{"id":"https://openalex.org/W3044359142","doi":"https://doi.org/10.3390/rs12152380","title":"Carbon Stocks and Fluxes in Kenyan Forests and Wooded Grasslands Derived from Earth Observation and Model-Data Fusion","display_name":"Carbon Stocks and Fluxes in Kenyan Forests and Wooded Grasslands Derived from Earth Observation and Model-Data Fusion","publication_year":2020,"publication_date":"2020-07-24","ids":{"openalex":"https://openalex.org/W3044359142","doi":"https://doi.org/10.3390/rs12152380","mag":"3044359142"},"language":"en","primary_location":{"id":"doi:10.3390/rs12152380","is_oa":true,"landing_page_url":"https://doi.org/10.3390/rs12152380","pdf_url":"https://www.mdpi.com/2072-4292/12/15/2380/pdf?version=1596709121","source":{"id":"https://openalex.org/S43295729","display_name":"Remote Sensing","issn_l":"2072-4292","issn":["2072-4292"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Remote Sensing","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://www.mdpi.com/2072-4292/12/15/2380/pdf?version=1596709121","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5076181816","display_name":"Pedro Rodr\u00edguez\u2010Veiga","orcid":"https://orcid.org/0000-0003-4845-4215"},"institutions":[{"id":"https://openalex.org/I153648349","display_name":"University of Leicester","ror":"https://ror.org/04h699437","country_code":"GB","type":"education","lineage":["https://openalex.org/I153648349"]},{"id":"https://openalex.org/I4210128104","display_name":"National Centre for Earth Observation","ror":"https://ror.org/0375jbm11","country_code":"GB","type":"facility","lineage":["https://openalex.org/I141816643","https://openalex.org/I4210087105","https://openalex.org/I4210128104"]}],"countries":["GB"],"is_corresponding":true,"raw_author_name":"Pedro Rodr\u00edguez-Veiga","raw_affiliation_strings":["Centre for Landscape and Climate Research, School of Geography, Geology and the Environment, University of Leicester, University of Leicester, Leicester LE1 7RH, UK","NERC National Centre for Earth Observation (NCEO), Leicester LE1 7RH, UK"],"affiliations":[{"raw_affiliation_string":"Centre for Landscape and Climate Research, School of Geography, Geology and the Environment, University of Leicester, University of Leicester, Leicester LE1 7RH, UK","institution_ids":["https://openalex.org/I153648349"]},{"raw_affiliation_string":"NERC National Centre for Earth Observation (NCEO), Leicester LE1 7RH, UK","institution_ids":["https://openalex.org/I4210128104"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5028576886","display_name":"Jo\u00e3o M. B. Carreiras","orcid":"https://orcid.org/0000-0003-2737-9420"},"institutions":[{"id":"https://openalex.org/I4210128104","display_name":"National Centre for Earth Observation","ror":"https://ror.org/0375jbm11","country_code":"GB","type":"facility","lineage":["https://openalex.org/I141816643","https://openalex.org/I4210087105","https://openalex.org/I4210128104"]},{"id":"https://openalex.org/I91136226","display_name":"University of Sheffield","ror":"https://ror.org/05krs5044","country_code":"GB","type":"education","lineage":["https://openalex.org/I91136226"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Joao Carreiras","raw_affiliation_strings":["NERC National Centre for Earth Observation (NCEO), Leicester LE1 7RH, UK","School of Mathematics and Statistics, University of Sheffield, Sheffield S3 7RH, UK"],"affiliations":[{"raw_affiliation_string":"NERC National Centre for Earth Observation (NCEO), Leicester LE1 7RH, UK","institution_ids":["https://openalex.org/I4210128104"]},{"raw_affiliation_string":"School of Mathematics and Statistics, University of Sheffield, Sheffield S3 7RH, UK","institution_ids":["https://openalex.org/I91136226"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5084837039","display_name":"T. Luke Smallman","orcid":"https://orcid.org/0000-0002-0835-1003"},"institutions":[{"id":"https://openalex.org/I4210128104","display_name":"National Centre for Earth