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Update documentation for distance-based localization #14312
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@@ -9,6 +9,34 @@ methods when the ensemble size is limited. | |
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| For theoretical background, see :ref:`distance_based_localization`. | ||
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| Briefly how it works | ||
| --------------------- | ||
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| In distance-based localization, lateral distance (not including vertical distance) | ||
| is measured by Euclidean distance by using the (x, y) coordinates of the | ||
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Contributor
There was a problem hiding this comment. Choose a reason for hiding this commentThe reason will be displayed to describe this comment to others. Learn more. In distance-based localization, lateral (Euclidean) distance is estimated between the observation coordinate and field parameter location. This distance neglects vertical distance and uses purely horizontal one. The implemented method ... |
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| observations and location of field parameters. The implemented method is | ||
| based on the publication of Emerick (2016). A matrix, called RHO, | ||
| or localization matrix, has one element RHO(i,j) per pair of observation (index j) | ||
| and field parameter value (index i). If the distance between the observation | ||
| and the field parameter is 0, the RHO value, which is a scaling weight for | ||
| the Kalman Gain matrix, will be 1 and it will decrease with distance to 0 | ||
| at two times the specified radius of influence of the observation. | ||
| The scaling function with normalized distance used here is the Gaspari-Cohn correlation | ||
| function. In ERT, each observation with an associated position is associated with an | ||
| influence radius in current version. When calculating updated field parameter, | ||
| the observations that have the field parameter within its influence range | ||
| (two times the specified radius with the Gaspari-Cohn function) will contribute | ||
| to the calculation of the updated field parameter. | ||
| A figure like the one below illustrates this. | ||
| Each of the four wells have their own radius of influence. | ||
| The grid cell colored with blue is within the range of observation located | ||
| at A and C, but not within the range of B and D. The grid cell colored | ||
| with red is within the range of observation in location B, C and D and | ||
| will be influenced by those in the update. | ||
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| .. image:: illustrating_influence_range.png | ||
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| Enabling distance based localization | ||
| ------------------------------------- | ||
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@@ -113,7 +141,11 @@ Configuration file vs GUI | |
| -------------------------- | ||
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| Distance based localization can only be enabled through the configuration | ||
| file. | ||
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| For adaptive localization, the GUI provides a way to set the correlation threshold and truncation parameters. | ||
| Note that the values set in the GUI will override any values set in the configuration file. | ||
| file. The GUI analysis module dialog exposes only adaptive localization | ||
| settings. | ||
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| If distance localization is configured for a parameter type, it is used for | ||
| that type even when adaptive localization is enabled in the GUI. The GUI's | ||
| adaptive localization settings are used only for parameters whose configured | ||
| strategy is ``ADAPTIVE``; they do not replace a configured ``DISTANCE`` | ||
| strategy. | ||
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there is already a section
How it works