capturing knowledge in code

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capturing knowledge in code Lindsey Heagy UC Berkeley & Project Jupyter @lindsey_jh

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Thank you! Fernando Pérez Rowan Cockett Seogi Kang Doug Oldenburg Gonzalo Peña Carlos Córdoba

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hello (a bit about me) geophysical inversions open-source software open research & education Jupyter, geoscience + data science +

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geophysics! ?

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imaging the subsurface

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imaging the subsurface

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Gravity imaging the subsurface

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Magnetics imaging the subsurface

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Direct current resistivity imaging the subsurface

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Electromagnetics imaging the subsurface

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forward and inverse problems

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forward and inverse problems

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forward and inverse problems

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forward and inverse problems

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tools Numerical simulations: predict data Optimization: estimate a model

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standing on shoulders language, object-oriented structure arrays, linear algebra sparse matrices, interpolation visualization

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a common framework for geophysics gravity, magnetics, electromagnetics, ﬂuid ﬂow...

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simulation

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simulation DC resistivity discrete equations

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inversion gravity magnetics density mag. susceptibility invert

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inversion gravity magnetics invert

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inversion gravity magnetics invert @thast

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modular, object oriented class inheritance diagram 267,614 → 59,111 4.5x

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modular, object oriented 267,614 → 59,111 4.5x class inheritance diagram

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testing & refactoring

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testing & refactoring conﬁdence mathematical properties analytic solutions code comparisons ?

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an open, modular ecosystem remix for diverse use-cases: research & education

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repurposing: education

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repurposing: education

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repurposing: education

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repurposing: conversation

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repurposing: conversation DISC 2017: 26 locations

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collaborative research

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collaborative research

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collaborative research code notebooks documentation domain knowledge

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capturing knowledge in code build on the work of others organize your thoughts implement them try out a new idea refactor the implementation share with the wider community test them

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