Observation","ror":"https://ror.org/0375jbm11","country_code":"GB","type":"facility","lineage":["https://openalex.org/I141816643","https://openalex.org/I4210087105","https://openalex.org/I4210128104"]},{"id":"https://openalex.org/I98677209","display_name":"University of Edinburgh","ror":"https://ror.org/01nrxwf90","country_code":"GB","type":"education","lineage":["https://openalex.org/I98677209"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Thomas Smallman","raw_affiliation_strings":["Global Change Ecology Lab, School of GeoSciences, University of Edinburgh, Edinburgh EH9 3FF, UK","NERC National Centre for Earth Observation (NCEO), Leicester LE1 7RH, UK"],"affiliations":[{"raw_affiliation_string":"Global Change Ecology Lab, School of GeoSciences, University of Edinburgh, Edinburgh EH9 3FF, UK","institution_ids":["https://openalex.org/I98677209"]},{"raw_affiliation_string":"NERC National Centre for Earth Observation (NCEO), Leicester LE1 7RH, UK","institution_ids":["https://openalex.org/I4210128104"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5049954052","display_name":"Jean\u2010Fran\u00e7ois Exbrayat","orcid":"https://orcid.org/0000-0002-3671-8626"},"institutions":[{"id":"https://openalex.org/I4210128104","display_name":"National Centre for Earth Observation","ror":"https://ror.org/0375jbm11","country_code":"GB","type":"facility","lineage":["https://openalex.org/I141816643","https://openalex.org/I4210087105","https://openalex.org/I4210128104"]},{"id":"https://openalex.org/I98677209","display_name":"University of Edinburgh","ror":"https://ror.org/01nrxwf90","country_code":"GB","type":"education","lineage":["https://openalex.org/I98677209"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Jean-Fran\u00e7ois Exbrayat","raw_affiliation_strings":["Global Change Ecology Lab, School of GeoSciences, University of Edinburgh, Edinburgh EH9 3FF, UK","NERC National Centre for Earth Observation (NCEO), Leicester LE1 7RH, UK"],"affiliations":[{"raw_affiliation_string":"Global Change Ecology Lab, School of GeoSciences, University of Edinburgh, Edinburgh EH9 3FF, UK","institution_ids":["https://openalex.org/I98677209"]},{"raw_affiliation_string":"NERC National Centre for Earth Observation (NCEO), Leicester LE1 7RH, UK","institution_ids":["https://openalex.org/I4210128104"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5061324429","display_name":"Jamleck Ndambiri","orcid":null},"institutions":[{"id":"https://openalex.org/I4210158598","display_name":"Kenya Forest Service","ror":"https://ror.org/0526r9902","country_code":"KE","type":"government","lineage":["https://openalex.org/I4210158598"]}],"countries":["KE"],"is_corresponding":false,"raw_author_name":"Jamleck Ndambiri","raw_affiliation_strings":["Forest Planning and Information System Department, Kenya Forest Service, Nairobi 00100, Kenya"],"affiliations":[{"raw_affiliation_string":"Forest Planning and Information System Department, Kenya Forest Service, Nairobi 00100, Kenya","institution_ids":["https://openalex.org/I4210158598"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5021288533","display_name":"Faith Mutwiri","orcid":null},"institutions":[{"id":"https://openalex.org/I4210158598","display_name":"Kenya Forest Service","ror":"https://ror.org/0526r9902","country_code":"KE","type":"government","lineage":["https://openalex.org/I4210158598"]}],"countries":["KE"],"is_corresponding":false,"raw_author_name":"Faith Mutwiri","raw_affiliation_strings":["Forest Planning and Information System Department, Kenya Forest Service, Nairobi 00100, Kenya"],"affiliations":[{"raw_affiliation_string":"Forest Planning and Information System Department, Kenya Forest Service, Nairobi 00100, Kenya","institution_ids":["https://openalex.org/I4210158598"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5024379938","display_name":"Divinah Nyasaka","orcid":"https://orcid.org/0000-0002-6792-2726"},"institutions":[{"id":"https://openalex.org/I4210158598","display_name":"Kenya Forest