Dr Johannes Hendriks
Publications
2020 |
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Gregg, AWT; Hendriks, JN; Wensrich, CM; O'dell, N Radial basis functions and improved hyperparameter optimisation for gaussian process strain estimation Journal Article Nuclear Instruments and Methods in Physics Research Section B: Beam Interactions with Materials and Atoms, 480 , pp. 67 - 77, 2020, ISBN: 0168-583X. @article{greggRadial2020, title = {Radial basis functions and improved hyperparameter optimisation for gaussian process strain estimation}, author = {AWT Gregg and JN Hendriks and CM Wensrich and N O'dell}, url = {http://www.sciencedirect.com/science/article/pii/S0168583X20303657}, doi = {https://doi.org/10.1016/j.nimb.2020.08.003}, isbn = {0168-583X}, year = {2020}, date = {2020-09-01}, journal = {Nuclear Instruments and Methods in Physics Research Section B: Beam Interactions with Materials and Atoms}, volume = {480}, pages = {67 - 77}, keywords = {}, pubstate = {published}, tppubtype = {article} } | |
Hendriks, JN Probabilistic Modelling and Estimation of Elastic Strain from Diffraction-Based Measurements PhD Thesis School of Engineering, University of Newcastle, 2020. @phdthesis{hendriksThesis2020, title = {Probabilistic Modelling and Estimation of Elastic Strain from Diffraction-Based Measurements}, author = {JN Hendriks}, url = {http://hdl.handle.net/1959.13/1411479}, year = {2020}, date = {2020-03-31}, school = {School of Engineering, University of Newcastle}, keywords = {}, pubstate = {published}, tppubtype = {phdthesis} } | |
Hendriks, JN; Wensrich, CM; Wills, AG A Bayesian Approach to Triaxial Strain Tomography from High-energy X-ray Diffraction Journal Article Strain, 2020. @article{Hendriks:2020, title = {A Bayesian Approach to Triaxial Strain Tomography from High-energy X-ray Diffraction}, author = {JN Hendriks and CM Wensrich and AG Wills}, doi = {10.1111/str.12341}, year = {2020}, date = {2020-02-28}, journal = {Strain}, keywords = {}, pubstate = {published}, tppubtype = {article} } | |
Hendriks, JN; Jidling, C; Wills, AG; Schön, TB Linearly Constrained Neural Networks Technical Report 2020. @techreport{hendriks2020linearly, title = {Linearly Constrained Neural Networks}, author = {JN Hendriks and C Jidling and AG Wills and TB Schön}, url = {https://arxiv.org/abs/2002.01600}, year = {2020}, date = {2020-02-05}, keywords = {}, pubstate = {published}, tppubtype = {techreport} } | |
Gregg, AWT; Hendriks, JN; Wensrich, CM; Luzin, V; Wills, AG Neutron Diffraction Strain Tomography: Demonstration and Proof-of-Concept Journal Article Review of Scientific Instruments, 91 (1), pp. 015105, 2020. @article{gregg2019neutron, title = {Neutron Diffraction Strain Tomography: Demonstration and Proof-of-Concept}, author = {AWT Gregg and JN Hendriks and CM Wensrich and V Luzin and AG Wills}, url = {https://doi.org/10.1063/1.5120422}, doi = {10.1063/1.5120422}, year = {2020}, date = {2020-01-03}, journal = {Review of Scientific Instruments}, volume = {91}, number = {1}, pages = {015105}, keywords = {}, pubstate = {published}, tppubtype = {article} } | |
2019 |
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Hendriks, JN; Gregg, AWT; Jackson, RR; Wensrich, CM; Wills, AG; Tremsin, AS; Shinohara, T; Luzin, V; Kirstein, O Tomographic Reconstruction of Triaxial Strain Fields from Bragg-Edge Neutron Imaging Journal Article Physical Review Materials, 3 (11), pp. 113803, 2019. @article{hendriks2019tomographic, title = {Tomographic Reconstruction of Triaxial Strain Fields from Bragg-Edge Neutron Imaging}, author = {JN Hendriks and AWT Gregg and RR Jackson and CM Wensrich and AG Wills and AS Tremsin and T Shinohara and V Luzin and O Kirstein}, url = {https://journals.aps.org/prmaterials/abstract/10.1103/PhysRevMaterials.3.113803}, doi = {10.1103/PhysRevMaterials.3.113803}, year = {2019}, date = {2019-11-01}, journal = {Physical Review Materials}, volume = {3}, number = {11}, pages = {113803}, keywords = {}, pubstate = {published}, tppubtype = {article} } | |
