Matches in Nanopublications for { ?s ?p ?o <https://w3id.org/np/RA2vvz2sr2QHRDcreACSxrHccnfoySdm6iMYs-v-XfOoE/assertion>. }
- c_a935cf3f name "Earth observation" assertion.
- 3952 name "Earth sciences" assertion.
- 01xtthb56 name "University of Oslo" assertion.
- 1892 name "Meteorology" assertion.
- mailto:annefou@geo.uio.no name "Anne Fouilloux" assertion.
- mailto:anne.claire.fouilloux@rohub.com name "Anne Claire Fouilloux" assertion.
- mailto:franziska.hellmuth@geo.uio.no name "Franziska Hellmuth" assertion.
- 0000-0002-0068-2430 name "Trude Storelvmo" assertion.
- mailto:r.o.david@geo.uio.no name "Robert Oscar David" assertion.
- enrichment_service-account-enrichment name "service-account-enrichment" assertion.
- 1158fe10-f5ba-4131-8a05-44755eb2d9a8 name "POLYGON ((-251.40625000000006 -86.00669476043257, -251.40625000000006 85.75421950989161, 88.28125000000006 85.75421950989161, 88.28125000000006 -86.00669476043257, -51.40625000000006 -86.00669476043257))" assertion.
- 912dfdc3-3a50-47b7-a137-1225db0fb688 name "POLYGON ((-251.40625000000006 -86.00669476043257, -251.40625000000006 85.75421950989161, 88.28125000000006 85.75421950989161, 88.28125000000006 -86.00669476043257, -51.40625000000006 -86.00669476043257))" assertion.
- 5c135a7b-70bf-45f3-9895-3103e0e29c11 name "Connection of Surface Snowfall Bias to Cloud Phase Bias - Satellite Observations, ERA5, and CMIP6" assertion.
- 2e0ddac4-c8b5-40d7-bb3e-a854a77cc496 name "biblio" assertion.
- 31c14b47-c14f-4bc4-afbb-c5d71f2c51a5 name "input" assertion.
- 54a3f4c7-2487-4172-94f5-82bc6c5ad547 name "tool" assertion.
- 9bef8657-9ee2-45c8-bfa9-1d7212d4fd7b name "output" assertion.
- 06b8228f-e7bc-48b5-9632-0500f629a2dc name "ERA5 analysis" assertion.
- 0c6988bf-0568-4831-a1be-3dcc115f5839 name "figC4.png" assertion.
- 1cbf8169-cacc-4497-b8db-42f1bc678a7d name "fig04.png" assertion.
- 22a3ded6-0bf5-4105-9131-f6023d229f18 name "Website: Cloud phase and snowfall analysis" assertion.
- 36c71e84-77c4-4bda-8126-d0792679a7d0 name "figD1.png" assertion.
- 3886ba66-59fc-445b-9ba6-91bc1fa0ad1e name "figC1.png" assertion.
- 3e32833a-9765-4333-8264-ed55e1093c14 name "fig07.png" assertion.
- 414aa0d2-b370-4629-b80a-33f054aee942 name "fig10.png" assertion.
- 4427935e-5a6e-4c6a-b437-27ff8318da7c name "fig03.png" assertion.
- 6c8b7197-4676-4493-84ed-2ba5ca516d21 name "fig05.png" assertion.
- 87e93f86-b9f6-46c4-8ad4-b2f9807ece64 name "fig09.png" assertion.
- 8bd1a19f-77d2-4edc-8846-c90abedd96b6 name "References" assertion.
- 8ea27dc3-380f-43f9-bf65-e88193577691 name "figC3.png" assertion.
- 9160a8e4-b27e-41a6-992a-effb7041b4d4 name "figC2.png" assertion.
- a68289fb-7a75-4ac9-a652-038e35f004e7 name "Notebook Code Review with reviewNb for open PR" assertion.
- b7faa7cd-7af2-45a1-8bb5-7ea8d76a9834 name "fig01.png" assertion.
- ba3e7595-dd75-4bfc-ab9a-c5b9d900d51b name "fig02.png" assertion.
- c90be699-7165-47ca-8a6a-7de538c13e95 name "Environment requirements" assertion.
- ca01c32a-4d14-46b7-b6eb-6a05d2625c5d name "fig06.png" assertion.
- e9286361-7292-48ea-a4fa-0538d4800f68 name "CloudSat analysis" assertion.
- f720d6e9-6c0b-4140-94f5-e66dd2e00a5c name "fig08.png" assertion.
- fb124247-04cb-452b-ad70-d86d7f6fd325 name "CMIP6 analysis" assertion.
- 758005 name "ERC Startup Grant" assertion.
- f3fffdf1-45c6-482a-a212-738abe28d7e1 name "European Research Council" assertion.
- ro-crate-metadata.json conformsTo 1.1 assertion.
- mailto:anne.claire.fouilloux@rohub.com email "anne.claire.fouilloux@rohub.com" assertion.
- mailto:franziska.hellmuth@geo.uio.no email "franziska.hellmuth@geo.uio.no" assertion.
