Is attention all geosciences need? Advancing quantitative petrography with attention-based deep learning
A Koeshidayatullah, I Ferreira-Chacua, W Li - Computers & Geosciences, 2023 - Elsevier
Recent advances in deep learning have transformed data-driven geoscientific analysis. In
particular, the adoption of attention mechanism in deep learning has received considerable …
particular, the adoption of attention mechanism in deep learning has received considerable …
Blended and online learning: a comparative study of virtual microscopy in Higher Education
ABSTRACT Virtual Learning Environments (VLEs) are becoming commonplace in Higher
Education. Amongst the latest VLE developments is the design and use of Virtual …
Education. Amongst the latest VLE developments is the design and use of Virtual …
Hornblendite delineates zones of mass transfer through the lower crust
Geochemical signatures throughout the layered Earth require significant mass transfer
through the lower crust, yet geological pathways are under-recognized. Elongate bodies of …
through the lower crust, yet geological pathways are under-recognized. Elongate bodies of …
Glimmerite: A product of melt-rock interaction within a crustal-scale high-strain zone
The paradigm for hydrous high-strain zones that cut dry host rocks is for fluid-rock interaction
to have involved aqueous fluids. However, the role of silicate melt is increasingly …
to have involved aqueous fluids. However, the role of silicate melt is increasingly …
The recognition of former melt flux through high‐strain zones
High‐strain zones are potential pathways of melt migration through the crust. However, the
identification of melt‐present high‐strain deformation is commonly limited to cases where …
identification of melt‐present high‐strain deformation is commonly limited to cases where …
Development of a virtual microscope with integrated feedback for blended geology labs
A virtual microscope resource was created when face-to-face labs were halted due to the
COVID-19 pandemic in March 2020 to replicate the learning goals of an introductory …
COVID-19 pandemic in March 2020 to replicate the learning goals of an introductory …
Local partial melting of the lower crust triggered by hydration through melt–rock interaction: an example from Fiordland, New Zealand
We investigate a low‐strain outcrop of the lower crust, the Pembroke Granulite, exposed in
northern Fiordland, New Zealand, which exhibits localized partial melting. Migmatite and …
northern Fiordland, New Zealand, which exhibits localized partial melting. Migmatite and …
Mass transfer in the lower crust: Evidence for incipient melt assisted flow along grain boundaries in the deep arc granulites of F iordland, N ew Z ealand
Abstract Knowledge of mass transfer is critical in improving our understanding of crustal
evolution, however mass transfer mechanisms are debated, especially in arc environments …
evolution, however mass transfer mechanisms are debated, especially in arc environments …
The importance of active-learning, student support, and peer teaching networks: A case study from the world's longest COVID-19 lockdown in Melbourne, Australia
In the Australian state of Victoria, the city of Melbourne endured the world's longest number
of lockdown days, with severe government health orders and travel restrictions in place for …
of lockdown days, with severe government health orders and travel restrictions in place for …
Chemical signatures of melt–rock interaction in the root of a magmatic arc
Identification of melt–rock interaction during melt flux through crustal rocks is limited to field
relationships and microstructural evidence, with little consideration given to characterising …
relationships and microstructural evidence, with little consideration given to characterising …