quality assessment - national ceiling and visibility (ncv) analysis (now, not forecast) product...

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Quality Assessment - National Ceiling and Visibility (NCV) Analysis (now, not forecast) Product Tressa L. Fowler, Matthew J. Tressa L. Fowler, Matthew J. Pocernich, Jamie T. Braid, Pocernich, Jamie T. Braid, Anne Holmes and Richard E. Bateman Anne Holmes and Richard E. Bateman

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Page 1: Quality Assessment - National Ceiling and Visibility (NCV) Analysis (now, not forecast) Product Tressa L. Fowler, Matthew J. Pocernich, Jamie T. Braid,

Quality Assessment - National Ceiling and

Visibility (NCV) Analysis (now, not forecast)

Product

Tressa L. Fowler, Matthew J. Pocernich, Tressa L. Fowler, Matthew J. Pocernich, Jamie T. Braid, Jamie T. Braid,

Anne Holmes and Richard E. BatemanAnne Holmes and Richard E. Bateman

Page 2: Quality Assessment - National Ceiling and Visibility (NCV) Analysis (now, not forecast) Product Tressa L. Fowler, Matthew J. Pocernich, Jamie T. Braid,

← Surface observing stations

Illustration of →

limitations of surface observing stations

Page 3: Quality Assessment - National Ceiling and Visibility (NCV) Analysis (now, not forecast) Product Tressa L. Fowler, Matthew J. Pocernich, Jamie T. Braid,

← AIRMETs plus surface observations

NCV Analysis →

Page 4: Quality Assessment - National Ceiling and Visibility (NCV) Analysis (now, not forecast) Product Tressa L. Fowler, Matthew J. Pocernich, Jamie T. Braid,

25 October 2004 through 18 January 25 October 2004 through 18 January 20052005

NCV analyses - HourlyNCV analyses - Hourly GriddedGridded

C and V AIRMETs - 6 hourlyC and V AIRMETs - 6 hourly PolygonPolygon

Page 5: Quality Assessment - National Ceiling and Visibility (NCV) Analysis (now, not forecast) Product Tressa L. Fowler, Matthew J. Pocernich, Jamie T. Braid,

What is going on between What is going on between stations? stations?

We don’t know, so we fake it!We don’t know, so we fake it!

Cross-validationCross-validation::

““Hide” some stations.Hide” some stations.

Create product using remaining Create product using remaining stations.stations.

Did product identify conditions Did product identify conditions correctly at hidden stations?correctly at hidden stations?

Page 6: Quality Assessment - National Ceiling and Visibility (NCV) Analysis (now, not forecast) Product Tressa L. Fowler, Matthew J. Pocernich, Jamie T. Braid,

Flight Rules with Associated Flight Rules with Associated Ceiling Levels and Visibility Ceiling Levels and Visibility

LimitsLimitsFlight Rules Flight Rules

(FR)(FR)Ceiling (ft)Ceiling (ft) Visibility Visibility

(mi)(mi)Visual (VFR)Visual (VFR) > 3000> 3000 > 5> 5

Modified Visual Modified Visual (MVFR)(MVFR)

1000 - 30001000 - 3000 3 - 53 - 5

Instrument (IFR)Instrument (IFR) 500 - 1000500 - 1000 1 - 31 - 3

Low Instrument Low Instrument (LIFR)(LIFR)

≤ ≤ 500500 ≤ ≤ 11

Page 7: Quality Assessment - National Ceiling and Visibility (NCV) Analysis (now, not forecast) Product Tressa L. Fowler, Matthew J. Pocernich, Jamie T. Braid,

NCVNCV AIRMETsAIRMETs

PODPOD 0.570.57 0.830.83

POD NoPOD No 0.970.97 0.810.81

FARFAR 0.190.19 0.430.43

BiasBias 0.700.70 1.451.45

Page 8: Quality Assessment - National Ceiling and Visibility (NCV) Analysis (now, not forecast) Product Tressa L. Fowler, Matthew J. Pocernich, Jamie T. Braid,

Density Plot of NCV ceiling Density Plot of NCV ceiling values vs. METAR ceiling values vs. METAR ceiling

valuesvalues

Page 9: Quality Assessment - National Ceiling and Visibility (NCV) Analysis (now, not forecast) Product Tressa L. Fowler, Matthew J. Pocernich, Jamie T. Braid,

Comparison of NCV ceiling Comparison of NCV ceiling values with METAR ceiling values with METAR ceiling

valuesvalues

Page 10: Quality Assessment - National Ceiling and Visibility (NCV) Analysis (now, not forecast) Product Tressa L. Fowler, Matthew J. Pocernich, Jamie T. Braid,

Comparison of NCV visibility Comparison of NCV visibility values with METAR visibility values with METAR visibility

valuesvalues

Page 11: Quality Assessment - National Ceiling and Visibility (NCV) Analysis (now, not forecast) Product Tressa L. Fowler, Matthew J. Pocernich, Jamie T. Braid,

Sensitivity Analysis Sensitivity Analysis

NCV NCV Product Product Stations Stations

VerificatiVerification on

Stations Stations

AccumulaAccumulated ted

VerificatiVerification on

Stations Stations

Resulting Resulting Data SetData Set

13001300 300 300 300 300 Set 1Set 114501450 150150

14501450 150150 300 300 Set 2Set 2

15251525 7575

15251525 7575 300300 Set 3Set 3

15251525 7575

15251525 7575

Page 12: Quality Assessment - National Ceiling and Visibility (NCV) Analysis (now, not forecast) Product Tressa L. Fowler, Matthew J. Pocernich, Jamie T. Braid,

Cross Validation ResultsCross Validation Results

PODPOD

Set 1Set 1 0.7650.765

Set 2Set 2 0.7700.770

Set 3Set 3 0.7730.773

POD POD NoNo

0.9100.910

0.9080.908

0.9070.907

FARFAR

0.2910.291

0.2940.294

0.2940.294

Page 13: Quality Assessment - National Ceiling and Visibility (NCV) Analysis (now, not forecast) Product Tressa L. Fowler, Matthew J. Pocernich, Jamie T. Braid,

ConclusionsConclusions This assessment gives an idea of how well This assessment gives an idea of how well

the NCV product performs between the NCV product performs between METAR sites.METAR sites.

Flight categories under-identify IFR Flight categories under-identify IFR somewhat, but low FAR. somewhat, but low FAR.

NCV Visibility matched well with the NCV Visibility matched well with the observed METAR visibility at all levels. observed METAR visibility at all levels.

NCV Ceiling matched well with the NCV Ceiling matched well with the observed METAR ceiling below 10K feet observed METAR ceiling below 10K feet and “unlimited”, but overestimated in and “unlimited”, but overestimated in between.between.

Cross-validation results insensitive to Cross-validation results insensitive to “holdout” proportions between 5% - 20%.“holdout” proportions between 5% - 20%.