Articles | Volume 13, issue 3
https://doi.org/10.5194/essd-13-1211-2021
© Author(s) 2021. This work is distributed under
the Creative Commons Attribution 4.0 License.
the Creative Commons Attribution 4.0 License.
https://doi.org/10.5194/essd-13-1211-2021
© Author(s) 2021. This work is distributed under
the Creative Commons Attribution 4.0 License.
the Creative Commons Attribution 4.0 License.
High-resolution global map of smallholder and industrial closed-canopy oil palm plantations
Adrià Descals
CREAF, Cerdanyola del Vallès, 08193 Barcelona, Spain
Serge Wich
School of Biological and Environmental Sciences, Liverpool John Moores
University, James Parsons Building, 3 Byrom Street, Liverpool L3 3AF, UK
Institute for Biodiversity and Ecosystem Dynamics, University of
Amsterdam, Science Park 904, 1098 XH, Amsterdam, the Netherlands
Erik Meijaard
Borneo Futures, Bandar Seri Begawan BA 2711, Brunei Darussalam
Durrell Institute of Conservation and Ecology, University of Kent,
Canterbury CT2 7NR, UK
School of Biological Sciences, University of Queensland, Queensland
4072, Australia
David L. A. Gaveau
Center for International Forestry Research, P.O. Box 0113 BOCBD,
Bogor, Indonesia
TheTreeMap, Bagadou Bas, 46600 Martel, France
Stephen Peedell
European Commission, Joint Research Centre, 20127 Ispra, Italy
Zoltan Szantoi
CORRESPONDING AUTHOR
European Commission, Joint Research Centre, 20127 Ispra, Italy
Department of Geography and Environmental Studies, Stellenbosch University, Stellenbosch 7602, South Africa
Viewed
Total article views: 17,910 (including HTML, PDF, and XML)
Cumulative views and downloads
(calculated since 24 Aug 2020)
HTML | XML | Total | BibTeX | EndNote | |
---|---|---|---|---|---|
13,755 | 3,984 | 171 | 17,910 | 156 | 203 |
- HTML: 13,755
- PDF: 3,984
- XML: 171
- Total: 17,910
- BibTeX: 156
- EndNote: 203
Total article views: 15,007 (including HTML, PDF, and XML)
Cumulative views and downloads
(calculated since 24 Mar 2021)
HTML | XML | Total | BibTeX | EndNote | |
---|---|---|---|---|---|
12,247 | 2,608 | 152 | 15,007 | 135 | 178 |
- HTML: 12,247
- PDF: 2,608
- XML: 152
- Total: 15,007
- BibTeX: 135
- EndNote: 178
Total article views: 2,903 (including HTML, PDF, and XML)
Cumulative views and downloads
(calculated since 24 Aug 2020)
HTML | XML | Total | Supplement | BibTeX | EndNote | |
---|---|---|---|---|---|---|
1,508 | 1,376 | 19 | 2,903 | 216 | 21 | 25 |
- HTML: 1,508
- PDF: 1,376
- XML: 19
- Total: 2,903
- Supplement: 216
- BibTeX: 21
- EndNote: 25
Viewed (geographical distribution)
Total article views: 17,910 (including HTML, PDF, and XML)
Thereof 15,989 with geography defined
and 1,921 with unknown origin.
Total article views: 15,007 (including HTML, PDF, and XML)
Thereof 13,623 with geography defined
and 1,384 with unknown origin.
Total article views: 2,903 (including HTML, PDF, and XML)
Thereof 2,366 with geography defined
and 537 with unknown origin.
Country | # | Views | % |
---|
Country | # | Views | % |
---|
Country | # | Views | % |
---|
Total: | 0 |
HTML: | 0 |
PDF: | 0 |
XML: | 0 |
- 1
1
Total: | 0 |
HTML: | 0 |
PDF: | 0 |
XML: | 0 |
- 1
1
Total: | 0 |
HTML: | 0 |
PDF: | 0 |
XML: | 0 |
- 1
1
Cited
101 citations as recorded by crossref.