Hendriks, JN; Jidling, C; Schön, TB; Wills, AG; Wensrich, CM; Kisi, EH Neutron transmission strain tomography for non-constant stress-free lattice spacing Journal Article Nuclear Instruments and Methods in Physics Research Section B: Beam Interactions with Materials and Atoms, 456 , pp. 64 - 73, 2019. @article{hendriks2019nonconstant, title = {Neutron transmission strain tomography for non-constant stress-free lattice spacing}, author = {JN Hendriks and C Jidling and TB Schön and AG Wills and CM Wensrich and EH Kisi}, url = {https://doi.org/10.1016/j.nimb.2019.07.005}, doi = {10.1016/j.nimb.2019.07.005}, year = {2019}, date = {2019-07-01}, journal = {Nuclear Instruments and Methods in Physics Research Section B: Beam Interactions with Materials and Atoms}, volume = {456}, pages = {64 - 73}, keywords = {}, pubstate = {published}, tppubtype = {article} } | |
Luzin, V; Gregg, AWT; Hendriks, JN; Wensrich, CM Neutron diffraction strain tomography: 2D axisymmetric sample geometry Journal Article arXiv preprint arXiv:1906.06809, 2019. @article{luzin2019neutron, title = {Neutron diffraction strain tomography: 2D axisymmetric sample geometry}, author = {V Luzin and AWT Gregg and JN Hendriks and CM Wensrich}, url = {https://arxiv.org/abs/1906.06809}, year = {2019}, date = {2019-01-01}, journal = {arXiv preprint arXiv:1906.06809}, keywords = {}, pubstate = {published}, tppubtype = {article} } | |
Jidling, C; Hendriks, JN; Schön, T B; Wills, A G Deep kernel learning for integral measurements Journal Article arXiv preprint arXiv:1909.01844, 2019. @article{jidling2019deep, title = {Deep kernel learning for integral measurements}, author = {C Jidling and JN Hendriks and T B Schön and A G Wills}, url = {https://arxiv.org/abs/1909.01844}, year = {2019}, date = {2019-01-01}, journal = {arXiv preprint arXiv:1909.01844}, keywords = {}, pubstate = {published}, tppubtype = {article} } | |
Hendriks, JN; Gregg, AWT; Wensrich, CM; Wills, AG Implementation of Traction Constraints in Bragg-edge Neutron Transmission Strain Tomography Journal Article Strain, 55 (5), pp. e12325, 2019. @article{hendriks2018traction, title = {Implementation of Traction Constraints in Bragg-edge Neutron Transmission Strain Tomography}, author = {JN Hendriks and AWT Gregg and CM Wensrich and AG Wills}, url = {https://onlinelibrary.wiley.com/doi/full/10.1111/str.12325}, doi = {10.1111/str.12325}, year = {2019}, date = {2019-01-01}, journal = {Strain}, volume = {55}, number = {5}, pages = {e12325}, keywords = {}, pubstate = {published}, tppubtype = {article} } | |
Hendriks, JN; Wensrich, CM; Wills, AG; Luzin, V; Gregg, AWT Robust inference of two-dimensional strain fields from diffraction-based measurements Journal Article Nuclear Instruments and Methods in Physics Research Section B: Beam Interactions with Materials and Atoms, 444 , pp. 80–90, 2019. @article{hendriks2019robust, title = {Robust inference of two-dimensional strain fields from diffraction-based measurements}, author = {JN Hendriks and CM Wensrich and AG Wills and V Luzin and AWT Gregg}, year = {2019}, date = {2019-01-01}, journal = {Nuclear Instruments and Methods in Physics Research Section B: Beam Interactions with Materials and Atoms}, volume = {444}, pages = {80--90}, publisher = {Elsevier}, keywords = {}, pubstate = {published}, tppubtype = {article} } | |
2018 |
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Hendriks, JN; Jidling, C; Wills, AG; Schön, TB Evaluating the squared-exponential covariance function in Gaussian processes with integral observations Journal Article arXiv preprint arXiv:1812.07319, 2018. @article{hendriks2018evaluating, title = {Evaluating the squared-exponential covariance function in Gaussian processes with integral observations}, author = {JN Hendriks and C Jidling and AG Wills and TB Schön}, year = {2018}, date = {2018-01-01}, journal = {arXiv preprint arXiv:1812.07319}, keywords = {}, pubstate = {published}, tppubtype = {article} } | |