- 0000-0002-0068-2430 email "trude.storelvmo@geo.uio.no" assertion.
- mailto:r.o.david@geo.uio.no email "r.o.david@geo.uio.no" assertion.
- 5c135a7b-70bf-45f3-9895-3103e0e29c11 about 3949 assertion.
- 5c135a7b-70bf-45f3-9895-3103e0e29c11 about 6384 assertion.
- 5c135a7b-70bf-45f3-9895-3103e0e29c11 about c_a935cf3f assertion.
- 5c135a7b-70bf-45f3-9895-3103e0e29c11 about 3952 assertion.
- 5c135a7b-70bf-45f3-9895-3103e0e29c11 about 1892 assertion.
- ro-crate-metadata.json about 5c135a7b-70bf-45f3-9895-3103e0e29c11 assertion.
- 0000-0002-0068-2430 affiliation "UiO" assertion.
- mailto:r.o.david@geo.uio.no affiliation "University of Oslo, Institute of Geosciences, Department of Meteorology and Oceanography" assertion.
- 3949 description "" assertion.
- 6384 description "" assertion.
- c_a935cf3f description "" assertion.
- 3952 description "" assertion.
- 1892 description "" assertion.
- 5c135a7b-70bf-45f3-9895-3103e0e29c11 description "Supercooled Liquid-Containing Clouds (sLCCs) play a significant role in Earth's radiative budget and the hydrological cycle, especially through surface snowfall production. Evaluating state-of-the-art climate models with respect to their ability to simulate the frequency of occurrence of sLCCs and the frequency with which they produce snow is, therefore, critically important. Here, we compare these quantities as derived from satellite observations, reanalysis datasets, and Earth System Models from Phase 6 of the Coupled Model Intercomparison Project (CMIP6) and find significant discrepancies between the data sets for mid and high latitudes in both hemispheres. Specifically, we find that the ERA5 reanalysis and ten CMIP6 models consistently overestimate the frequency of sLCCs and snowfall frequencies from sLCCs compared to CloudSat-CALIPSO satellite observations, especially over open ocean regions. The biases are very similar for ERA5 and the CMIP6 models, which indicates that the discrepancies in cloud phase and snowfall stem from differences in the representation of cloud microphysics rather than the representation of meteorological conditions. This, in turn, highlights the need for refinements in the models’ parameterizations of cloud microphysics in order for them to represent cloud phase and snowfall accurately. The thermodynamic phase of clouds and precipitation has a strong influence on simulated climate feedbacks and, thus, projections of future climate. Understanding the origin(s) of the biases identified here is, therefore, crucial for improving the overall reliability of climate models." assertion.
- 06b8228f-e7bc-48b5-9632-0500f629a2dc description "ERA5 data wrangling required to make it comparable" assertion.
- a68289fb-7a75-4ac9-a652-038e35f004e7 description "Use ReviewNB to review jupyter notebooks before merging PR." assertion.
- c90be699-7165-47ca-8a6a-7de538c13e95 description "Required python packages to run Jupyter Notebooks" assertion.
- e9286361-7292-48ea-a4fa-0538d4800f68 description "Data wrangling which is required to make CloudSat comparable." assertion.
- fb124247-04cb-452b-ad70-d86d7f6fd325 description "Analysis required for CMIP6 analysis" assertion.
- 5c135a7b-70bf-45f3-9895-3103e0e29c11 contentUrl "https://api.rohub.org/api/ros/5c135a7b-70bf-45f3-9895-3103e0e29c11/crate/download/" assertion.
- 06b8228f-e7bc-48b5-9632-0500f629a2dc contentUrl "https://raw.githubusercontent.com/franzihe/CloudSat_ERA5_CMIP6_analysis/main/work/ERA5/ERA5_1985-2014.ipynb" assertion.
- 0c6988bf-0568-4831-a1be-3dcc115f5839 contentUrl "https://api.rohub.org/api/resources/0c6988bf-0568-4831-a1be-3dcc115f5839/download/" assertion.
- 1cbf8169-cacc-4497-b8db-42f1bc678a7d contentUrl "https://api.rohub.org/api/resources/1cbf8169-cacc-4497-b8db-42f1bc678a7d/download/" assertion.
- 22a3ded6-0bf5-4105-9131-f6023d229f18 contentUrl "https://franzihe.github.io/CloudSat_ERA5_CMIP6_analysis/ERA5/ERA5_1985-2014.html" assertion.
- 36c71e84-77c4-4bda-8126-d0792679a7d0 contentUrl "https://api.rohub.org/api/resources/36c71e84-77c4-4bda-8126-d0792679a7d0/download/" assertion.
- 3886ba66-59fc-445b-9ba6-91bc1fa0ad1e contentUrl "https://api.rohub.org/api/resources/3886ba66-59fc-445b-9ba6-91bc1fa0ad1e/download/" assertion.
- 3e32833a-9765-4333-8264-ed55e1093c14 contentUrl "https://api.rohub.org/api/resources/3e32833a-9765-4333-8264-ed55e1093c14/download/" assertion.