- Tree islands boost biodiversity in oil-palm plantations R. Nasi 10.1038/d41586-023-01636-3
- Smallholder participation in zero-deforestation supply chain initiatives in the Indonesian palm oil sector: Challenges, opportunities, and limitations M. Eggen et al. 10.1525/elementa.2023.00099
- Oil palm growers' prospects for sustainable oil palm production. A case study from Campeche, Mexico J. Cifuentes-Espinosa et al. 10.1016/j.agsy.2023.103780
- Critical Assessment of Cocoa Classification with Limited Reference Data: A Study in Côte d’Ivoire and Ghana Using Sentinel-2 and Random Forest Model N. Moraiti et al. 10.3390/rs16030598
- The expansion and remaining suitable areas of global oil palm plantations Q. Zhao et al. 10.1017/sus.2024.8
- Moving beyond simplistic representations of land use in conservation T. Kuemmerle 10.1111/conl.13055
- Temporal Subset SBAS InSAR Approach for Tropical Peatland Surface Deformation Monitoring Using Sentinel-1 Data Y. Izumi et al. 10.3390/rs14225825
- Potential for low-emissions oil palm production in Indonesia: insights from spatiotemporal dynamics L. Safitri et al. 10.1088/1748-9326/ad404a
- Global mapping of oil palm planting year from 1990 to 2021 A. Descals et al. 10.5194/essd-16-5111-2024
- Regimes of global and national oil palm cultivations from 2001 to 2018 H. Yu et al. 10.1016/j.gloenvcha.2024.102845
- Global forest management data for 2015 at a 100 m resolution M. Lesiv et al. 10.1038/s41597-022-01332-3
- Projecting global oil palm expansion under zero-deforestation commitments: Direct and indirect land use change impacts F. Leijten et al. 10.1016/j.isci.2023.106971
- High-resolution maps show that rubber causes substantial deforestation Y. Wang et al. 10.1038/s41586-023-06642-z
- Spatially-explicit mapping annual oil palm heights in peninsular Malaysia combining ICESat-2 and stand age data J. Zang et al. 10.1016/j.rse.2023.113693
- Characteristic properties of thermally compressed oil palm wood and its potential for glued laminated timber products J. Tomad et al. 10.1016/j.indcrop.2024.118757
- A Systematic Literature Review and Bibliometric Analysis of Semantic Segmentation Models in Land Cover Mapping S. Ajibola & P. Cabral 10.3390/rs16122222
- Global Natural and Planted Forests Mapping at Fine Spatial Resolution of 30 m Y. Xiao et al. 10.34133/remotesensing.0204
- The human well-being outcomes of tree plantations in sub-Saharan Africa: A reassessment of evidence using longitudinal subnational-year data E. Mensah et al. 10.1016/j.forpol.2023.103141
- Impact of climate change on Southeast Asian natural habitats, with focus on protected areas M. Namkhan et al. 10.1016/j.gecco.2022.e02293
- Does community-based tenure prevent land grabbing? The oil palm case in Mexico A. Castellanos-Navarrete et al. 10.1016/j.apgeog.2024.103413
- Guiding oil palm intensification through a spatial extrapolation domain framework F. Agus et al. 10.1016/j.agsy.2023.103778
- Using high-resolution imagery and deep learning to classify land-use following deforestation: a case study in Ethiopia R. Masolele et al. 10.1080/15481603.2022.2115619
- Small forest patches in West Africa: mapping how they are changing to better inform their conservation V. Wingate et al. 10.1017/S0376892924000171
- Differentiating oil palm plantations from natural forest to improve land cover mapping in Ghana J. Abramowitz et al. 10.1016/j.rsase.2023.100968
- Mapping China’s planted forests using high resolution imagery and massive amounts of crowdsourced samples K. Cheng et al. 10.1016/j.isprsjprs.2023.01.005
- Limited impacts of climatic conditions on commercial oil palm yields in Malaysian plantations S. Fleiss et al. 10.1186/s43170-022-00127-1
- Supporting decision-making by companies in delivering their climate net-zero and nature recovery commitments: Synthesising current information and identifying research priorities in rainforest restoration S. Scriven et al. 10.1016/j.gecco.2022.e02305
- Spatial patterns and drivers of smallholder oil palm expansion within peat swamp forests of Riau, Indonesia J. Zhao et al. 10.1088/1748-9326/ac4dc6
- Spatial heterogeneity in smallholder oil palm production K. Sibhatu et al. 10.1016/j.forpol.2022.102731
