Top Banner
AeroCom Model evaluation through AeroCom Michael Schulz Jan Griesfeller, Stefan Kinne
28

Model evaluation through AeroCom Michael Schulz Jan ...aerocom.met.no/DATA/AEROCOM_PUBLIC/reykjavik/schulz.pdf · Model evaluation through AeroCom Michael Schulz Jan Griesfeller,

Dec 23, 2018

Download

Documents

doandan
Welcome message from author
This document is posted to help you gain knowledge. Please leave a comment to let me know what you think about it! Share it to your friends and learn new things together.
Transcript
Page 1: Model evaluation through AeroCom Michael Schulz Jan ...aerocom.met.no/DATA/AEROCOM_PUBLIC/reykjavik/schulz.pdf · Model evaluation through AeroCom Michael Schulz Jan Griesfeller,

AeroCom

Model evaluation through AeroCom

Michael Schulz

Jan Griesfeller, Stefan Kinne

Page 2: Model evaluation through AeroCom Michael Schulz Jan ...aerocom.met.no/DATA/AEROCOM_PUBLIC/reykjavik/schulz.pdf · Model evaluation through AeroCom Michael Schulz Jan Griesfeller,

AeroComModel-based

Aerosol climatologyM

achi

ne to

mac

hine

link

to d

ata

serv

ers

AeroCom dataserver(5 TB disk)

for expert users

NASA/Giovanni

NILU/GeomonHTAP-Julich

Benchmark “Dust”

Benchmark“CS-Forcing”

Benchmark“Size”

Benchmark“Hygroscopicity”

Benchmar“…other”

NewModel submissions

SelectedObservational

datasets

Web interface toImage catalogues

Score reportDynamic evaluation

AeroCom standard diagnostics and formats

AeroComAeroCom platform

http://nansen.ipsl.jussieu.fr/AEROCOM/data.html

Page 3: Model evaluation through AeroCom Michael Schulz Jan ...aerocom.met.no/DATA/AEROCOM_PUBLIC/reykjavik/schulz.pdf · Model evaluation through AeroCom Michael Schulz Jan Griesfeller,

AeroComAeroCom server

AeroCom server at LSCE:~ 50 model simulations (AeroCom A,B,PRE, HTAP, EUCAARI, GEMS)

original files and renamed,harmonized files~ 25 user accounts~ linux, nco, idl, cdo, ncview, emacs~ CALIOP model/data idl visualization tool 2006/2007~ dods server~ aerocom idl image & analysis software package (=> image catalogue)

(read model+obs+plot+analyse)

Observations:MODIS, MISR, POLDER, TOMS, AVHRR, AIRS, EMEP, IMPROVE, EARLINET+ARMS 2000+2001, Aeronet+2003 SKYNET/GAWAEROCE

Emissions:AeroCom BHindcast Diehl – collection (=>copy on dods server)

Page 4: Model evaluation through AeroCom Michael Schulz Jan ...aerocom.met.no/DATA/AEROCOM_PUBLIC/reykjavik/schulz.pdf · Model evaluation through AeroCom Michael Schulz Jan Griesfeller,

Introduction intoAeroCom Zoo

SURFOBSInterface!!

Project Selection

Type of diagnostic

Score tables

Filter/Region/Station

Subset stations

http://nansen.ipsl.jussieu.fr/AEROCOM

Page 5: Model evaluation through AeroCom Michael Schulz Jan ...aerocom.met.no/DATA/AEROCOM_PUBLIC/reykjavik/schulz.pdf · Model evaluation through AeroCom Michael Schulz Jan Griesfeller,

Aerocom work 2d fields web interface // 121 visits since 25 Sep

Surfobs comparison web interface // 84 visits since 10 Sep

AeroComWeb interface visits, last weeks

Page 6: Model evaluation through AeroCom Michael Schulz Jan ...aerocom.met.no/DATA/AEROCOM_PUBLIC/reykjavik/schulz.pdf · Model evaluation through AeroCom Michael Schulz Jan Griesfeller,

