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Badhole ID & Repair Module

PetrophysicsJuly 30, 2025

Purpose

The Badhole ID & Repair Module enables users to flag and repair washout for the bulk density, neutron, sonic, and photoelectric factor curves based on user criteria. This module also comprises options for flagging coal and salt and for de-spiking curves.

Primary Outputs

The following curves are the primary interpretations made in this module:

CurveDescription
gr_finalFinal GR curve after all repair, despiking and normalization
sp_finalFinal SP curve after all repair, despiking and normalization
rhob_finalFinal RhoB curve after all repair, despiking and normalization
nphi_finalFinal Nphi curve after all repair, despiking and normalization
dt_finalFinal DT curve after all repair, despiking and normalization
pe_finalFinal PE curve after all repair, despiking and normalization
resd_finalFinal ResD curve after all repair, despiking and normalization
badholeFlag for badhole intervals
salt_flagFlag for salt intervals
coal_flagFlag for coal intervals

Discussion

Users can choose what curves badhole will be flagged and repaired for. By default the bulk density and photoelectric factor curves are evaluated. Users can also activate it for the sonic and neutron curves as needed.

As badhole should not typically be flagged and/or repaired in salt and coal intervals, if those lithologies are present the user should first select the general option to enable salt and coal flagging and then specify zone-by-zone if salt or coal is expected.

Recommendations include:

  • When working across large areas consider using caliper rugosity instead of caliper to identify badhole as caliper will vary based on well design.
  • When flagging coal and salt use the check boxes in the zonal parameters to turn on the flagging for each zone as required.
  • Repair via MLR (multi-linear regression) or RF (random forest) uses and auto-ML that builds and tests several combinations of models to perform an optimal repair.

Results can be QC'd using the built in grids and cross-sections. The cross sections have names such as "RhoB Repair QC" and similar. The grids for the following should be inspected:

GridDescription
avg_gr_finalAverage GR value for the zone
avg_rhob_finalAverage RhoB value for the zone
avg_nphi_finalAverage Nphi value for the zone
avg_resd_finalAverage ResD value for the zone
avg_dt_finalAverageDT value for the zone
avg_pe_finalAverage PE value for the zone

Additional videos can be found here:

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