- Automatic deforestation driver attribution using deep learning on satellite imagery N. Ramachandran et al. 10.1016/j.gloenvcha.2024.102843
- Forest buffer-strips mitigate the negative impact of oil palm plantations on stream communities O. Rojas-Castillo et al. 10.1016/j.scitotenv.2023.162259
- Impact of Industry 4.0 Technologies on the Oil Palm Industry: A Literature Review M. Akmal et al. 10.1016/j.atech.2024.100685
- Wildfire risk for global wildland–urban interface areas B. Chen et al. 10.1038/s41893-024-01291-0
- The expansion of tree plantations across tropical biomes M. Fagan et al. 10.1038/s41893-022-00904-w
- A global rise in alluvial mining increases sediment load in tropical rivers E. Dethier et al. 10.1038/s41586-023-06309-9
- Land in limbo: Nearly one third of Indonesia’s cleared old-growth forests left idle D. Parker et al. 10.1073/pnas.2318029121
- Unveiling China’s natural and planted forest spatial–temporal dynamics from 1990 to 2020 K. Cheng et al. 10.1016/j.isprsjprs.2024.01.024
- Detecting cocoa plantations in Côte d’Ivoire and Ghana and their implications on protected areas I. Abu et al. 10.1016/j.ecolind.2021.107863
- Smallholder oil palm plantation sustainability assessment using multi-criteria analysis and unmanned aerial vehicles Y. Wong et al. 10.1007/s10661-023-11113-z
- Climate change impacts on tree crop suitability in Southeast Asia J. Appelt et al. 10.1007/s10113-023-02111-5
- A global map of planting years of plantations Z. Du et al. 10.1038/s41597-022-01260-2
- Satellite imagery reveals widespread coconut plantations on Pacific atolls M. Burnett et al. 10.1088/1748-9326/ad8c66
- Leverage points for tackling unsustainable global value chains: market-based measures versus transformative alternatives T. Santika et al. 10.1007/s11625-023-01430-0
- Forest loss in Indonesian New Guinea (2001–2019): Trends, drivers and outlook D. Gaveau et al. 10.1016/j.biocon.2021.109225
- Classification of Coniferous and Broad-Leaf Forests in China Based on High-Resolution Imagery and Local Samples in Google Earth Engine X. Yuan et al. 10.3390/rs15205026
- Mapping hydropower expansion and cash crop dynamics in Colombia using Landsat time series C. Salomão et al. 10.1080/10106049.2024.2322064
- Spatial Database of Planted Trees (SDPT Version 2.0) J. Richter et al. 10.46830/writn.23.00073
- Review of drivers of forest degradation and deforestation in Southeast Asia S. Chen et al. 10.1016/j.rsase.2023.101129
- Harnessing relational values for global value chain sustainability: Reframing the roundtable on sustainable palm oil's offset mechanism to support smallholders C. Gallemore et al. 10.1016/j.ecolecon.2021.107303
- Implications of zero-deforestation palm oil for tropical grassy and dry forest biodiversity S. Fleiss et al. 10.1038/s41559-022-01941-6
- Disentangling the numbers behind agriculture-driven tropical deforestation F. Pendrill et al. 10.1126/science.abm9267
- Landscape heterogeneity and soil biota are central to multi-taxa diversity for oil palm landscape restoration V. Montoya-Sánchez et al. 10.1038/s43247-023-00875-6
- High-resolution global mature and young oil palm plantation subclass maps for 2020 Y. Xu et al. 10.1080/17538947.2023.2220612
- Gridded 5 arcmin datasets for simultaneously farm-size-specific and crop-specific harvested areas in 56 countries H. Su et al. 10.5194/essd-14-4397-2022
- Mapping the diversity of land uses following deforestation across Africa R. Masolele et al. 10.1038/s41598-024-52138-9
- Carbon loss from aboveground woody debris generated through land conversion from a secondary peat swamp forest to an oil palm plantation T. Hirano et al. 10.2480/agrmet.D-22-00003
- The qualified prevalence of natural and planted tropical reforestation S. Sloan 10.1038/s43247-024-01437-0
- Meta‐analysis contrasting freshwater biodiversity in forests and oil palm plantations with and without riparian buffers O. Rojas‐Castillo et al. 10.1111/cobi.14172
- Mapping Cocoa and Assessing Deforestation Risk for the Cocoa Sector in Côte d’Ivoire and Ghana M. Schneider et al. 10.46830/writn.21.00011
- Dietary Fats, Human Nutrition and the Environment: Balance and Sustainability E. Meijaard et al. 10.3389/fnut.2022.878644
- Succinic Acid Production from Oil Palm Biomass: A Prospective Plastic Pollution Solution H. Hariz et al. 10.3390/fermentation9010046
