thermal processes},
  author={Duffie, John A and Beckman, William A},
  year={2013},
  publisher={John Wiley \& Sons}
}


@article{martin2001,
  title={Calculation of the PV modules angular losses under field conditions by means of an analytical model},
  author={Martin, N and Ruiz, JM},
  journal={Solar Energy Materials and Solar Cells},
  volume={70},
  number={1},
  pages={25--38},
  year={2001},
  publisher={Elsevier}
}


@article{stein1987,
  title={Large sample properties of simulations using Latin hypercube sampling},
  author={Stein, Michael},
  journal={Technometrics},
  volume={29},
  number={2},
  pages={143--151},
  year={1987},
  publisher={Taylor \& Francis}
}


@article{damblin2016,
  title={Bayesian model selection for the validation of computer codes},
  author={Damblin, Guillaume and Keller, Merlin and Barbillon, Pierre and Pasanisi, Alberto and Parent, {\'E}ric},
  journal={Quality and Reliability Engineering International},
  volume={32},
  number={6},
  pages={2043--2054},
  year={2016},
  publisher={Wiley Online Library}
}

@book{fang2005,
  title={Design and modeling for computer experiments},
  author={Fang, Kai-Tai and Li, Runze and Sudjianto, Agus},
  year={2005},
  publisher={CRC Press}
}


@article{damblin2018,
  title={Adaptive numerical designs for the calibration of computer codes},
  author={Damblin, Guillaume and Barbillon, Pierre and Keller, Merlin and Pasanisi, Alberto and Parent, {\'E}ric},
  journal={SIAM/ASA Journal on Uncertainty Quantification},
  volume={6},
  number={1},
  pages={151--179},
  year={2018},
  publisher={SIAM}
}


@article{wong2017,
  title={A frequentist approach to computer model calibration},
  author={Wong, Raymond KW and Storlie, Curtis B and Lee, Thomas},
  journal={Journal of the Royal Statistical Society: Series B (Statistical Methodology)},
  volume={79},
  number={2},
  pages={635--648},
  year={2017},
  publisher={Wiley Online Library}
}


@article{Albert2012,
  title={Combining expert opinions in prior elicitation},
  author={Albert, Isabelle and Donnet, Sophie and Guihenneuc-Jouyaux, Chantal and Low-Choy, Samantha and Mengersen, Kerrie and Rousseau, Judith and others},
  journal={Bayesian Analysis},
  volume={7},
  number={3},
  pages={503--532},
  year={2012},
  publisher={International Society for Bayesian Analysis}
}



@Manual{CaliCo,
  title = {CaliCo: Code Calibration in a Bayesian Framework},
  author = {Mathieu Carmassi},
  year = {2018},
  note = {R package version 0.1.0},
  url = {https://CRAN.R-project.org/package=CaliCo}
}

@article{plumlee2017,
author = {Matthew Plumlee},
title = {Bayesian Calibration of Inexact Computer Models},
journal = {Journal of the American Statistical Association},
volume = {112},
number = {519},
pages = {1274-1285},
year  = {2017},
publisher = {Taylor & Francis},
doi = {10.1080/01621459.2016.1211016},
URL = {https://doi.org/10.1080/01621459.2016.1211016},
eprint = {https://doi.org/10.1080/01621459.2016.1211016}
}

@article{gu2017,
author = {Mengyang Gu and Long Wang},
title = {Scaled Gaussian Stochastic Process for Computer Model Calibration and Prediction},
year  = {2017},
eprint = {arXiv:1707.08215}
}

@article{tuo2015efficient,
  title={Efficient calibration for imperfect computer models},
  author={Tuo, Rui and Wu, CF Jeff and others},
  journal={The Annals of Statistics},
  volume={43},
  number={6},
  pages={2331--2352},
  year={2015},
  publisher={Institute of Mathematical Statistics}
}

@article{tuo2016theoretical,
  title={A theoretical framework for calibration in computer models: parametrization, estimation and convergence properties},
  author={Tuo, Rui and  Wu, J.},
  journal={SIAM/ASA Journal on Uncertainty Quantification},
  volume={4},
  number={1},
  pages={767--795},
  year={2016},
  publisher={SIAM}
}

@article{rocquigny2009quantifying,
  title={Quantifying uncertainty in an industrial approach: an emerging consensus in an old epistemological debate},
  author={Rocquigny, E de},
  journal={SAPI EN. S. Surveys and Perspectives Integrating Environment and Society},
  number={2.1},
  year={2009},
  publisher={Institut Veolia Environnement}
}



@article{jones1998efficient,
  title={Efficient global optimization of expensive black-box functions},
  author={Jones, Donald R and Schonlau, Matthias and Welch, William J},
  journal={Journal of Global optimization},
  volume={13},
  number={4},
  pages={455--492},
  year={1998},
  publisher={Springer}
}


@inproceedings{da2012gaussian,
  title={Gaussian process modeling with inequality constraints},
  author={Da Veiga, S{\'e}bastien and Marrel, Amandine},
  booktitle={Annales de la Facult{\'e} des Sciences de Toulouse},
  volume={21},
  number={3},
  pages={529--555},
  year={2012}
}