On the scales of dynamic topography in whole-mantle convection models, Geochemistry, Geophysics, Geosystems, vol.9, pp.3140-3163, 2018. ,
URL : https://hal.archives-ouvertes.fr/hal-02326525
Using pattern recognition to infer parameters governing mantle convection, Physics of the Earth and Planetary Interiors, vol.257, pp.171-186, 2016. ,
A note on the inception score, 2018. ,
The generation of plate tectonics from mantle convection, Earth and Planetary Science Letters, vol.205, pp.513-516, 2003. ,
A sequential data assimilation approach for the joint reconstruction of mantle convection and surface tectonics, Geophysical Journal International, vol.204, issue.1, pp.200-214, 2016. ,
URL : https://hal.archives-ouvertes.fr/hal-01355793
Ensemble Kalman filter for the reconstruction of the Earth's mantle circulation, Nonlinear Processes in Geophysics, vol.25, pp.99-123, 2018. ,
Mantle convection modeling on parallel virtual machines, Computers in Physics, vol.9, issue.2, pp.207-215, 1995. ,
Mantle circulation models with variational data assimilation: Inferring past mantle flow and structure from plate motion histories and seismic tomography, Geophysical Journal International, vol.152, pp.280-301, 2003. ,
Plume generation zones at the margins of large low shear velocity provinces on the core-mantle boundary, Earth and Planetary Science Letters, vol.265, pp.49-60, 2008. ,
A new paradigm for large earthquakes in stable continental plate interiors, Geophysical Research Letters, vol.43, pp.621-631, 2016. ,
Inferring upper-mantle temperatures from seismic velocities, Physics of the Earth and Planetary Interiors, vol.138, pp.197-222, 2003. ,
URL : https://hal.archives-ouvertes.fr/hal-00119001
Neural networks for nonlinear dynamic system modelling and identification, International journal of control, vol.56, issue.2, pp.319-346, 1992. ,
, Spherical CNNs. In International Conference on Learning Representations (ICLR), 2018.
A mantle convection perspective on global tectonics, Earth-Science Reviews, vol.165, pp.120-150, 2017. ,
URL : https://hal.archives-ouvertes.fr/hal-02329502
Interactions of scales of convection in the Earth's mantle. Tectonophys, vol.746, pp.669-677, 2018. ,
Dynamic causes of the relation between area and age of the ocean floor, Science, vol.336, pp.335-338, 2012. ,
URL : https://hal.archives-ouvertes.fr/insu-00696224
Tectonic predictions with mantle convection models, Geophysical Journal International, vol.213, pp.16-29, 2018. ,
URL : https://hal.archives-ouvertes.fr/hal-02327174
Multi-point geostatistics-An introductory overview. First Break, vol.28, pp.39-47, 2010. ,
Thermally dominated deep mantle llsvps: A review, The earth's heterogeneous mantle, pp.441-477, 2015. ,
On the relationship between volcanic hotspot locations, the reconstructed eruption sites of large igneous provinces and deep mantle seismic structure, Earth and Planetary Science Letters, vol.411, pp.121-130, 2015. ,
Deep learning for physical processes Incorporating prior scientific knowledge, 2017. ,
Plate tectonics in the late paleozoic, Geoscience Frontiers, vol.5, issue.3, pp.303-350, 2014. ,
A thin viscous sheet model for continental deformation, Geophysical Journal of the Royal Astronomical Society, vol.70, pp.295-321, 1982. ,
Continent-sized anomalous zones with low seismic velocity at the base of Earth's mantle, Nature Geoscience, vol.9, pp.481-489, 2016. ,
Dynamical instability produces transform faults at mid-ocean ridges, Science, vol.329, issue.5995, pp.1047-1050, 2010. ,
Three-dimensional thermomechanical modeling of oceanic spreading initiation and evolution, Physics of the Earth and Planetary Interiors, vol.214, pp.35-52, 2013. ,
, Generative adversarial nets, International Conference on Advances in Neural Information Processing Systems (NIPS), pp.2672-2680, 2014.
