RAjO8tdVOl

https://w3id.org/np/RAjO8tdVOla9I77PeXF4iY92ULngrpx5_ZSKFkVrCmsW0

 PICO Research Question: Machine Learning Algorithms for Wildfire Detection and Burned Area Mappin... DescriptiveResearchQ... PICO ▼ comment... approve/disapprove... edit as derived nanopublication... create new with same template...

This is a local identifier minted within the nanopublication. https://w3id.org/np/RAjO8tdVOl...orithms-for-wildfire-detection

machine-learning-algorithms-for-wildfire-detection

http://www.w3.org/1999/02/22-rdf-syntax-ns#type is a http://data.cochrane.org/ontologies/pico/PICO PICO-based research question .

This is a local identifier minted within the nanopublication. https://w3id.org/np/RAjO8tdVOl...orithms-for-wildfire-detection

machine-learning-algorithms-for-wildfire-detection

http://www.w3.org/1999/02/22-rdf-syntax-ns#type is a https://w3id.org/sciencelive/o/terms/DescriptiveResearchQuestion

descriptive research question

.

This is a local identifier minted within the nanopublication. https://w3id.org/np/RAjO8tdVOl...orithms-for-wildfire-detection

machine-learning-algorithms-for-wildfire-detection

http://www.w3.org/2000/01/rdf-schema#label has the label (this is a literal)

"Machine Learning Algorithms for Wildfire Detection and Burned Area Mapping Using Sentinel-2 Imagery: A Systematic Review"

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This is a local identifier minted within the nanopublication. https://w3id.org/np/RAjO8tdVOl...orithms-for-wildfire-detection

machine-learning-algorithms-for-wildfire-detection

http://purl.org/dc/terms/description has the description (this is a literal)

"What machine learning algorithms have been developed and validated for wildfire detection, risk prediction, and burned area mapping using Sentinel-2 imagery, and what are their reported performance metrics, geographic coverage, and application readiness?"

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This is a local identifier minted within the nanopublication. https://w3id.org/np/RAjO8tdVOl...orithms-for-wildfire-detection

machine-learning-algorithms-for-wildfire-detection

http://data.cochrane.org/ontologies/pico/population has This is a local identifier minted within the nanopublication. https://w3id.org/np/RAjO8tdVOl.../population a population .

This is a local identifier minted within the nanopublication. https://w3id.org/np/RAjO8tdVOl.../population The population http://purl.org/dc/terms/description has the description (this is a literal)

"Geographic regions affected by wildfires globally, with focus on areas where Sentinel-2 multispectral imagery has been applied for wildfire-related studies, including Mediterranean Europe, California, Australia, Canada, and other fire-prone ecosystems"

.

This is a local identifier minted within the nanopublication. https://w3id.org/np/RAjO8tdVOl...orithms-for-wildfire-detection

machine-learning-algorithms-for-wildfire-detection

http://data.cochrane.org/ontologies/pico/interventionGroup has This is a local identifier minted within the nanopublication. https://w3id.org/np/RAjO8tdVOl.../interventionGroup an intervention group .

This is a local identifier minted within the nanopublication. https://w3id.org/np/RAjO8tdVOl.../interventionGroup The intervention group http://purl.org/dc/terms/description has the description (this is a literal)

"Machine learning and deep learning algorithms applied to Sentinel-2 multispectral imagery for wildfire applications, including convolutional neural networks (CNN, U-Net, ResNet, EfficientNet), random forest, support vector machines, gradient boosting methods, and attention-based architectures. Includes both uni-temporal and bi-temporal approaches, as well as fusion with Sentinel-1 SAR data"

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This is a local identifier minted within the nanopublication. https://w3id.org/np/RAjO8tdVOl...orithms-for-wildfire-detection

machine-learning-algorithms-for-wildfire-detection

http://data.cochrane.org/ontologies/pico/comparatorGroup has This is a local identifier minted within the nanopublication. https://w3id.org/np/RAjO8tdVOl.../comparatorGroup a comparator group .

