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[21pt] Adjustment of SRCs using optimized manning number #1197

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hhs732 opened this issue Jun 20, 2024 · 28 comments · May be fixed by #1340
Open

[21pt] Adjustment of SRCs using optimized manning number #1197

hhs732 opened this issue Jun 20, 2024 · 28 comments · May be fixed by #1340
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enhancement New feature or request FIM4

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@hhs732
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hhs732 commented Jun 20, 2024

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@hhs732 hhs732 self-assigned this Jun 20, 2024
@hhs732 hhs732 added enhancement New feature or request FIM4 labels Jun 20, 2024
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hhs732 commented Aug 19, 2024

And here is the median for in-channel and over bank roughness values:

n_ch = 0.0711
n_ob = 0.1106

@CarsonPruitt-NOAA
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Very cool, Heidi! I actually love the idea to use the HUC on the x-axis of your plot because it sort of separates the HUCs into their geographic sectors. I never would have thought of that.

@CarsonPruitt-NOAA
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Your next steps should be:

  1. Create a new Manning's n file with your new optimized median roughness values
  2. Run an Alpha domain of FIM pipeline with the new Manning's n file
  3. Compare eval plots of these 4 runs: (You should have already run the first 3 in your previous analysis)
    • v4.5 (calibration on)
    • v4.5 (calibration off)
    • ML-bathymetry (calibration off, default roughness)
    • ML-bathymetry (calibration off, new optimized roughness) <-- this is the new run from step 2 above

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hhs732 commented Aug 23, 2024

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hhs732 commented Aug 23, 2024

Apparently just working for BLE sites, as it was optimized on them. Also, we only considered bathymetry on stream order 7 and higher in optimization process. Right now we are optimizing on bathymetry for SO4 and higher. Let's see what we get in this round for optimized roughness values. I am still wondering if we could use a classification approach to assign one manning number for each HUC.

@RobHanna-NOAA
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Apparently just working for BLE sites, as it was optimized on them. Also, we only considered bathymetry on stream order 7 and higher in optimization process. Right now we are optimizing on bathymetry for SO4 and higher. Let's see what we get in this round for optimized roughness values. I am still wondering if we could use a classification approach to assign one manning number for each HUC.

We could implement that pretty easily and I could see us eventually having more HUC level unique values or metadata too. I like the idea. I wonder if one mannings per reach is too broad, but if we go more grandular, having it based on a HUC specific file or somethign is still very valuable. I bet there are some post processing in the parquet files we can wrap into this.

@hhs732
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hhs732 commented Aug 26, 2024

Optimized roughness values for BLE HUCs with bathy included for SO4 and higher:

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hhs732 commented Aug 26, 2024

Median_optz_ch_mannN = 0.0725
Median_optz_ob_mannN = 0.1011

0.07245 | 0.10106

@hhs732
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hhs732 commented Aug 26, 2024

In-channel roughness map

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hhs732 commented Aug 26, 2024

Over-bank roughness map

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hhs732 commented Aug 27, 2024

Alpha test metrics comparison:

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hhs732 commented Aug 27, 2024

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hhs732 commented Aug 27, 2024

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hhs732 commented Aug 27, 2024

Let's look at the stacked bars:

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@hhs732
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hhs732 commented Sep 4, 2024

Optimizing for NWS and USGS (AHPS) HUCs with ahps objective function. So far, mannN for 22 HUCs was optimized.

@hhs732
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hhs732 commented Sep 19, 2024

Final optimized results (mannNs) are located here:
/efs-drives/fim-dev-efs/fim-data/outputs/heidi-mannN-optimization/analysis/mno_so4_ahps/

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hhs732 commented Sep 25, 2024

Alpha test metrics:
### CSI score
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hhs732 commented Sep 25, 2024

### Far Score
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hhs732 commented Sep 25, 2024

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hhs732 commented Sep 25, 2024

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hhs732 commented Sep 26, 2024

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This is also saved in:
/efs-drives/fim-dev-efs/fim-data/outputs/heidi-mannN-optimization/analysis/mno_so4_ahps/mannN_last_clusters.csv

@hhs732
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hhs732 commented Oct 3, 2024

The stacked bar are stored here:
/efs-drives/fim-dev-efs/fim-data/outputs/heidi-bathymetric_adjustment/alpha_test_metrix_optzMn_4sc/S03_scenarios_3/

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hhs732 commented Oct 3, 2024

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