The plate tectonic approximation: Plate nonrigidity, diffuse plate boundaries, and global plate reconstructions, Annual Review of Earth and Planetary Sciences, vol.26, issue.1, pp.615-642, 1998. ,
High resolution global tomography: A snapshot of convection in the earth, vol.7, pp.1-7, 1997. ,
Interactive example-based terrain authoring with conditional generative adversarial networks, In Transactions on Graphics (proceedings of ACM Siggraph Asia), vol.36, issue.13, pp.1-228, 2017. ,
URL : https://hal.archives-ouvertes.fr/hal-01583706
Improved training of Wasserstein GANs, International Conference on Advances in Neural Information Processing Systems (NIPS), 2017. ,
Subducted slabs and the geoid: Constraints on mantle rheology and flow, Journal of Geophysical Research, vol.89, pp.6003-6015, 1984. ,
GANs trained by a two time-scale update rule converge to a local Nash equilibrium, International Conference on Advances in Neural Information Processing Systems (NIPS), 2017. ,
Image-to-image translation with conditional adversarial networks, International Conference on Computer Vision and Pattern Recognition (CVPR), 2017. ,
Adam: A method for stochastic optimization, International Conference on Learning Representations (ICLR), 2014. ,
Auto-encoding variational Bayes, International Conference on Learning Representations (ICLR), 2014. ,
The hungarian method for the assignment problem, Naval Research Logistics Quarterly, vol.2, issue.1-2, pp.83-97, 1955. ,
Tidal tomography constrains Earth's deep-mantle buoyancy, Nature, vol.551, issue.7680, p.321, 2017. ,
Towards adjoint-based inversion of time-dependent mantle convection with nonlinear viscosity, Geophysical Journal International, vol.209, issue.1, pp.86-105, 2017. ,
Subduction controls the distribution and fragmentation of Earth's tectonic plates, Nature, vol.535, pp.140-143, 2016. ,
URL : https://hal.archives-ouvertes.fr/hal-01355818
Conditional generative adversarial nets, 2014. ,
Radial profile of mantle viscosity: Results from the joint inversion of convection and postglacial rebound observables, Journal of Geophysical Research, vol.102, pp.2751-2769, 1997. ,
Spectral normalization for generative adversarial networks, International Conference on Learning Representations (ICLR), 2018. ,
Mantle convection with a brittle lithosphere: thoughts on the global tectonic styles of the earth and venus, Geophysical Journal International, vol.133, pp.669-682, 1998. ,
Rises, trenches, great faults, and crustal blocks, Journal of Geophysical Research, vol.73, pp.1959-1982, 1968. ,
Organization of the tectonic plates in the last 200 myr, Earth and Planetary Science Letters, vol.373, pp.93-101, 2013. ,
A global plate model including lithospheric deformation along major rifts and orogens since the triassic, Tectonics, vol.38, pp.1884-1907, 2019. ,
Is generator conditioning causally related to GAN performance?, Proceedings of the 35 th International Conference on Machine Learning, 2018. ,
Conditional image synthesis with auxiliary classifier GANs, International Conference on Machine Learning (ICML), 2017. ,
The influence of carbonate platform interactions with subduction zone volcanism on palaeo-atmospheric co 2 since the devonian, Climate of the Past, vol.14, pp.857-870, 2018. ,
Automatic differentiation in PyTorch, NIPS Workshop on the future of gradient-based machine learning software and techniques, 2017. ,
Differential rotation between lithosphere and mantle: A consequence of lateral mantle viscosity variations, Journal of Geophysical Research, vol.96, pp.8407-8415, 1991. ,
URL : https://hal.archives-ouvertes.fr/hal-02046601