Service","ror":"https://ror.org/0526r9902","country_code":"KE","type":"government","lineage":["https://openalex.org/I4210158598"]}],"countries":["KE"],"is_corresponding":false,"raw_author_name":"Divinah Nyasaka","raw_affiliation_strings":["Forest Planning and Information System Department, Kenya Forest Service, Nairobi 00100, Kenya"],"affiliations":[{"raw_affiliation_string":"Forest Planning and Information System Department, Kenya Forest Service, Nairobi 00100, Kenya","institution_ids":["https://openalex.org/I4210158598"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5008706155","display_name":"S. Quegan","orcid":"https://orcid.org/0000-0003-4452-4829"},"institutions":[{"id":"https://openalex.org/I4210128104","display_name":"National Centre for Earth Observation","ror":"https://ror.org/0375jbm11","country_code":"GB","type":"facility","lineage":["https://openalex.org/I141816643","https://openalex.org/I4210087105","https://openalex.org/I4210128104"]},{"id":"https://openalex.org/I91136226","display_name":"University of Sheffield","ror":"https://ror.org/05krs5044","country_code":"GB","type":"education","lineage":["https://openalex.org/I91136226"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Shaun Quegan","raw_affiliation_strings":["NERC National Centre for Earth Observation (NCEO), Leicester LE1 7RH, UK","School of Mathematics and Statistics, University of Sheffield, Sheffield S3 7RH, UK"],"affiliations":[{"raw_affiliation_string":"NERC National Centre for Earth Observation (NCEO), Leicester LE1 7RH, UK","institution_ids":["https://openalex.org/I4210128104"]},{"raw_affiliation_string":"School of Mathematics and Statistics, University of Sheffield, Sheffield S3 7RH, UK","institution_ids":["https://openalex.org/I91136226"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5039229966","display_name":"Mathew Williams","orcid":"https://orcid.org/0000-0001-6117-5208"},"institutions":[{"id":"https://openalex.org/I4210128104","display_name":"National Centre for Earth Observation","ror":"https://ror.org/0375jbm11","country_code":"GB","type":"facility","lineage":["https://openalex.org/I141816643","https://openalex.org/I4210087105","https://openalex.org/I4210128104"]},{"id":"https://openalex.org/I98677209","display_name":"University of Edinburgh","ror":"https://ror.org/01nrxwf90","country_code":"GB","type":"education","lineage":["https://openalex.org/I98677209"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Mathew Williams","raw_affiliation_strings":["Global Change Ecology Lab, School of GeoSciences, University of Edinburgh, Edinburgh EH9 3FF, UK","NERC National Centre for Earth Observation (NCEO), Leicester LE1 7RH, UK"],"affiliations":[{"raw_affiliation_string":"Global Change Ecology Lab, School of GeoSciences, University of Edinburgh, Edinburgh EH9 3FF, UK","institution_ids":["https://openalex.org/I98677209"]},{"raw_affiliation_string":"NERC National Centre for Earth Observation (NCEO), Leicester LE1 7RH, UK","institution_ids":["https://openalex.org/I4210128104"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5018226678","display_name":"Heiko Balzter","orcid":"https://orcid.org/0000-0002-9053-4684"},"institutions":[{"id":"https://openalex.org/I153648349","display_name":"University of Leicester","ror":"https://ror.org/04h699437","country_code":"GB","type":"education","lineage":["https://openalex.org/I153648349"]},{"id":"https://openalex.org/I4210128104","display_name":"National Centre for Earth Observation","ror":"https://ror.org/0375jbm11","country_code":"GB","type":"facility","lineage":["https://openalex.org/I141816643","https://openalex.org/I4210087105","https://openalex.org/I4210128104"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Heiko Balzter","raw_affiliation_strings":["Centre for Landscape and Climate Research, School of Geography, Geology and the Environment, University of Leicester, University of Leicester, Leicester LE1 7RH, UK","NERC National Centre for Earth Observation (NCEO), Leicester LE1 7RH, UK"],"affiliations":[{"raw_affiliation_string":"Centre