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High Quality Geophysical Analysis provides a general purpose Bayesian and deterministic inversion framework for various geophysical methods and spatially distributed / timeseries data

License: MIT License

Julia 100.00%
geophysics bayesian-inference gauss-newton non-linear-regression aem csem magnetotellurics images gaussian-processes trans-dimensional

hiqga.jl's Issues

[Bug] constructor for `OptionsNuisance` modifies its own arguments

The function here takes an array argument sdev which is then bound to a new OptionsNuisance struct. On this line the array is modified in-place (because it is supposed to represent the width of the proposal distribution as a proportion of the prior bounds on a nuisance). Because array arguments in Julia are passed by reference, this means that the sdev array which is passed to the constructor function is silently changed by the function - this is an issue if, for example, an inversion is being performed with the same sdev parameters for a number of separate soundings/datasets as those parameters will be silently modified every time an inversion is initialised.

Delauny outputs from HiQGA

Would like to implement a Delaunay triangulation from point clouds, and visualise this within ParaView as a VTK.

structs for scripts with functions

Instead of re-running scripts for plotting, load them through a struct

  • Will require minimal addition through multiple dispatch of functions to accept structs,
  • dispatch can be used to call the old functions with arguments and keywords.
  • Can use serialize / deserialze? See here

Refactor common names for functions

no nuisance:
summaryAEMimages, plotindividualAEMsoundings
and
with nuisance
summaryimages, plotindividualsoundings
just like
loopacrossAEMsoundings
the number of inputs is usually different so we can get away with a definition in AbstractOperator.jl and an import in the relevant modules, followed by an export in those or in AbstractOperator itself.

may be a breaking change, can be fixed with an oldname=newname

Discussion on capturing required functionalities within package

Following an early discussion with Yusen, I captured a few items as follows that it is better to be discussed in a meeting.

  • Having the read_survey_file function as a more generic function that deals with any type of input dataset. May be similar approach in our previously developed scripts could be adopted here, i.e. *.stm file that basically extracts important information from input data to feed into inversion code. In this way, we can handle both SkyTEM, Tempest etc. in a harmonised approach.
  • As an open-source code, the analyst/developer might need to add/change a few components of the function. The current version is structured in a way that it is a bit difficult to navigate to where a particular function is located.
  • Two plots as shown here are not representative enough. For instance, the high altitude noise for HM and LM is better to be displayed in a graph way rather than what the left panels show. Having observed and modelled data to better understand the misfit definitely helps.
    Figure_1
    Figure_5_occ

Read ASEG-GDF description file

Generate hdr file like GA-AEM produces which looks like

1   fiducial
2   line
3   flight
4   datetime
5   date
6   utc_time
.
.
.

Vertical exaggeration calculation

  • make a function to calculate vertical exaggeration for 2D plots
  • add it to Tempest prob, SkyTEM prob and SkyTEM deterministic inv 2D sections

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