- CROPGRIDS: a global geo-referenced dataset of 173 crops F. Tang et al. 10.1038/s41597-024-03247-7
- Identifying areas where biodiversity is at risk from potential cocoa expansion in the Congo Basin V. Kamath et al. 10.1016/j.agee.2024.109216
- Cropland expansion drives vegetation greenness decline in Southeast Asia R. Zhao et al. 10.5194/bg-21-5393-2024
- Current status of Indonesia’s palm oil products and their competitiveness in the global market F. Setiajiati et al. 10.1088/1755-1315/1379/1/012022
- Feed profile analysis of oil palm‐integrated beef cattle farming systems by metabolic energy budgeting and implications for beef production and pastoral system design J. Gobilik et al. 10.1002/glr2.12044
- RE:Growth—A toolkit for analyzing secondary forest aboveground carbon dynamics in the Brazilian Amazon V. Heinrich et al. 10.3389/ffgc.2023.1230734
- Combining planting trees and natural regeneration promotes long-term structural complexity in oil palm landscapes T. Kikuchi et al. 10.1016/j.foreco.2024.122182
- The carbon sink of secondary and degraded humid tropical forests V. Heinrich et al. 10.1038/s41586-022-05679-w
- Biodiversity Impact Assessment Considering Land Use Intensities and Fragmentation L. Scherer et al. 10.1021/acs.est.3c04191
- Intergovernmental Panel on Climate Change (IPCC) Tier 1 forest biomass estimates from Earth Observation N. Hunka et al. 10.1038/s41597-024-03930-9
- Monitoring direct drivers of small-scale tropical forest disturbance in near real-time with Sentinel-1 and -2 data B. Slagter et al. 10.1016/j.rse.2023.113655
- Deforestation, plantation-related land cover dynamics and oil palm age-structure change during 1990–2020 in Riau Province, Indonesia I. Numata et al. 10.1088/1748-9326/ac8a61
- Mapping Remote Roads Using Artificial Intelligence and Satellite Imagery S. Sloan et al. 10.3390/rs16050839
- Mapping smallholder plantation as a key to sustainable oil palm: A deep learning approach to high-resolution satellite imagery D. Pribadi et al. 10.1016/j.apgeog.2023.102921
- Ecohydrological impacts of oil palm expansion: a systematic review A. Gómez et al. 10.1088/1748-9326/acbc38
- Conversion of rainforest to both traditional and industrial oil palm systems changes the biodiversity, web-building, and prey capture of understory spiders (Liberia, West Africa) M. Pashkevich et al. 10.1016/j.agee.2024.109102
- Deforestation detection using a spatio-temporal deep learning approach with synthetic aperture radar and multispectral images J. Solórzano et al. 10.1016/j.isprsjprs.2023.03.017
- A labelled dataset to classify direct deforestation drivers from Earth Observation imagery in Cameroon A. Debus et al. 10.1038/s41597-024-03384-z
- Sustainable nutrition and the case of vegetable oils to match present and future dietary needs P. Mannucci et al. 10.3389/fpubh.2023.1106083
- Clasificación de cobertura vegetal con resolución espacial de 10 metros en bosques del Caribe colombiano basado en misiones Sentinel 1 y 2 J. Anaya et al. 10.4995/raet.2023.17655
- Mapping global forest regeneration–an untapped potential to mitigate climate change and biodiversity loss P. Ling et al. 10.1088/1748-9326/accfaf
- Regional Analysis for Sustainable Economic Development: A Case Study of Sukamara Regency, Kalimantan Tengah, Indonesia E. Saputra et al. 10.1088/1755-1315/1313/1/012042
- Assessing the changes in river water quality across a land-use change (forest to oil palm plantation) in peninsular Malaysia using the stable isotopes of water and nitrate M. Itoh et al. 10.1016/j.scitotenv.2022.160319
- The socioecological benefits and consequences of oil palm cultivation in its native range: The Sustainable Oil Palm in West Africa (SOPWA) Project M. Pashkevich et al. 10.1016/j.scitotenv.2024.171850
- High-resolution global map of closed-canopy coconut palm A. Descals et al. 10.5194/essd-15-3991-2023
- Large contribution of soil N2O emission to the global warming potential of a large-scale oil palm plantation despite changing from conventional to reduced management practices G. Chen et al. 10.5194/bg-21-513-2024
- Diverse and larger tree islands promote native tree diversity in oil palm landscapes G. Paterno et al. 10.1126/science.ado1629