for Landscape and Climate Research, School of Geography, Geology and the Environment, University of Leicester, University of Leicester, Leicester LE1 7RH, UK","institution_ids":["https://openalex.org/I153648349"]},{"raw_affiliation_string":"NERC National Centre for Earth Observation (NCEO), Leicester LE1 7RH, UK","institution_ids":["https://openalex.org/I4210128104"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":10,"corresponding_author_ids":["https://openalex.org/A5076181816"],"corresponding_institution_ids":["https://openalex.org/I153648349","https://openalex.org/I4210128104"],"apc_list":{"value":2500,"currency":"CHF","value_usd":2707},"apc_paid":{"value":2500,"currency":"CHF","value_usd":2707},"fwci":1.7672,"has_fulltext":true,"cited_by_count":26,"citation_normalized_percentile":{"value":0.83795956,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":99},"biblio":{"volume":"12","issue":"15","first_page":"2380","last_page":"2380"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10111","display_name":"Remote Sensing in Agriculture","score":0.9980000257492065,"subfield":{"id":"https://openalex.org/subfields/2303","display_name":"Ecology"},"field":{"id":"https://openalex.org/fields/23","display_name":"Environmental Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T10111","display_name":"Remote Sensing in Agriculture","score":0.9980000257492065,"subfield":{"id":"https://openalex.org/subfields/2303","display_name":"Ecology"},"field":{"id":"https://openalex.org/fields/23","display_name":"Environmental Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10226","display_name":"Land Use and Ecosystem Services","score":0.9973999857902527,"subfield":{"id":"https://openalex.org/subfields/2306","display_name":"Global and Planetary Change"},"field":{"id":"https://openalex.org/fields/23","display_name":"Environmental Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10555","display_name":"Fire effects on ecosystems","score":0.9966999888420105,"subfield":{"id":"https://openalex.org/subfields/2306","display_name":"Global and Planetary Change"},"field":{"id":"https://openalex.org/fields/23","display_name":"Environmental Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/environmental-science","display_name":"Environmental science","score":0.7493069171905518},{"id":"https://openalex.org/keywords/carbon-sequestration","display_name":"Carbon sequestration","score":0.5958795547485352},{"id":"https://openalex.org/keywords/climate-change","display_name":"Climate change","score":0.5366731286048889},{"id":"https://openalex.org/keywords/grassland","display_name":"Grassland","score":0.5342884063720703},{"id":"https://openalex.org/keywords/biomass","display_name":"Biomass (ecology)","score":0.524752140045166},{"id":"https://openalex.org/keywords/forest-inventory","display_name":"Forest inventory","score":0.4908509850502014},{"id":"https://openalex.org/keywords/agroforestry","display_name":"Agroforestry","score":0.47686776518821716},{"id":"https://openalex.org/keywords/forestry","display_name":"Forestry","score":0.46272316575050354},{"id":"https://openalex.org/keywords/carbon-cycle","display_name":"Carbon cycle","score":0.4618346691131592},{"id":"https://openalex.org/keywords/primary-production","display_name":"Primary production","score":0.4306100606918335},{"id":"https://openalex.org/keywords/carbon-stock","display_name":"Carbon stock","score":0.41391828656196594},{"id":"https://openalex.org/keywords/ecosystem","display_name":"Ecosystem","score":0.40098094940185547},{"id":"https://openalex.org/keywords/geography","display_name":"Geography","score":0.28545892238616943},{"id":"https://openalex.org/keywords/ecology","display_name":"Ecology","score":0.2770598232746124},{"id":"https://openalex.org/keywords/forest-management","display_name":"Forest management","score":0.2544492483139038},{"id":"https://openalex.org/keywords/carbon-dioxide","display_name":"Carbon