guest ::
| Home > Publications database > A new method ($M^3$Fusion v1) for combining observations and multiple model output for an improved estimate of the global surface ozone distribution > print |
| Home > Publications database > A new method ($M^3$Fusion v1) for combining observations and multiple model output for an improved estimate of the global surface ozone distribution > print |
| 001 | 861430 | ||
| 005 | 20230127125335.0 | ||
| 024 | 7 | _ | |a 10.5194/gmd-12-955-2019 |2 doi |
| 024 | 7 | _ | |a 1991-959X |2 ISSN |
| 024 | 7 | _ | |a 1991-9603 |2 ISSN |
| 024 | 7 | _ | |a 2128/21852 |2 Handle |
| 024 | 7 | _ | |a WOS:000461042700001 |2 WOS |
| 024 | 7 | _ | |a altmetric:57165504 |2 altmetric |
| 037 | _ | _ | |a FZJ-2019-01905 |
| 082 | _ | _ | |a 550 |
| 100 | 1 | _ | |a Chang, Kai-Lan |0 0000-0001-5812-3183 |b 0 |e Corresponding author |
| 245 | _ | _ | |a A new method ($M^3$Fusion v1) for combining observations and multiple model output for an improved estimate of the global surface ozone distribution |
| 260 | _ | _ | |a Katlenburg-Lindau |c 2019 |b Copernicus |
| 336 | 7 | _ | |a article |2 DRIVER |
| 336 | 7 | _ | |a Output Types/Journal article |2 DataCite |
| 336 | 7 | _ | |a Journal Article |b journal |m journal |0 PUB:(DE-HGF)16 |s 1552652947_21968 |2 PUB:(DE-HGF) |
| 336 | 7 | _ | |a ARTICLE |2 BibTeX |
| 336 | 7 | _ | |a JOURNAL_ARTICLE |2 ORCID |
| 336 | 7 | _ | |a Journal Article |0 0 |2 EndNote |
| 520 | _ | _ | |a We have developed a new statistical approach ($M^3$Fusion) for combining surface ozone observations from thousands of monitoring sites around the world with the output from multiple atmospheric chemistry models to produce a global surface ozone distribution with greater accuracy than can be provided by any individual model. The ozone observations from 4766 monitoring sites were provided by the Tropospheric Ozone Assessment Report (TOAR) surface ozone database, which contains the world's largest collection of surface ozone metrics. Output from six models was provided by the participants of the Chemistry-Climate Model Initiative (CCMI) and NASA's Global Modeling and Assimilation Office (GMAO). We analyze the 6-month maximum of the maximum daily 8 h average ozone value (DMA8) for relevance to ozone health impacts. We interpolate the irregularly spaced observations onto a fine-resolution grid by using integrated nested Laplace approximations and compare the ozone field to each model in each world region. This method allows us to produce a global surface ozone field based on TOAR observations, which we then use to select the combination of global models with the greatest skill in each of eight world regions; models with greater skill in a particular region are given higher weight. This blended model product is bias corrected within 2° of observation locations to produce the final fused surface ozone product. We show that our fused product has an improved mean squared error compared to the simple multi-model ensemble mean, which is biased high in most regions of the world. |
| 536 | _ | _ | |a 512 - Data-Intensive Science and Federated Computing (POF3-512) |0 G:(DE-HGF)POF3-512 |c POF3-512 |f POF III |x 0 |