- Tree islands enhance biodiversity and functioning in oil palm landscapes D. Zemp et al. 10.1038/s41586-023-06086-5
- Distribution of oil palm plantations and their suitability with spatial planning: An assessment in Aceh, Indonesia I. Amri et al. 10.1051/bioconf/20238002006
- Mapping annual center-pivot irrigated cropland in Brazil during the 1985–2021 period with cloud platforms and deep learning X. Liu et al. 10.1016/j.isprsjprs.2023.10.007
- Large-Scale Oil Palm Trees Detection from High-Resolution Remote Sensing Images Using Deep Learning H. Wibowo et al. 10.3390/bdcc6030089
- Transfer-Learning-Based Approach for Yield Prediction of Winter Wheat from Planet Data and SAFY Model Y. Zhao et al. 10.3390/rs14215474
- Forest loss during 2000–2019 in pygmy hippopotamus (Choeropsis liberiensis) habitats was driven by shifting agriculture E. Erazo-Mera et al. 10.1017/S0376892923000310
- Global Human Consumption Threatens Key Biodiversity Areas Z. Sun et al. 10.1021/acs.est.2c00506
- Complexities of sustainable palm oil production by smallholders in sub‐Saharan Africa L. Ayompe et al. 10.1002/sd.2674
- Oil Palm and Machine Learning: Reviewing One Decade of Ideas, Innovations, Applications, and Gaps N. Khan et al. 10.3390/agriculture11090832
- Riparian buffers made of mature oil palms have inconsistent impacts on oil palm ecosystems M. Pashkevich et al. 10.1002/eap.2552
- Sustainable management practices do not reduce oil palm yields on smallholder farms on Borneo S. Gutierrez Al-Khudhairy et al. 10.1080/21683565.2022.2131691
- A map of the extent and year of detection of oil palm plantations in Indonesia, Malaysia and Thailand O. Danylo et al. 10.1038/s41597-021-00867-1
- Agroforestry as Policy Option for Forest-Zone Oil Palm Production in Indonesia E. Purwanto et al. 10.3390/land9120531
94 citations as recorded by crossref.
- Tree islands boost biodiversity in oil-palm plantations R. Nasi 10.1038/d41586-023-01636-3
- Smallholder participation in zero-deforestation supply chain initiatives in the Indonesian palm oil sector: Challenges, opportunities, and limitations M. Eggen et al. 10.1525/elementa.2023.00099
- Oil palm growers' prospects for sustainable oil palm production. A case study from Campeche, Mexico J. Cifuentes-Espinosa et al. 10.1016/j.agsy.2023.103780
- Critical Assessment of Cocoa Classification with Limited Reference Data: A Study in Côte d’Ivoire and Ghana Using Sentinel-2 and Random Forest Model N. Moraiti et al. 10.3390/rs16030598
- The expansion and remaining suitable areas of global oil palm plantations Q. Zhao et al. 10.1017/sus.2024.8
- Moving beyond simplistic representations of land use in conservation T. Kuemmerle 10.1111/conl.13055
- Temporal Subset SBAS InSAR Approach for Tropical Peatland Surface Deformation Monitoring Using Sentinel-1 Data Y. Izumi et al. 10.3390/rs14225825
- Potential for low-emissions oil palm production in Indonesia: insights from spatiotemporal dynamics L. Safitri et al. 10.1088/1748-9326/ad404a
- Global mapping of oil palm planting year from 1990 to 2021 A. Descals et al. 10.5194/essd-16-5111-2024
- Regimes of global and national oil palm cultivations from 2001 to 2018 H. Yu et al. 10.1016/j.gloenvcha.2024.102845
- Global forest management data for 2015 at a 100 m resolution M. Lesiv et al. 10.1038/s41597-022-01332-3
- Projecting global oil palm expansion under zero-deforestation commitments: Direct and indirect land use change impacts F. Leijten et al. 10.1016/j.isci.2023.106971
- High-resolution maps show that rubber causes substantial deforestation Y. Wang et al. 10.1038/s41586-023-06642-z
- Spatially-explicit mapping annual oil palm heights in peninsular Malaysia combining ICESat-2 and stand age data J. Zang et al. 10.1016/j.rse.2023.113693
- Characteristic properties of thermally compressed oil palm wood and its potential for glued laminated timber products J. Tomad et al. 10.1016/j.indcrop.2024.118757
- A Systematic Literature Review and Bibliometric Analysis of Semantic Segmentation Models in Land Cover Mapping S. Ajibola & P. Cabral 10.3390/rs16122222
- Global Natural and Planted Forests Mapping at Fine Spatial Resolution of 30 m Y. Xiao et al. 10.34133/remotesensing.0204
- The human well-being outcomes of tree plantations in sub-Saharan Africa: A reassessment of evidence using longitudinal subnational-year data E. Mensah et al. 10.1016/j.forpol.2023.103141