dioxide","score":0.11947482824325562},{"id":"https://openalex.org/keywords/biology","display_name":"Biology","score":0.07776549458503723}],"concepts":[{"id":"https://openalex.org/C39432304","wikidata":"https://www.wikidata.org/wiki/Q188847","display_name":"Environmental science","level":0,"score":0.7493069171905518},{"id":"https://openalex.org/C22884784","wikidata":"https://www.wikidata.org/wiki/Q15305550","display_name":"Carbon sequestration","level":3,"score":0.5958795547485352},{"id":"https://openalex.org/C132651083","wikidata":"https://www.wikidata.org/wiki/Q7942","display_name":"Climate change","level":2,"score":0.5366731286048889},{"id":"https://openalex.org/C2775835988","wikidata":"https://www.wikidata.org/wiki/Q1006733","display_name":"Grassland","level":2,"score":0.5342884063720703},{"id":"https://openalex.org/C115540264","wikidata":"https://www.wikidata.org/wiki/Q2945560","display_name":"Biomass (ecology)","level":2,"score":0.524752140045166},{"id":"https://openalex.org/C147103442","wikidata":"https://www.wikidata.org/wiki/Q1423188","display_name":"Forest inventory","level":3,"score":0.4908509850502014},{"id":"https://openalex.org/C54286561","wikidata":"https://www.wikidata.org/wiki/Q397350","display_name":"Agroforestry","level":1,"score":0.47686776518821716},{"id":"https://openalex.org/C97137747","wikidata":"https://www.wikidata.org/wiki/Q38112","display_name":"Forestry","level":1,"score":0.46272316575050354},{"id":"https://openalex.org/C6939412","wikidata":"https://www.wikidata.org/wiki/Q167751","display_name":"Carbon cycle","level":3,"score":0.4618346691131592},{"id":"https://openalex.org/C24717449","wikidata":"https://www.wikidata.org/wiki/Q515905","display_name":"Primary production","level":3,"score":0.4306100606918335},{"id":"https://openalex.org/C2994081031","wikidata":"https://www.wikidata.org/wiki/Q1049066","display_name":"Carbon stock","level":3,"score":0.41391828656196594},{"id":"https://openalex.org/C110872660","wikidata":"https://www.wikidata.org/wiki/Q37813","display_name":"Ecosystem","level":2,"score":0.40098094940185547},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.28545892238616943},{"id":"https://openalex.org/C18903297","wikidata":"https://www.wikidata.org/wiki/Q7150","display_name":"Ecology","level":1,"score":0.2770598232746124},{"id":"https://openalex.org/C28631016","wikidata":"https://www.wikidata.org/wiki/Q372561","display_name":"Forest management","level":2,"score":0.2544492483139038},{"id":"https://openalex.org/C530467964","wikidata":"https://www.wikidata.org/wiki/Q1997","display_name":"Carbon dioxide","level":2,"score":0.11947482824325562},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.07776549458503723}],"mesh":[],"locations_count":5,"locations":[{"id":"doi:10.3390/rs12152380","is_oa":true,"landing_page_url":"https://doi.org/10.3390/rs12152380","pdf_url":"https://www.mdpi.com/2072-4292/12/15/2380/pdf?version=1596709121","source":{"id":"https://openalex.org/S43295729","display_name":"Remote Sensing","issn_l":"2072-4292","issn":["2072-4292"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Remote Sensing","raw_type":"journal-article"},{"id":"pmh:oai:pure.ed.ac.uk:publications/7822637e-9db8-475d-8d96-db94537e4a87","is_oa":true,"landing_page_url":"http://hdl.handle.net/20.500.11820/7822637e-9db8-475d-8d96-db94537e4a87","pdf_url":"https://www.pure.ed.ac.uk/ws/files/157679392/335._Smallman_Williams.pdf","source":{"id":"https://openalex.org/S4406922455","display_name":"Edinburgh Research Explorer","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":""},{"id":"pmh:oai:doaj.org/article:9eefc07ff6424b0b811646d1d9e0fd81","is_oa":true,"landing_page_url":"https://doaj.org/article/9eefc07ff6424b0b811646d1d9e0fd81","pdf_url":null,"source":{"id":"https://openalex.org/S112646816","display_name":"SHILAP Revista de lepidopterolog\u00eda","issn_l":"0300-5267","issn":["0300-5267","2340-4078"],"is_oa":true,"is_in_doaj":true,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Remote Sensing, Vol 12, Iss 15, p 2380 (2020)","raw_type":"article"},{"id":"pmh:oai:mdpi.com:/2072-4292/12/15/2380/","is_oa":true,"landing_page_url":"https://dx.doi.org/10.3390/rs12152380","pdf_url":null,"source":{"id":"https://openalex.org/S4306400947","display_name":"MDPI (MDPI AG)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I4210097602","host_organization_name":"Multidisciplinary Digital Publishing Institute (Switzerland)","host_organization_lineage":["https://openalex.org/I4210097602"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Remote Sensing","raw_type":"Text"},{"id":"pmh:oai:pure.ed.ac.uk:openaire/7822637e-9db8-475d-8d96-db94537e4a87","is_oa":true,"landing_page_url":"https://www.research.ed.ac.uk/en/publications/7822637e-9db8-475d-8d96-db94537e4a87","pdf_url":null,"source":{"id":"https://openalex.org/S4306400321","display_name":"Edinburgh Research Explorer (University of Edinburgh)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I98677209","host_organization_name":"University of Edinburgh","host_organization_lineage":["https://openalex.org/I98677209"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Rodr\u00edguez-veiga, P, Carreiras, J, Smallman, T L, Exbrayat, J, Ndambiri, J, Mutwiri, F, Nyasaka, D, Quegan, S, Williams, M & Balzter, H 2020, 'Carbon Stocks and Fluxes in Kenyan Forests and Wooded Grasslands Derived from Earth Observation and Model-Data Fusion', Remote Sensing, vol. 12, no. 15, pp. 2380. https://doi.org/10.3390/rs12152380","raw_type":"info:eu-repo/semantics/publishedVersion"}],"best_oa_location":{"id":"doi:10.3390/rs12152380","is_oa":true,"landing_page_url":"https://doi.org/10.3390/rs12152380","pdf_url":"https://www.mdpi.com/2072-4292/12/15/2380/pdf?version=1596709121","source":{"id":"https://openalex.org/S43295729","display_name":"Remote Sensing","issn_l":"2072-4292","issn":["2072-4292"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Remote Sensing","raw_type":"journal-article"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/13","display_name":"Climate action","score":0.47999998927116394}],"awards":[{"id":"https://openalex.org/G1800099414","display_name":null,"funder_award_id":"NE/T012447/1","funder_id":"https://openalex.org/F4320334631","funder_display_name":"Natural Environment Research Council"},{"id":"https://openalex.org/G2232047880","display_name":null,"funder_award_id":"IPP Forests2020","funder_id":"https://openalex.org/F4320312931","funder_display_name":"UK Space Agency"},{"id":"https://openalex.org/G2512794849","display_name":null,"funder_award_id":"PR140015","funder_id":"https://openalex.org/F4320334631","funder_display_name":"Natural Environment Research Council"},{"id":"https://openalex.org/G2584006579","display_name":null,"funder_award_id":"NE/R000115/1","funder_id":"https://openalex.org/F4320334631","funder_display_name":"Natural Environment Research Council"},{"id":"https://openalex.org/G4061351200","display_name":null,"funder_award_id":"nceo020005","funder_id":"https://openalex.org/F4320320022","funder_display_name":"Sight Research UK"},{"id":"https://openalex.org/G4076460521","display_name":null,"funder_award_id":"nceo020005","funder_id":"https://openalex.org/F4320334631","funder_display_name":"Natural Environment Research Council"},{"id":"https://openalex.org/G424554497","display_name":null,"funder_award_id":"nceo020004","funder_id":"https://openalex.org/F4320320022","funder_display_name":"Sight Research UK"},{"id":"https://openalex.org/G4443410242","display_name":null,"funder_award_id":"NE/T012447/1","funder_id":"https://openalex.org/F4320320022","funder_display_name":"Sight Research UK"},{"id":"https://openalex.org/G5072611438","display_name":null,"funder_award_id":"NE/R016518/1","funder_id":"https://openalex.org/F4320320022","funder_display_name":"Sight Research UK"},{"id":"https://openalex.org/G7238408947","display_name":null,"funder_award_id":"NE/R000115/1","funder_id":"https://openalex.org/F4320320022","funder_display_name":"Sight Research UK"},{"id":"https://openalex.org/G7424558182","display_name":null,"funder_award_id":"PR140015","funder_id":"https://openalex.org/F4320338155","funder_display_name":"National