This is a local identifier minted within the nanopublication. https://w3id.org/np/RAjO8tdVOl.../comparatorGroup The comparator group http://purl.org/dc/terms/description has the description (this is a literal)

"Different ML/DL architectures compared against each other; comparison of input data configurations (spectral bands, indices, temporal features); validation approaches (cross-validation, independent test sets, spatial holdout); and where available, comparison with traditional remote sensing methods (thresholding, spectral indices)"

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This is a local identifier minted within the nanopublication. https://w3id.org/np/RAjO8tdVOl...orithms-for-wildfire-detection

machine-learning-algorithms-for-wildfire-detection

http://data.cochrane.org/ontologies/pico/outcomeGroup has This is a local identifier minted within the nanopublication. https://w3id.org/np/RAjO8tdVOl.../outcomeGroup an outcome group .

This is a local identifier minted within the nanopublication. https://w3id.org/np/RAjO8tdVOl.../outcomeGroup The outcome group http://purl.org/dc/terms/description has the description (this is a literal)

"Algorithm performance metrics (accuracy, precision, recall, F1-score, IoU, overall accuracy, kappa coefficient), geographic transferability, computational requirements, input data requirements, code and model availability, and operational readiness for wildfire management applications"

.

This is the identifier for the assertion of this nanopublication. https://w3id.org/np/RAjO8tdVOl.../assertion The assertion above http://www.w3.org/ns/prov#wasAttributedTo is attributed to https://orcid.org/0000-0002-1784-2920

Anne Fouilloux

.

This is the identifier for this whole nanopublication. https://w3id.org/np/RAjO8tdVOl... This nanopublication http://purl.org/dc/terms/creator is created by https://orcid.org/0000-0002-1784-2920

Anne Fouilloux

.

This is the identifier for this whole nanopublication. https://w3id.org/np/RAjO8tdVOl... This nanopublication http://purl.org/dc/terms/license is published under the license https://creativecommons.org/licenses/by/4.0/

Attribution 4.0 International (CC BY 4.0)

.

https://orcid.org/0000-0002-1784-2920

Anne Fouilloux

http://xmlns.com/foaf/0.1/name has the name (this is a literal)

"Anne Fouilloux"

.

This is the identifier for this whole nanopublication. https://w3id.org/np/RAjO8tdVOl... This nanopublication http://www.w3.org/2000/01/rdf-schema#label has the label (this is a literal)

"PICO Research Question: Machine Learning Algorithms for Wildfire Detection and Burned Area Mappin..."

.

This is the identifier for this whole nanopublication. https://w3id.org/np/RAjO8tdVOl... This nanopublication date and time when the nanopublication was created http://purl.org/dc/terms/created was created on (this is a literal)

"2026-01-06T10:11:08+00:00"

(xsd:dateTime) .

This is the identifier for this whole nanopublication. https://w3id.org/np/RAjO8tdVOl... This nanopublication links to the assertion template that was used to create this nanopublication https://w3id.org/np/o/ntemplate/wasCreatedFromTemplate was created from the assertion template https://w3id.org/np/RA5e5XeXy_...

RA5e5XeXy_

.

This is the identifier for this whole nanopublication. https://w3id.org/np/RAjO8tdVOl... This nanopublication links to the provenance template that was used to create this nanopublication https://w3id.org/np/o/ntemplate/wasCreatedFromProvenanceTemplate was created from the provenance template https://w3id.org/np/RA7lSq6MuK...

RA7lSq6MuK

.

This is the identifier for this whole nanopublication. https://w3id.org/np/RAjO8tdVOl... This nanopublication links to the publication info template that was used to create this nanopublication https://w3id.org/np/o/ntemplate/wasCreatedFromPubinfoTemplate was created from the publication info template https://w3id.org/np/RA0J4vUn_d...

RA0J4vUn_d

.

This is the identifier for this whole nanopublication. https://w3id.org/np/RAjO8tdVOl... This nanopublication links to the publication info template that was used to create this nanopublication https://w3id.org/np/o/ntemplate/wasCreatedFromPubinfoTemplate was created from the publication info template https://w3id.org/np/RAoTD7udB2...