Jidling, C; Hendriks, JN; Wahlström, N; Gregg, AWT; Schön, TB; Wensrich, CM; Wills, AG Probabilistic modelling and reconstruction of strain Journal Article Nuclear Instruments and Methods in Physics Research Section B: Beam Interactions with Materials and Atoms, 436 , pp. 141 - 155, 2018, ISSN: 0168-583X. @article{jidling2018probabilistic, title = {Probabilistic modelling and reconstruction of strain}, author = {C Jidling and JN Hendriks and N Wahlström and AWT Gregg and TB Schön and CM Wensrich and AG Wills}, doi = {https://doi.org/10.1016/j.nimb.2018.08.051}, issn = {0168-583X}, year = {2018}, date = {2018-01-01}, journal = {Nuclear Instruments and Methods in Physics Research Section B: Beam Interactions with Materials and Atoms}, volume = {436}, pages = {141 - 155}, abstract = {This paper deals with modelling and reconstruction of strain fields, relying upon data generated from neutron Bragg-edge measurements. We propose a probabilistic approach in which the strain field is modelled as a Gaussian process, assigned a covariance structure customised by incorporation of the so-called equilibrium constraints. The computational complexity is significantly reduced by utilising an approximation scheme well suited for the problem. We illustrate the method on simulations and real data. The results indicate a high potential and can hopefully inspire the concept of probabilistic modelling to be used within other tomographic applications as well.}, keywords = {}, pubstate = {published}, tppubtype = {article} } This paper deals with modelling and reconstruction of strain fields, relying upon data generated from neutron Bragg-edge measurements. We propose a probabilistic approach in which the strain field is modelled as a Gaussian process, assigned a covariance structure customised by incorporation of the so-called equilibrium constraints. The computational complexity is significantly reduced by utilising an approximation scheme well suited for the problem. We illustrate the method on simulations and real data. The results indicate a high potential and can hopefully inspire the concept of probabilistic modelling to be used within other tomographic applications as well. | |
Gregg, AWT; Hendriks, JN; Wensrich, CM; Wills, AG; Tremsin, AS; Luzin, V; Shinohara, T; Kirstein, O; Meylan, MH; Kisi, EH Tomographic reconstruction of two-dimensional residual strain fields from bragg-edge neutron imaging Journal Article Physical Review Applied, 10 (6), pp. 064034, 2018. @article{gregg2018tomographic, title = {Tomographic reconstruction of two-dimensional residual strain fields from bragg-edge neutron imaging}, author = {AWT Gregg and JN Hendriks and CM Wensrich and AG Wills and AS Tremsin and V Luzin and T Shinohara and O Kirstein and MH Meylan and EH Kisi}, year = {2018}, date = {2018-01-01}, journal = {Physical Review Applied}, volume = {10}, number = {6}, pages = {064034}, publisher = {APS}, keywords = {}, pubstate = {published}, tppubtype = {article} } | |
2017 |
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Gregg, AWT; Hendriks, JN; Wensrich, CM; others, Bragg-edge neutron strain tomography: A review and path forward to general tomographic reconstruction Inproceedings 9th Australasian Congress on Applied Mechanics (ACAM9), pp. 274, Engineers Australia 2017. @inproceedings{gregg2017bragg, title = {Bragg-edge neutron strain tomography: A review and path forward to general tomographic reconstruction}, author = {AWT Gregg and JN Hendriks and CM Wensrich and others}, url = {https://search.informit.com.au/documentSummary;dn=392701260273286;res=IELENG}, year = {2017}, date = {2017-01-01}, booktitle = {9th Australasian Congress on Applied Mechanics (ACAM9)}, pages = {274}, organization = {Engineers Australia}, keywords = {}, pubstate = {published}, tppubtype = {inproceedings} } | |