What we can do with scoring• Show model progress• Find systematic errors within/across models• Complement traditional publishing• Get credit• Check impact of new parameterisation• Identify models fit for purpose

AeroCom

Page 7: Model evaluation through AeroCom Michael Schulz Jan ...aerocom.met.no/DATA/AEROCOM_PUBLIC/reykjavik/schulz.pdf · Model evaluation through AeroCom Michael Schulz Jan Griesfeller,

Aeroco

m A

Aeroco

m B

Model A M

edian

Aeroco

m PRE

MODIS MISR

HTAP SR1

AeroComAerosol Optical DepthModels compared to Aeronet (2001 # 721 / 2000 # 606)

Page 8: Model evaluation through AeroCom Michael Schulz Jan ...aerocom.met.no/DATA/AEROCOM_PUBLIC/reykjavik/schulz.pdf · Model evaluation through AeroCom Michael Schulz Jan Griesfeller,

Reanalysis Forecast AeronetMean AOD 0.242 0.218

0.710.1230.7539%

0.215Correlation 0.86RMS 0.093Std Mod/Obs 0.79Month Bias 32%

Based on # 1280 monthly means in 2003 from worldwide Aeronet network

no mountain sites

AeroComECMWF IFS Model ---Evaluation with Aeronet sun photometers

Page 9: Model evaluation through AeroCom Michael Schulz Jan ...aerocom.met.no/DATA/AEROCOM_PUBLIC/reykjavik/schulz.pdf · Model evaluation through AeroCom Michael Schulz Jan Griesfeller,

ECMWF Reanalysis ECMWF forecast 00hModis AOD assimilation

Against Aeronet sun photometer AOD obs

Dust aerosols (autumn OND, Sahel)

AeroComECMWF IFS Model ---Evaluation with Aeronet sun photometers

Page 10: Model evaluation through AeroCom Michael Schulz Jan ...aerocom.met.no/DATA/AEROCOM_PUBLIC/reykjavik/schulz.pdf · Model evaluation through AeroCom Michael Schulz Jan Griesfeller,

HTAPMEAN HTAP models score: Does correlation improve when we add up wet deposition of SO2 and SO4 ??

Page 11: Model evaluation through AeroCom Michael Schulz Jan ...aerocom.met.no/DATA/AEROCOM_PUBLIC/reykjavik/schulz.pdf · Model evaluation through AeroCom Michael Schulz Jan Griesfeller,

AeroComGive subsets of the stations the same answer ? OD550_AER

Page 12: Model evaluation through AeroCom Michael Schulz Jan ...aerocom.met.no/DATA/AEROCOM_PUBLIC/reykjavik/schulz.pdf · Model evaluation through AeroCom Michael Schulz Jan Griesfeller,

AeroComGive subsets of the stations the same answer ? Angstroem Component

Page 13: Model evaluation through AeroCom Michael Schulz Jan ...aerocom.met.no/DATA/AEROCOM_PUBLIC/reykjavik/schulz.pdf · Model evaluation through AeroCom Michael Schulz Jan Griesfeller,

AeroComWhich statistics provide new information on quality of a model ?? AeroCom A models versus Aeronet OD550_AER

Page 14: Model evaluation through AeroCom Michael Schulz Jan ...aerocom.met.no/DATA/AEROCOM_PUBLIC/reykjavik/schulz.pdf · Model evaluation through AeroCom Michael Schulz Jan Griesfeller,

AeroComWhich statistics provide new information on quality of a model ?? AeroCom A models versus Aeronet OD550_AER

Page 15: Model evaluation through AeroCom Michael Schulz Jan ...aerocom.met.no/DATA/AEROCOM_PUBLIC/reykjavik/schulz.pdf · Model evaluation through AeroCom Michael Schulz Jan Griesfeller,

Individual ModelVersus Median ModelVersus other models

Page 16: Model evaluation through AeroCom Michael Schulz Jan ...aerocom.met.no/DATA/AEROCOM_PUBLIC/reykjavik/schulz.pdf · Model evaluation through AeroCom Michael Schulz Jan Griesfeller,