- Impact of climate change on Southeast Asian natural habitats, with focus on protected areas M. Namkhan et al. 10.1016/j.gecco.2022.e02293
- Does community-based tenure prevent land grabbing? The oil palm case in Mexico A. Castellanos-Navarrete et al. 10.1016/j.apgeog.2024.103413
- Guiding oil palm intensification through a spatial extrapolation domain framework F. Agus et al. 10.1016/j.agsy.2023.103778
- Using high-resolution imagery and deep learning to classify land-use following deforestation: a case study in Ethiopia R. Masolele et al. 10.1080/15481603.2022.2115619
- Small forest patches in West Africa: mapping how they are changing to better inform their conservation V. Wingate et al. 10.1017/S0376892924000171
- Differentiating oil palm plantations from natural forest to improve land cover mapping in Ghana J. Abramowitz et al. 10.1016/j.rsase.2023.100968
- Mapping China’s planted forests using high resolution imagery and massive amounts of crowdsourced samples K. Cheng et al. 10.1016/j.isprsjprs.2023.01.005
- Limited impacts of climatic conditions on commercial oil palm yields in Malaysian plantations S. Fleiss et al. 10.1186/s43170-022-00127-1
- Supporting decision-making by companies in delivering their climate net-zero and nature recovery commitments: Synthesising current information and identifying research priorities in rainforest restoration S. Scriven et al. 10.1016/j.gecco.2022.e02305
- Spatial patterns and drivers of smallholder oil palm expansion within peat swamp forests of Riau, Indonesia J. Zhao et al. 10.1088/1748-9326/ac4dc6
- Spatial heterogeneity in smallholder oil palm production K. Sibhatu et al. 10.1016/j.forpol.2022.102731
- Automatic deforestation driver attribution using deep learning on satellite imagery N. Ramachandran et al. 10.1016/j.gloenvcha.2024.102843
- Forest buffer-strips mitigate the negative impact of oil palm plantations on stream communities O. Rojas-Castillo et al. 10.1016/j.scitotenv.2023.162259
- Impact of Industry 4.0 Technologies on the Oil Palm Industry: A Literature Review M. Akmal et al. 10.1016/j.atech.2024.100685
- Wildfire risk for global wildland–urban interface areas B. Chen et al. 10.1038/s41893-024-01291-0
- The expansion of tree plantations across tropical biomes M. Fagan et al. 10.1038/s41893-022-00904-w
- A global rise in alluvial mining increases sediment load in tropical rivers E. Dethier et al. 10.1038/s41586-023-06309-9
- Land in limbo: Nearly one third of Indonesia’s cleared old-growth forests left idle D. Parker et al. 10.1073/pnas.2318029121
- Unveiling China’s natural and planted forest spatial–temporal dynamics from 1990 to 2020 K. Cheng et al. 10.1016/j.isprsjprs.2024.01.024
- Detecting cocoa plantations in Côte d’Ivoire and Ghana and their implications on protected areas I. Abu et al. 10.1016/j.ecolind.2021.107863
- Smallholder oil palm plantation sustainability assessment using multi-criteria analysis and unmanned aerial vehicles Y. Wong et al. 10.1007/s10661-023-11113-z
- Climate change impacts on tree crop suitability in Southeast Asia J. Appelt et al. 10.1007/s10113-023-02111-5
- A global map of planting years of plantations Z. Du et al. 10.1038/s41597-022-01260-2
- Satellite imagery reveals widespread coconut plantations on Pacific atolls M. Burnett et al. 10.1088/1748-9326/ad8c66
- Leverage points for tackling unsustainable global value chains: market-based measures versus transformative alternatives T. Santika et al. 10.1007/s11625-023-01430-0
- Forest loss in Indonesian New Guinea (2001–2019): Trends, drivers and outlook D. Gaveau et al. 10.1016/j.biocon.2021.109225
- Classification of Coniferous and Broad-Leaf Forests in China Based on High-Resolution Imagery and Local Samples in Google Earth Engine X. Yuan et al. 10.3390/rs15205026
- Mapping hydropower expansion and cash crop dynamics in Colombia using Landsat time series C. Salomão et al. 10.1080/10106049.2024.2322064
- Spatial Database of Planted Trees (SDPT Version 2.0) J. Richter et al. 10.46830/writn.23.00073
- Review of drivers of forest degradation and deforestation in Southeast Asia S. Chen et al. 10.1016/j.rsase.2023.101129