Centre for Earth Observation"},{"id":"https://openalex.org/G7685872390","display_name":null,"funder_award_id":"NE/R016518/1","funder_id":"https://openalex.org/F4320334631","funder_display_name":"Natural Environment Research Council"},{"id":"https://openalex.org/G8944774407","display_name":null,"funder_award_id":"nceo020004","funder_id":"https://openalex.org/F4320334631","funder_display_name":"Natural Environment Research Council"}],"funders":[{"id":"https://openalex.org/F4320306101","display_name":"National Aeronautics and Space Administration","ror":"https://ror.org/027ka1x80"},{"id":"https://openalex.org/F4320312931","display_name":"UK Space Agency","ror":"https://ror.org/051sgbe98"},{"id":"https://openalex.org/F4320320022","display_name":"Sight Research UK","ror":"https://ror.org/03z2py885"},{"id":"https://openalex.org/F4320332183","display_name":"U.S. Geological Survey","ror":"https://ror.org/035a68863"},{"id":"https://openalex.org/F4320334631","display_name":"Natural Environment Research Council","ror":"https://ror.org/02b5d8509"},{"id":"https://openalex.org/F4320334900","display_name":"Japan Aerospace Exploration Agency","ror":"https://ror.org/059yhyy33"},{"id":"https://openalex.org/F4320338155","display_name":"National Centre for Earth Observation","ror":"https://ror.org/0375jbm11"},{"id":"https://openalex.org/F4320338287","display_name":"Oak Ridge National Laboratory","ror":"https://ror.org/01qz5mb56"}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W3044359142.pdf","grobid_xml":"https://content.openalex.org/works/W3044359142.grobid-xml"},"referenced_works_count":79,"referenced_works":["https://openalex.org/W1530549859","https://openalex.org/W1566532634","https://openalex.org/W1662323679","https://openalex.org/W1964217023","https://openalex.org/W1975692370","https://openalex.org/W1980058571","https://openalex.org/W1981213426","https://openalex.org/W1994508789","https://openalex.org/W2007134419","https://openalex.org/W2008168496","https://openalex.org/W2010527494","https://openalex.org/W2011010318","https://openalex.org/W2011500029","https://openalex.org/W2013061102","https://openalex.org/W2014187500","https://openalex.org/W2014555541","https://openalex.org/W2028496589","https://openalex.org/W2029244515","https://openalex.org/W2040120109","https://openalex.org/W2040996383","https://openalex.org/W2050252739","https://openalex.org/W2068639531","https://openalex.org/W2077570405","https://openalex.org/W2080588314","https://openalex.org/W2089450719","https://openalex.org/W2093540905","https://openalex.org/W2101823097","https://openalex.org/W2102438562","https://openalex.org/W2107474547","https://openalex.org/W2110840436","https://openalex.org/W2112144785","https://openalex.org/W2112206513","https://openalex.org/W2113187089","https://openalex.org/W2115769370","https://openalex.org/W2119118241","https://openalex.org/W2120634709","https://openalex.org/W2121745948","https://openalex.org/W2128198571","https://openalex.org/W2129457952","https://openalex.org/W2131491776","https://openalex.org/W2133613984","https://openalex.org/W2151162783","https://openalex.org/W2154702874","https://openalex.org/W2154710695","https://openalex.org/W2156374693","https://openalex.org/W2159610882","https://openalex.org/W2164706666","https://openalex.org/W2165432951","https://openalex.org/W2166394891","https://openalex.org/W2258277964","https://openalex.org/W2338049369","https://openalex.org/W2344328155","https://openalex.org/W2423504524","https://openalex.org/W2522644013","https://openalex.org/W2560167313","https://openalex.org/W2584181319","https://openalex.org/W2588003345","https://openalex.org/W2588814764","https://openalex.org/W2593926004","https://openalex.org/W2601511341","https://openalex.org/W2748007159","https://openalex.org/W2760848730","https://openalex.org/W2791273210","https://openalex.org/W2797077968","https://openalex.org/W2884648474","https://openalex.org/W2887685367","