| 536 | _ | _ | |0 G:(DE-Juel-1)ESDE |a Earth System Data Exploration (ESDE) |c ESDE |x 1 |
| 588 | _ | _ | |a Dataset connected to CrossRef |
| 700 | 1 | _ | |a Cooper, Owen R. |0 P:(DE-HGF)0 |b 1 |
| 700 | 1 | _ | |a West, J. Jason |0 0000-0001-5652-4987 |b 2 |
| 700 | 1 | _ | |a Serre, Marc L. |0 0000-0003-3145-4024 |b 3 |
| 700 | 1 | _ | |a Schultz, Martin G. |0 P:(DE-Juel1)6952 |b 4 |
| 700 | 1 | _ | |a Lin, Meiyun |0 0000-0003-3852-3491 |b 5 |
| 700 | 1 | _ | |a Marécal, Virginie |0 P:(DE-HGF)0 |b 6 |
| 700 | 1 | _ | |a Josse, Béatrice |0 P:(DE-HGF)0 |b 7 |
| 700 | 1 | _ | |a Deushi, Makoto |0 P:(DE-HGF)0 |b 8 |
| 700 | 1 | _ | |a Sudo, Kengo |0 0000-0002-5013-4168 |b 9 |
| 700 | 1 | _ | |a Liu, Junhua |0 P:(DE-HGF)0 |b 10 |
| 700 | 1 | _ | |a Keller, Christoph A. |0 P:(DE-HGF)0 |b 11 |
| 773 | _ | _ | |a 10.5194/gmd-12-955-2019 |g Vol. 12, no. 3, p. 955 - 978 |0 PERI:(DE-600)2456725-5 |n 3 |p 955 - 978 |t Geoscientific model development |v 12 |y 2019 |x 1991-9603 |
| 856 | 4 | _ | |y OpenAccess |u https://juser.fz-juelich.de/record/861430/files/gmd-12-955-2019.pdf |
| 856 | 4 | _ | |y OpenAccess |x pdfa |u https://juser.fz-juelich.de/record/861430/files/gmd-12-955-2019.pdf?subformat=pdfa |
| 909 | C | O | |o oai:juser.fz-juelich.de:861430 |p openaire |p open_access |p VDB |p driver |p dnbdelivery |
| 910 | 1 | _ | |a Forschungszentrum Jülich |0 I:(DE-588b)5008462-8 |k FZJ |b 4 |6 P:(DE-Juel1)6952 |
| 913 | 1 | _ | |a DE-HGF |b Key Technologies |1 G:(DE-HGF)POF3-510 |0 G:(DE-HGF)POF3-512 |2 G:(DE-HGF)POF3-500 |v Data-Intensive Science and Federated Computing |x 0 |4 G:(DE-HGF)POF |3 G:(DE-HGF)POF3 |l Supercomputing & Big Data |
| 914 | 1 | _ | |y 2019 |
| 915 | _ | _ | |a DBCoverage |0 StatID:(DE-HGF)0200 |2 StatID |b SCOPUS |
| 915 | _ | _ | |a Creative Commons Attribution CC BY 4.0 |0 LIC:(DE-HGF)CCBY4 |2 HGFVOC |
| 915 | _ | _ | |a DBCoverage |0 StatID:(DE-HGF)0600 |2 StatID |b Ebsco Academic Search |
| 915 | _ | _ | |a JCR |0 StatID:(DE-HGF)0100 |2 StatID |b GEOSCI MODEL DEV : 2017 |
| 915 | _ | _ | |a DBCoverage |0 StatID:(DE-HGF)0501 |2 StatID |b DOAJ Seal |
| 915 | _ | _ | |a DBCoverage |0 StatID:(DE-HGF)0500 |2 StatID |b DOAJ |
| 915 | _ | _ | |a WoS |0 StatID:(DE-HGF)0111 |2 StatID |b Science Citation Index Expanded |
| 915 | _ | _ | |a DBCoverage |0 StatID:(DE-HGF)0150 |2 StatID |b Web of Science Core Collection |
| 915 | _ | _ | |a IF < 5 |0 StatID:(DE-HGF)9900 |2 StatID |
| 915 | _ | _ | |a OpenAccess |0 StatID:(DE-HGF)0510 |2 StatID |
| 915 | _ | _ | |a Peer Review |0 StatID:(DE-HGF)0030 |2 StatID |b ASC |
| 915 | _ | _ | |a DBCoverage |0 StatID:(DE-HGF)1150 |2 StatID |b Current Contents - Physical, Chemical and Earth Sciences |
| 915 | _ | _ | |a DBCoverage |0 StatID:(DE-HGF)0199 |2 StatID |b Clarivate Analytics Master Journal List |
| 920 | _ | _ | |l yes |
| 920 | 1 | _ | |0 I:(DE-Juel1)JSC-20090406 |k JSC |l Jülich Supercomputing Center |x 0 |
| 980 | _ | _ | |a journal |
| 980 | _ | _ | |a VDB |
| 980 | _ | _ | |a UNRESTRICTED |
| 980 | _ | _ | |a I:(DE-Juel1)JSC-20090406 |
| 980 | 1 | _ | |a FullTexts |
| Library | Collection | CLSMajor | CLSMinor | Language | Author |
|---|