- Harnessing relational values for global value chain sustainability: Reframing the roundtable on sustainable palm oil's offset mechanism to support smallholders C. Gallemore et al. 10.1016/j.ecolecon.2021.107303
- Implications of zero-deforestation palm oil for tropical grassy and dry forest biodiversity S. Fleiss et al. 10.1038/s41559-022-01941-6
- Disentangling the numbers behind agriculture-driven tropical deforestation F. Pendrill et al. 10.1126/science.abm9267
- Landscape heterogeneity and soil biota are central to multi-taxa diversity for oil palm landscape restoration V. Montoya-Sánchez et al. 10.1038/s43247-023-00875-6
- High-resolution global mature and young oil palm plantation subclass maps for 2020 Y. Xu et al. 10.1080/17538947.2023.2220612
- Gridded 5 arcmin datasets for simultaneously farm-size-specific and crop-specific harvested areas in 56 countries H. Su et al. 10.5194/essd-14-4397-2022
- Mapping the diversity of land uses following deforestation across Africa R. Masolele et al. 10.1038/s41598-024-52138-9
- Carbon loss from aboveground woody debris generated through land conversion from a secondary peat swamp forest to an oil palm plantation T. Hirano et al. 10.2480/agrmet.D-22-00003
- The qualified prevalence of natural and planted tropical reforestation S. Sloan 10.1038/s43247-024-01437-0
- Meta‐analysis contrasting freshwater biodiversity in forests and oil palm plantations with and without riparian buffers O. Rojas‐Castillo et al. 10.1111/cobi.14172
- Mapping Cocoa and Assessing Deforestation Risk for the Cocoa Sector in Côte d’Ivoire and Ghana M. Schneider et al. 10.46830/writn.21.00011
- Dietary Fats, Human Nutrition and the Environment: Balance and Sustainability E. Meijaard et al. 10.3389/fnut.2022.878644
- Succinic Acid Production from Oil Palm Biomass: A Prospective Plastic Pollution Solution H. Hariz et al. 10.3390/fermentation9010046
- CROPGRIDS: a global geo-referenced dataset of 173 crops F. Tang et al. 10.1038/s41597-024-03247-7
- Identifying areas where biodiversity is at risk from potential cocoa expansion in the Congo Basin V. Kamath et al. 10.1016/j.agee.2024.109216
- Cropland expansion drives vegetation greenness decline in Southeast Asia R. Zhao et al. 10.5194/bg-21-5393-2024
- Current status of Indonesia’s palm oil products and their competitiveness in the global market F. Setiajiati et al. 10.1088/1755-1315/1379/1/012022
- Feed profile analysis of oil palm‐integrated beef cattle farming systems by metabolic energy budgeting and implications for beef production and pastoral system design J. Gobilik et al. 10.1002/glr2.12044
- RE:Growth—A toolkit for analyzing secondary forest aboveground carbon dynamics in the Brazilian Amazon V. Heinrich et al. 10.3389/ffgc.2023.1230734
- Combining planting trees and natural regeneration promotes long-term structural complexity in oil palm landscapes T. Kikuchi et al. 10.1016/j.foreco.2024.122182
- The carbon sink of secondary and degraded humid tropical forests V. Heinrich et al. 10.1038/s41586-022-05679-w
- Biodiversity Impact Assessment Considering Land Use Intensities and Fragmentation L. Scherer et al. 10.1021/acs.est.3c04191
- Intergovernmental Panel on Climate Change (IPCC) Tier 1 forest biomass estimates from Earth Observation N. Hunka et al. 10.1038/s41597-024-03930-9
- Monitoring direct drivers of small-scale tropical forest disturbance in near real-time with Sentinel-1 and -2 data B. Slagter et al. 10.1016/j.rse.2023.113655
- Deforestation, plantation-related land cover dynamics and oil palm age-structure change during 1990–2020 in Riau Province, Indonesia I. Numata et al. 10.1088/1748-9326/ac8a61
- Mapping Remote Roads Using Artificial Intelligence and Satellite Imagery S. Sloan et al. 10.3390/rs16050839
- Mapping smallholder plantation as a key to sustainable oil palm: A deep learning approach to high-resolution satellite imagery D. Pribadi et al. 10.1016/j.apgeog.2023.102921
- Ecohydrological impacts of oil palm expansion: a systematic review A. Gómez et al. 10.1088/1748-9326/acbc38
- Conversion of rainforest to both traditional and industrial oil palm systems changes the biodiversity, web-building, and prey capture of understory spiders (Liberia, West Africa) M. Pashkevich et al. 10.1016/j.agee.2024.109102
