Estimated carbon dioxide emissions from tropical deforestation improved by carbon-density maps
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Deforestation still represents the main threat to the environment in the Amazon and the major source of greenhouse gas emissions.
“However, deforestation still represents the main threat to the environment in the Amazon and the major source of greenhouse gas emissions (Baccini et al., 2012).”
From Transition in environmental governance in the Brazilian Amazon: emergence of a new pattern of socio-economic development and deforestation (2016) · cites this paper as Baccini et al., 2012
ML can be used to predict the LiDAR's outcome from satellite imagery, and the learned estimator can perform predictions at scale.
“To address this challenge, ML can be used to predict the LiDAR's outcome from satellite imagery [48,599,693].From there, the learned estimator can perform predictions at scale.”
From Tackling climate change with machine learning (2023) · cites this paper as [48]
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- Authors
- Baccini, A., Goetz, S. J., Walker, W. S., Laporte, N. T., Sun, M., Sulla-Menashe, D., Hackler, J., Beck, P. S. A., Dubayah, R., Friedl, M. A., Samanta, S., & Houghton, R. A.
- Affiliations
- Woodwell Climate Research Center (US)
- University of Maryland, College Park (US)
- Boston University (US)
- Corresponding author
- Baccini, A.
- ORCID
- Venue
- Nature Climate Change
- Published
- 2012-01-29
- Volume
- 2
- Issue
- 3
- Pages
- 182-185
- ISSN
- 1758-678X (ISSN-L)
- 1758-6798
- OpenAlex
- W2166394891
- Cited by
- 1,788
- References
- 28
- Citations by year
- 2026: 72 · 2025: 105 · 2024: 109 · 2023: 113 · 2022: 156 · 2021: 198 · 2020: 133 · 2019: 133 · 2018: 156 · 2017: 152 · 2016: 150 · 2015: 103 · 2014: 100 · 2013: 66 · 2012: 41
- FWCI
- 82.25
- Type
- journal article
- Language
- en
- Open access
- closed
- Licence
- www.springer.com/tdm (tdm)
- Locations
- Nature Climate Change (publishedVersion)
- RePEc: Research Papers in Economics (submittedVersion)
- Topics
- Physical Sciences › Environmental Science › Environmental Engineering › Remote Sensing and LiDAR Applications
- Physical Sciences › Environmental Science › Nature and Landscape Conservation › Forest ecology and management
- Physical Sciences › Environmental Science › Global and Planetary Change › Conservation, Biodiversity, and Resource Management
- Keywords
- tropical deforestation, CO2 emissions, aboveground carbon density, carbon stocks, tropical forests, land use change, satellite remote sensing, Brazil, Indonesia
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