A geodynamic model of mantle density heterogeneity, Journal of Geophysical Research, vol.98, pp.895-916, 1993. ,
URL : https://hal.archives-ouvertes.fr/hal-02046765
Constraints on mantle viscosity structure from continental drift histories in spherical mantle convection models, Tectonophysics, vol.746, pp.339-351, 2018. ,
Statistical cyclicity of the supercontinent cycle, Geophysical Research Letters, vol.41, pp.2351-2358, 2014. ,
URL : https://hal.archives-ouvertes.fr/hal-01349437
Focussing of stress by continents in 3D spherical mantle convection with self-consistent plate tectonics, Geophysical Research Letters, vol.38, 2011. ,
U-Net: Convolutional networks for biomedical image segmentation, 2015. ,
Improved techniques for training GANs, International Conference on Advances Neural Information Processing Systems (NIPS), 2016. ,
Influence of continental growth on mid-ocean ridge depth. Geochemistry, Geophysics, Geosystems, vol.17, pp.4425-4437, 2016. ,
URL : https://hal.archives-ouvertes.fr/hal-02331373
Fractal plate tectonics, Geophysical Research Letters, vol.30, issue.3, p.105, 2003. ,
Dropout: A simple way to prevent neural networks from overfitting, The Journal of Machine Learning Research, vol.15, pp.1929-1958, 2014. ,
The dynamics of plate tectonics and mantle flow: From local to global scales, Science, vol.329, pp.1033-1038, 2010. ,
Self-consistent generation of tectonics plates in three-dimensional mantle convection, Earth and Planetary Science Letters, vol.157, issue.1, pp.9-22, 1998. ,
Self-consistent generation of tectonic plates in time-dependent, three-dimensional mantle convection simulations 1. Pseudoplastic yielding. Geochemistry, Geophysics, Geosystems, 1, 1021, 2000. ,
Modelling compressible mantle convection with large viscosity contrasts in a three-dimensional spherical shell using the yin-yang grid, Physics of the Earth and Planetary Interiors, vol.171, pp.7-18, 2008. ,
On the location of plumes and lateral movement of thermochemical structures with high bulk modulus in the 3-D compressible mantle, Geochemistry, Geophysics, Geosystems, vol.12, 2011. ,
Skew of mantle upwelling beneath the East Pacific rise governs segmentation, Nature, p.409, 2007. ,
URL : https://hal.archives-ouvertes.fr/hal-02379523
Longitude: Linking Earth's ancient surface to its deep interior, Earth and Planetary Science Letters, vol.276, pp.273-282, 2008. ,
Mantle convection simulations with rheologies that generate plate-like behaviour, Nature, vol.395, pp.686-689, 1998. ,
Towards absolute plate motions constrained by lower-mantle slab remnants, Nature Geoscience, vol.3, pp.36-40, 2010. ,
Planforms of self-consistently generated plates in 3D spherical geometry, Geophysical Research Letters, vol.35, 2008. ,
Conditional image generation with PixelCNN decoders, International Conference on Advances in Neural Information Processing Systems (NIPS). Barcelona. Villani, C, vol.338, 2008. ,
Non-local neural networks, International Conference on Computer Vision and Pattern Recognition (CVPR), 2018. ,
A diffuse plate boundary model for Indian ocean tectonics, Geophysical Research Letters, vol.12, pp.429-432, 1985. ,
Philippine Sea and East Asian plate tectonics since 52 ma constrained by new subducted slab reconstruction methods, Journal of Geophysical Research: Solid Earth, vol.121, pp.4670-4741, 2016. ,
Global kinematics of tectonic plates and subduction zones since the late paleozoic era, Geoscience Frontiers, vol.10, issue.3, pp.989-1013, 2019. ,
Analytic models for the dynamics of diffuse oceanic plate boundaries, Geophysical Journal International, vol.145, issue.1, pp.145-156, 2001. ,
, Self-attention generative adversarial networks, 2018.