AeroComBiomass burning aerosol

Angstroem Component

Aerosol Optical Depth at 500 nm

Page 17: Model evaluation through AeroCom Michael Schulz Jan ...aerocom.met.no/DATA/AEROCOM_PUBLIC/reykjavik/schulz.pdf · Model evaluation through AeroCom Michael Schulz Jan Griesfeller,

AeroComBiomass burning aerosol

Angstroem Component

Aerosol Optical Depth at 500 nm

Page 18: Model evaluation through AeroCom Michael Schulz Jan ...aerocom.met.no/DATA/AEROCOM_PUBLIC/reykjavik/schulz.pdf · Model evaluation through AeroCom Michael Schulz Jan Griesfeller,

AeroComDUST aerosol

Page 19: Model evaluation through AeroCom Michael Schulz Jan ...aerocom.met.no/DATA/AEROCOM_PUBLIC/reykjavik/schulz.pdf · Model evaluation through AeroCom Michael Schulz Jan Griesfeller,

AeroComDUST and pollution aerosol

Page 20: Model evaluation through AeroCom Michael Schulz Jan ...aerocom.met.no/DATA/AEROCOM_PUBLIC/reykjavik/schulz.pdf · Model evaluation through AeroCom Michael Schulz Jan Griesfeller,

AeroComLong range transported dust

Angstroem Component

Aerosol Optical Depth at 500 nm

Page 21: Model evaluation through AeroCom Michael Schulz Jan ...aerocom.met.no/DATA/AEROCOM_PUBLIC/reykjavik/schulz.pdf · Model evaluation through AeroCom Michael Schulz Jan Griesfeller,

AeroComNorth American aerosol

Angstroem Component

Aerosol Optical Depth at 500 nm

Page 22: Model evaluation through AeroCom Michael Schulz Jan ...aerocom.met.no/DATA/AEROCOM_PUBLIC/reykjavik/schulz.pdf · Model evaluation through AeroCom Michael Schulz Jan Griesfeller,

AeroComCalifornia Coast / Inland

Page 23: Model evaluation through AeroCom Michael Schulz Jan ...aerocom.met.no/DATA/AEROCOM_PUBLIC/reykjavik/schulz.pdf · Model evaluation through AeroCom Michael Schulz Jan Griesfeller,

AeroComMissing Secondary Organic Matter?

Angstroem Component

Aerosol Optical Depth at 500 nm

Page 24: Model evaluation through AeroCom Michael Schulz Jan ...aerocom.met.no/DATA/AEROCOM_PUBLIC/reykjavik/schulz.pdf · Model evaluation through AeroCom Michael Schulz Jan Griesfeller,

AeroComEuropean aerosol

Page 25: Model evaluation through AeroCom Michael Schulz Jan ...aerocom.met.no/DATA/AEROCOM_PUBLIC/reykjavik/schulz.pdf · Model evaluation through AeroCom Michael Schulz Jan Griesfeller,

AeroComAsian Dust&pollution aerosol

Page 26: Model evaluation through AeroCom Michael Schulz Jan ...aerocom.met.no/DATA/AEROCOM_PUBLIC/reykjavik/schulz.pdf · Model evaluation through AeroCom Michael Schulz Jan Griesfeller,

AeroComSea salt

Page 27: Model evaluation through AeroCom Michael Schulz Jan ...aerocom.met.no/DATA/AEROCOM_PUBLIC/reykjavik/schulz.pdf · Model evaluation through AeroCom Michael Schulz Jan Griesfeller,

Outlook

• Complete catalogues with new data sets• Evaluate use of statistics• Maintain aerocom server• Bundle idl tools for other users and

stand-alone benchmark tests

Page 28: Model evaluation through AeroCom Michael Schulz Jan ...aerocom.met.no/DATA/AEROCOM_PUBLIC/reykjavik/schulz.pdf · Model evaluation through AeroCom Michael Schulz Jan Griesfeller,

What we can do with scoring

• Show model progress• Find systematic errors within/across models• Get credit• Check impact of new parameterisation• Identify models fit for purpose