- 414aa0d2-b370-4629-b80a-33f054aee942 contentUrl "https://api.rohub.org/api/resources/414aa0d2-b370-4629-b80a-33f054aee942/download/" assertion.
- 4427935e-5a6e-4c6a-b437-27ff8318da7c contentUrl "https://api.rohub.org/api/resources/4427935e-5a6e-4c6a-b437-27ff8318da7c/download/" assertion.
- 6c8b7197-4676-4493-84ed-2ba5ca516d21 contentUrl "https://api.rohub.org/api/resources/6c8b7197-4676-4493-84ed-2ba5ca516d21/download/" assertion.
- 87e93f86-b9f6-46c4-8ad4-b2f9807ece64 contentUrl "https://api.rohub.org/api/resources/87e93f86-b9f6-46c4-8ad4-b2f9807ece64/download/" assertion.
- 8bd1a19f-77d2-4edc-8846-c90abedd96b6 contentUrl "https://github.com/franzihe/Atmospheric-Chemistry-Physics-globalsnow-/blob/main/references.bib" assertion.
- 8ea27dc3-380f-43f9-bf65-e88193577691 contentUrl "https://api.rohub.org/api/resources/8ea27dc3-380f-43f9-bf65-e88193577691/download/" assertion.
- 9160a8e4-b27e-41a6-992a-effb7041b4d4 contentUrl "https://api.rohub.org/api/resources/9160a8e4-b27e-41a6-992a-effb7041b4d4/download/" assertion.
- a68289fb-7a75-4ac9-a652-038e35f004e7 contentUrl "https://app.reviewnb.com/NordicESMhub/eosc-nordic-climate-demonstrator/pull/5/" assertion.
- b7faa7cd-7af2-45a1-8bb5-7ea8d76a9834 contentUrl "https://api.rohub.org/api/resources/b7faa7cd-7af2-45a1-8bb5-7ea8d76a9834/download/" assertion.
- ba3e7595-dd75-4bfc-ab9a-c5b9d900d51b contentUrl "https://api.rohub.org/api/resources/ba3e7595-dd75-4bfc-ab9a-c5b9d900d51b/download/" assertion.
- c90be699-7165-47ca-8a6a-7de538c13e95 contentUrl "https://github.com/franzihe/CloudSat_ERA5_CMIP6_analysis/blob/main/requirements_globalsnow.txt" assertion.
- ca01c32a-4d14-46b7-b6eb-6a05d2625c5d contentUrl "https://api.rohub.org/api/resources/ca01c32a-4d14-46b7-b6eb-6a05d2625c5d/download/" assertion.
- e9286361-7292-48ea-a4fa-0538d4800f68 contentUrl "https://raw.githubusercontent.com/franzihe/CloudSat_ERA5_CMIP6_analysis/main/work/CloudSat/read_2C_snow.ipynb" assertion.
- f720d6e9-6c0b-4140-94f5-e66dd2e00a5c contentUrl "https://api.rohub.org/api/resources/f720d6e9-6c0b-4140-94f5-e66dd2e00a5c/download/" assertion.
- fb124247-04cb-452b-ad70-d86d7f6fd325 contentUrl "https://raw.githubusercontent.com/franzihe/CloudSat_ERA5_CMIP6_analysis/main/work/cmip/CMIP6_hr_1985-2014.ipynb" assertion.
- 5c135a7b-70bf-45f3-9895-3103e0e29c11 creator mailto:franziska.hellmuth@geo.uio.no assertion.
- 06b8228f-e7bc-48b5-9632-0500f629a2dc creator mailto:franziska.hellmuth@geo.uio.no assertion.
- 0c6988bf-0568-4831-a1be-3dcc115f5839 creator mailto:franziska.hellmuth@geo.uio.no assertion.
- 1cbf8169-cacc-4497-b8db-42f1bc678a7d creator mailto:franziska.hellmuth@geo.uio.no assertion.
- 22a3ded6-0bf5-4105-9131-f6023d229f18 creator mailto:franziska.hellmuth@geo.uio.no assertion.
- 36c71e84-77c4-4bda-8126-d0792679a7d0 creator mailto:franziska.hellmuth@geo.uio.no assertion.
- 3886ba66-59fc-445b-9ba6-91bc1fa0ad1e creator mailto:franziska.hellmuth@geo.uio.no assertion.
- 3e32833a-9765-4333-8264-ed55e1093c14 creator mailto:franziska.hellmuth@geo.uio.no assertion.
- 414aa0d2-b370-4629-b80a-33f054aee942 creator mailto:franziska.hellmuth@geo.uio.no assertion.
- 4427935e-5a6e-4c6a-b437-27ff8318da7c creator mailto:franziska.hellmuth@geo.uio.no assertion.
- 6c8b7197-4676-4493-84ed-2ba5ca516d21 creator mailto:franziska.hellmuth@geo.uio.no assertion.
- 87e93f86-b9f6-46c4-8ad4-b2f9807ece64 creator mailto:franziska.hellmuth@geo.uio.no assertion.