https://openalex.org/W2902772599","https://openalex.org/W2906751493","https://openalex.org/W2910101078","https://openalex.org/W2911964244","https://openalex.org/W2914336625","https://openalex.org/W2936032092","https://openalex.org/W2936216985","https://openalex.org/W2968631756","https://openalex.org/W3036160431","https://openalex.org/W6631612112","https://openalex.org/W6636950212","https://openalex.org/W6727241285","https://openalex.org/W6761120700"],"related_works":["https://openalex.org/W4210987140","https://openalex.org/W2008770746","https://openalex.org/W642931153","https://openalex.org/W4386382146","https://openalex.org/W2137233432","https://openalex.org/W4399371970","https://openalex.org/W2351194630","https://openalex.org/W2227839654","https://openalex.org/W2102008634","https://openalex.org/W3212062776"],"abstract_inverted_index":{"The":[0,103,164,183],"characterization":[1],"of":[2,51,107,216,237],"carbon":[3,55,75,105,238],"stocks":[4,56,148],"and":[5,20,47,57,83,97,110,141,157,211],"dynamics":[6,58],"at":[7],"the":[8,30,44,78,87,123,169,212,235,243,249,254],"national":[9,38],"level":[10],"is":[11],"critical":[12],"for":[13,59,77,86,155,161],"countries":[14],"engaging":[15],"in":[16,91,194,219,227,242,264],"climate":[17,245],"change":[18],"mitigation":[19,246],"adaptation":[21],"strategies.":[22],"However,":[23],"several":[24],"tropical":[25],"countries,":[26],"including":[27],"Kenya,":[28],"lack":[29],"essential":[31],"information":[32,135],"typically":[33],"provided":[34],"by":[35,122,240],"a":[36,116,179],"complete":[37],"forest":[39,66,84,93],"inventory.":[40],"Here":[41],"we":[42],"present":[43],"most":[45],"detailed":[46],"rigorous":[48],"national-scale":[49],"assessment":[50],"aboveground":[52,72],"woody":[53,73,124,187,217],"biomass":[54,74,125],"Kenya":[60],"to":[61,70,189,223,256],"date.":[62],"A":[63],"non-parametric":[64],"random":[65],"algorithm":[67],"was":[68,172],"trained":[69],"retrieve":[71],"(AGBC)":[76],"year":[79],"2014":[80],"\u00b1":[81],"1":[82],"disturbances":[85],"2014\u20132017":[88],"period":[89,171],"using":[90,115],"situ":[92],"inventory":[94],"plot":[95],"data":[96],"satellite":[98],"Earth":[99],"Observation":[100],"(EO)":[101],"data.":[102],"ecosystem":[104],"cycling":[106],"Kenya\u2019s":[108],"forests":[109,156,195,220,241],"wooded":[111,162,204,228,262],"grassland":[112],"were":[113,149],"assessed":[114],"model-data":[117],"fusion":[118],"framework,":[119],"CARDAMOM,":[120],"constrained":[121],"datasets":[126],"from":[127],"this":[128],"study":[129,170,233],"as":[130,132,151,174,261],"well":[131],"time":[133,215],"series":[134],"on":[136],"leaf":[137],"area,":[138],"fire":[139],"events":[140],"soil":[142],"organic":[143],"carbon.":[144],"Our":[145],"EO-derived":[146],"AGBC":[147,166],"estimated":[150,173,186],"140":[152],"Mt":[153,159,176],"C":[154,160,177,200,208,218],"199":[158],"grasslands.":[163],"total":[165],"loss":[167],"during":[168],"1.89":[175],"with":[178],"dispersion":[180],"below":[181],"1%.":[182],"CARDAMOM":[184],"analysis":[185],"productivity":[188],"be":[190,224],"three":[191],"times":[192],"larger":[193],"(mean":[196],"=":[197],"1.9":[198],"t":[199,207],"ha\u22121":[201,209],"yr\u22121)":[202],"than":[203,226],"grasslands":[205,229,263],"(0.6":[206],"yr\u22121),":[210],"mean":[213],"residence":[214],"(16":[221],"years)":[222],"greater":[225],"(10":[230],"years).":[231],"This":[232],"stresses":[234],"importance":[236],"sequestration":[239],"international":[244,265],"efforts":[247],"under":[248],"Paris":[250],"Agreement,":[251],"but":[252],"emphasizes":[253],"need":[255],"include":[257],"non-forest":[258],"ecosystems":[259],"such":[260],"greenhouse":[266],"gas":[267],"accounting":[268],"frameworks.":[269]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":8},{"year":2024,"cited_by_count":5},{"year":2022,"cited_by_count":2},{"year":2021,"cited_by_count":8},{"year":2020,"cited_by_count":1}],"updated_date":"2026-04-01T17:29:45.350535","created_date":"2025-10-10T00:00:00"}