- Deforestation detection using a spatio-temporal deep learning approach with synthetic aperture radar and multispectral images J. Solórzano et al. 10.1016/j.isprsjprs.2023.03.017
- A labelled dataset to classify direct deforestation drivers from Earth Observation imagery in Cameroon A. Debus et al. 10.1038/s41597-024-03384-z
- Sustainable nutrition and the case of vegetable oils to match present and future dietary needs P. Mannucci et al. 10.3389/fpubh.2023.1106083
- Clasificación de cobertura vegetal con resolución espacial de 10 metros en bosques del Caribe colombiano basado en misiones Sentinel 1 y 2 J. Anaya et al. 10.4995/raet.2023.17655
- Mapping global forest regeneration–an untapped potential to mitigate climate change and biodiversity loss P. Ling et al. 10.1088/1748-9326/accfaf
- Regional Analysis for Sustainable Economic Development: A Case Study of Sukamara Regency, Kalimantan Tengah, Indonesia E. Saputra et al. 10.1088/1755-1315/1313/1/012042
- Assessing the changes in river water quality across a land-use change (forest to oil palm plantation) in peninsular Malaysia using the stable isotopes of water and nitrate M. Itoh et al. 10.1016/j.scitotenv.2022.160319
- The socioecological benefits and consequences of oil palm cultivation in its native range: The Sustainable Oil Palm in West Africa (SOPWA) Project M. Pashkevich et al. 10.1016/j.scitotenv.2024.171850
- High-resolution global map of closed-canopy coconut palm A. Descals et al. 10.5194/essd-15-3991-2023
- Large contribution of soil N2O emission to the global warming potential of a large-scale oil palm plantation despite changing from conventional to reduced management practices G. Chen et al. 10.5194/bg-21-513-2024
- Diverse and larger tree islands promote native tree diversity in oil palm landscapes G. Paterno et al. 10.1126/science.ado1629
- Tree islands enhance biodiversity and functioning in oil palm landscapes D. Zemp et al. 10.1038/s41586-023-06086-5
- Distribution of oil palm plantations and their suitability with spatial planning: An assessment in Aceh, Indonesia I. Amri et al. 10.1051/bioconf/20238002006
- Mapping annual center-pivot irrigated cropland in Brazil during the 1985–2021 period with cloud platforms and deep learning X. Liu et al. 10.1016/j.isprsjprs.2023.10.007
- Large-Scale Oil Palm Trees Detection from High-Resolution Remote Sensing Images Using Deep Learning H. Wibowo et al. 10.3390/bdcc6030089
- Transfer-Learning-Based Approach for Yield Prediction of Winter Wheat from Planet Data and SAFY Model Y. Zhao et al. 10.3390/rs14215474
- Forest loss during 2000–2019 in pygmy hippopotamus (Choeropsis liberiensis) habitats was driven by shifting agriculture E. Erazo-Mera et al. 10.1017/S0376892923000310
7 citations as recorded by crossref.
- Global Human Consumption Threatens Key Biodiversity Areas Z. Sun et al. 10.1021/acs.est.2c00506
- Complexities of sustainable palm oil production by smallholders in sub‐Saharan Africa L. Ayompe et al. 10.1002/sd.2674
- Oil Palm and Machine Learning: Reviewing One Decade of Ideas, Innovations, Applications, and Gaps N. Khan et al. 10.3390/agriculture11090832
- Riparian buffers made of mature oil palms have inconsistent impacts on oil palm ecosystems M. Pashkevich et al. 10.1002/eap.2552
- Sustainable management practices do not reduce oil palm yields on smallholder farms on Borneo S. Gutierrez Al-Khudhairy et al. 10.1080/21683565.2022.2131691
- A map of the extent and year of detection of oil palm plantations in Indonesia, Malaysia and Thailand O. Danylo et al. 10.1038/s41597-021-00867-1
- Agroforestry as Policy Option for Forest-Zone Oil Palm Production in Indonesia E. Purwanto et al. 10.3390/land9120531
Latest update: 13 Dec 2024
Short summary
Decision-making for sustainable vegetable oil production requires accurate global oil crop maps. We used high-resolution satellite data to train a deep learning model that accurately classified industrial and smallholder oil palm, the main oil-producing crop. Our results outperformed previous studies and proved the suitability of deep learning for land use mapping. The global oil palm area was 21±0.42 Mha for 2019; however, young and sparse plantations were not included in this estimate.
Decision-making for sustainable vegetable oil production requires accurate global oil crop maps....
Altmetrics
Final-revised paper
Preprint