RAoTD7udB2

.

This is the identifier for this whole nanopublication. https://w3id.org/np/RAjO8tdVOl... This nanopublication links to the publication info template that was used to create this nanopublication https://w3id.org/np/o/ntemplate/wasCreatedFromPubinfoTemplate was created from the publication info template https://w3id.org/np/RAukAcWHRD...

RAukAcWHRD

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This is the identifier for this whole nanopublication. https://w3id.org/np/RAjO8tdVOl... This nanopublication the nanopublication consists of an introduction of the given resource http://purl.org/nanopub/x/introduces introduces This is a local identifier minted within the nanopublication. https://w3id.org/np/RAjO8tdVOl...orithms-for-wildfire-detection

machine-learning-algorithms-for-wildfire-detection

.

This is a local identifier minted within the nanopublication. https://w3id.org/np/RAjO8tdVOl.../sig

sig

http://purl.org/nanopub/x/hasSignatureTarget has as target This is the identifier for this whole nanopublication. https://w3id.org/np/RAjO8tdVOl... this nanopublication .

This is a local identifier minted within the nanopublication. https://w3id.org/np/RAjO8tdVOl.../sig

sig

http://purl.org/nanopub/x/hasAlgorithm has the algorithm (this is a literal)

"RSA"

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This is a local identifier minted within the nanopublication. https://w3id.org/np/RAjO8tdVOl.../sig

sig

http://purl.org/nanopub/x/hasPublicKey has the public key (this is a literal)

"MIIBIjANBgkqhkiG9w0BAQEFAAOCAQ8AMIIBCgKCAQEAosxbitQQzLXi1949Zd9JmSkGfYHHlj/CZZ7iiYs1TrZ5/Jk/wGA7kHEv7f9NtsinOdBo9EtHj/jgHE5W2Vv404JbOAY280PvH5Jns5ObWdVZmtHeCw0ZIdPEqNrurrEweKhzcTJW/YRpYWPwVPo47XyIW6IAcmx6gfdtmdPddMpplqExrP6G99ksXfXlZI0InQtZJRSGK5lYLLNzaofFtupPI5OAAGjooDyHijp0Ap2HIXH6WpO4S44cFPKU34pH2xhIY4/XT5DG1X5UoiVHs2Yoo30BHFudj/kAFwdzcy6Yh4tMDaB3ox6p7pi267d7n0y7kypC0Nt+hfgHQ1FpgwIDAQAB"

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This is a local identifier minted within the nanopublication. https://w3id.org/np/RAjO8tdVOl.../sig

sig

http://purl.org/nanopub/x/hasSignature has the signature (this is a literal)

"KpV6CO4JE6MBySWTsHULx3ctMFogFcuRKb5/7ECwxqXmMzExpw7yiqwkT7QiJMUEXjXdtUNZUWtqbYC+tVvE69m0RibQyOqNauqY1YSLnN3I+0lh05ZObBHQGcWiedQgPFw2zf9eeVSWtVFRA51PNK0LE7Ed1x/bhVWprNTymwd3GmJ1n98hSTAJv5TujRtZEHPB8693rg/mCVirI7Zp60H+yG8AxwckKKXn0fwS0+cNbFpPE2IBzPnUEiuQy9Q74UQwqhAZ8tYG90kugEGDiJq6gZIIjO0eZlOXIZYGUliS9v3dgUO8HqPlk1+acWouH1oRk5tJ4urV75k7C/J56g=="

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This is a local identifier minted within the nanopublication. https://w3id.org/np/RAjO8tdVOl.../sig

sig

http://purl.org/nanopub/x/signedBy is signed by https://orcid.org/0000-0002-1784-2920

Anne Fouilloux

.

This is the identifier for this whole nanopublication. https://w3id.org/np/RAjO8tdVOl... This nanopublication http://purl.org/nanopub/x/wasCreatedAt was created at https://nanodash.knowledgepixels.com/

nanodash.knowledgepixels.com

.

Anne Fouilloux, 6 Jan 2026, 10:11:08 UTC

References