{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,4,3]],"date-time":"2026-04-03T22:12:38Z","timestamp":1775254358484,"version":"3.50.1"},"reference-count":95,"publisher":"MDPI AG","issue":"10","license":[{"start":{"date-parts":[[2018,10,19]],"date-time":"2018-10-19T00:00:00Z","timestamp":1539907200000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by\/4.0\/"}],"funder":[{"DOI":"10.13039\/501100000780","name":"European Commission","doi-asserted-by":"publisher","award":["LIFE14 CCM\/ES\/001271"],"award-info":[{"award-number":["LIFE14 CCM\/ES\/001271"]}],"id":[{"id":"10.13039\/501100000780","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100006280","name":"Ministerio de Ciencia y Tecnolog\u00eda","doi-asserted-by":"publisher","award":["ESPECTRAMED-CGL2017-86161-R"],"award-info":[{"award-number":["ESPECTRAMED-CGL2017-86161-R"]}],"id":[{"id":"10.13039\/501100006280","id-type":"DOI","asserted-by":"publisher"}]}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["Remote Sensing"],"abstract":"<jats:p>Forest managers are interested in forest-monitoring strategies using low density Airborne Laser Scanning (ALS). However, little research has used ALS to estimate soil organic carbon (SOC) as a criterion for operational thinning. Our objective was to compare three different thinning intensities in terms of the on-site C stock after 13 years (2004\u20132017) and to develop models of biomass (Wt, Mg ha\u22121) and SOC (Mg ha\u22121) in Pinus halepensis forest, based on low density ALS in southern Spain. ALS was performed for the area and stand metrics were measured within 83 plots. Non-parametric kNN models were developed to estimate Wt and SOC. The overall C stock was significantly higher in plots subjected to heavy or moderate thinning (101.17 Mg ha\u22121 and 100.94 Mg ha\u22121, respectively) than in the control plots (91.83 Mg ha\u22121). The best Wt and SOC models provided R2 values of 0.82 (Wt, MSNPP) and 0.82 (SOC-S10, RAW). The study area will be able to stock 134,850 Mg of C under a non-intervention scenario and 157,958 Mg of C under the heavy thinning scenario. High-resolution cartography of the predicted C stock is useful for silvicultural planning and may be used for proper management to increase C sequestration in dry P. halepensis forests.<\/jats:p>","DOI":"10.3390\/rs10101660","type":"journal-article","created":{"date-parts":[[2018,10,19]],"date-time":"2018-10-19T10:08:02Z","timestamp":1539943682000},"page":"1660","update-policy":"https:\/\/doi.org\/10.3390\/mdpi_crossmark_policy","source":"Crossref","is-referenced-by-count":12,"title":["Airborne Laser Scanning Cartography of On-Site Carbon Stocks as a Basis for the Silviculture of Pinus Halepensis Plantations"],"prefix":"10.3390","volume":"10","author":[{"ORCID":"https:\/\/orcid.org\/0000-0003-3470-8640","authenticated-orcid":false,"given":"Rafael M\u00aa","family":"Navarro-Cerrillo","sequence":"first","affiliation":[{"name":"Department of Forest Engineering, Laboratory of Dendrochronology, Silviculture and Global Change, DendrodatLab-ERSAF, University of Cordoba, Campus de Rabanales, Crta. IV, km. 396, 14071 C\u00f3rdoba, Spain"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-4223-5070","authenticated-orcid":false,"given":"Joaqu\u00edn","family":"Duque-Lazo","sequence":"additional","affiliation":[{"name":"Department of Forest Engineering, Laboratory of Dendrochronology, Silviculture and Global Change, DendrodatLab-ERSAF, University of Cordoba, Campus de Rabanales, Crta. IV, km. 396, 14071 C\u00f3rdoba, Spain"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-8786-0211","authenticated-orcid":false,"given":"Carlos","family":"Rodr\u00edguez-Vallejo","sequence":"additional","affiliation":[{"name":"Department of Forest Engineering, Laboratory of Dendrochronology, Silviculture and Global Change, DendrodatLab-ERSAF, University of Cordoba, Campus de Rabanales, Crta. IV, km. 396, 14071 C\u00f3rdoba, Spain"}]},{"given":"M\u00aa \u00c1ngeles","family":"Varo-Mart\u00ednez","sequence":"additional","affiliation":[{"name":"Department of Forest Engineering, Laboratory of Dendrochronology, Silviculture and Global Change, DendrodatLab-ERSAF, University of Cordoba, Campus de Rabanales, Crta. IV, km. 396, 14071 C\u00f3rdoba, Spain"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-8786-0211","authenticated-orcid":false,"given":"Guillermo","family":"Palacios-Rodr\u00edguez","sequence":"additional","affiliation":[{"name":"Department of Forest Engineering, Laboratory of Dendrochronology, Silviculture and Global Change, DendrodatLab-ERSAF, University of Cordoba, Campus de Rabanales, Crta. IV, km. 396, 14071 C\u00f3rdoba, Spain"}]}],"member":"1968","published-online":{"date-parts":[[2018,10,19]]},"reference":[{"key":"ref_1","doi-asserted-by":"crossref","first-page":"37","DOI":"10.1038\/nature01286","article-title":"A Globally Coherent Fingerprint of Climate Change Impacts across Natural Systems","volume":"421","author":"Parmesan","year":"2003","journal-title":"Nature"},{"key":"ref_2","doi-asserted-by":"crossref","first-page":"010201","DOI":"10.1088\/1748-9326\/aa98c9","article-title":"Focus on Cumulative Emissions, Global Carbon Budgets and the Implications for Climate Mitigation Targets","volume":"13","author":"Matthews","year":"2018","journal-title":"Environ. Res. 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