Wills, AG; Hendriks, JN; Renton, C; Ninness, B A Bayesian filtering algorithm for Gaussian mixture models Journal Article arXiv:1705.05495, 2017. @article{wills2017gmm, title = {A Bayesian filtering algorithm for Gaussian mixture models}, author = {AG Wills and JN Hendriks and C Renton and B Ninness}, url = {arXiv:1705.05495}, year = {2017}, date = {2017-01-01}, journal = {arXiv:1705.05495}, keywords = {}, pubstate = {published}, tppubtype = {article} } | |
Hendriks, JN; Gregg, AWT; Wensrich, CM; Tremsin, AS; Shinohara, T; Meylan, MH; Kisi, EH; Luzin, V; Kirsten, O Bragg-edge elastic strain tomography for in situ systems from energy-resolved neutron transmission imaging Journal Article Physical Review Materials, 1 (5), pp. 053802, 2017. @article{hendriks2017bragg, title = {Bragg-edge elastic strain tomography for in situ systems from energy-resolved neutron transmission imaging}, author = {JN Hendriks and AWT Gregg and CM Wensrich and AS Tremsin and T Shinohara and MH Meylan and EH Kisi and V Luzin and O Kirsten}, year = {2017}, date = {2017-01-01}, journal = {Physical Review Materials}, volume = {1}, number = {5}, pages = {053802}, publisher = {APS}, keywords = {}, pubstate = {published}, tppubtype = {article} } | |
Gregg, AWT; Hendriks, JN; Wensrich, CM; Meylan, MH Tomographic reconstruction of residual strain in axisymmetric systems from Bragg-edge neutron imaging Journal Article Mechanics Research Communications, 85 , pp. 96–103, 2017. @article{gregg2017tomographic, title = {Tomographic reconstruction of residual strain in axisymmetric systems from Bragg-edge neutron imaging}, author = {AWT Gregg and JN Hendriks and CM Wensrich and MH Meylan}, year = {2017}, date = {2017-01-01}, journal = {Mechanics Research Communications}, volume = {85}, pages = {96--103}, publisher = {Elsevier}, keywords = {}, pubstate = {published}, tppubtype = {article} } | |
2016 |
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Wensrich, CM; Hendriks, JN; Gregg, AWT; Meylan, MH; Luzin, V; Tremsin, AS Bragg-edge neutron transmission strain tomography for in situ loadings Journal Article Nuclear Instruments and Methods in Physics Research Section B: Beam Interactions with Materials and Atoms, 383 , pp. 52–58, 2016. @article{wensrich2016bragg, title = {Bragg-edge neutron transmission strain tomography for in situ loadings}, author = {CM Wensrich and JN Hendriks and AWT Gregg and MH Meylan and V Luzin and AS Tremsin}, year = {2016}, date = {2016-01-01}, journal = {Nuclear Instruments and Methods in Physics Research Section B: Beam Interactions with Materials and Atoms}, volume = {383}, pages = {52--58}, publisher = {Elsevier}, keywords = {}, pubstate = {published}, tppubtype = {article} } | |
Wensrich, CM; Hendriks, JN; Meylan, MH Bragg Edge Neutron Transmission Strain Tomography in Granular Systems Journal Article Strain, 52 (1), pp. 80–87, 2016. @article{wensrich16, title = {Bragg Edge Neutron Transmission Strain Tomography in Granular Systems}, author = {CM Wensrich and JN Hendriks and MH Meylan}, year = {2016}, date = {2016-01-01}, journal = {Strain}, volume = {52}, number = {1}, pages = {80--87}, publisher = {Wiley Online Library}, keywords = {}, pubstate = {published}, tppubtype = {article} } | |
2015 |
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Renton, C; Wills, AG; Hendriks, JN Line of bearing data fusion Technical Report University of Newcastle 2015. @techreport{renton2015line, title = {Line of bearing data fusion}, author = {C Renton and AG Wills and JN Hendriks}, year = {2015}, date = {2015-01-01}, institution = {University of Newcastle}, keywords = {}, pubstate = {published}, tppubtype = {techreport} } |
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