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  1. Journal Article

Mining global soil carbon datasets: can modern machine learning uncover the missing pieces of process-based models?

https://repository.ffpri.go.jp/records/2006400
https://repository.ffpri.go.jp/records/2006400
c239a735-e543-4f08-a00b-f47bcd7a8295
Name / File License Actions
FR2025-09-01V.pdf FR2025-09-01V.pdf (463 KB)
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Item type デフォルトアイテムタイプ(シンプル)_学術雑誌論文(1)
PubDate 2025-10-16
Title
Title Mining global soil carbon datasets: can modern machine learning uncover the missing pieces of process-based models?
Language en
Creator Hashimoto Shoji

× Hashimoto Shoji

ORCID 0000-0003-3022-7495

en Hashimoto Shoji

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Bruni Elisa

× Bruni Elisa

ORCID 0000-0001-8074-0516

en Bruni Elisa

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Ťupek Boris

× Ťupek Boris

en Ťupek Boris

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Yamashita Naoyuki

× Yamashita Naoyuki

ORCID 0000-0003-3398-6825

en Yamashita Naoyuki

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Toriyama Jumpei

× Toriyama Jumpei

ORCID 0000-0001-8061-6398

en Toriyama Jumpei

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Mori Taiki

× Mori Taiki

en Mori Taiki

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Imaya Akihiro

× Imaya Akihiro

ORCID 0009-0003-5727-2154

en Imaya Akihiro

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Guenet Bertrand

× Guenet Bertrand

en Guenet Bertrand

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Ito Akihiko

× Ito Akihiko

ORCID 0000-0001-5265-0791

en Ito Akihiko

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Lehtonen Aleksi

× Lehtonen Aleksi

ORCID 0000-0003-1388-0388

en Lehtonen Aleksi

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Access Rights
Access Rights open access
Rights
Rights © 2025 The Authors. Published by IOP Publishing Ltd
Rights
Rights Resource https://creativecommons.org/licenses/by/4.0/
Rights Creative Commons Attribution 4.0 International
Keyword
Subject global soil carbon modelling, machine learning, data-mining, global soil carbon map
Publisher
Publisher IOP Publishing
Language
Language eng
Resource Type
Resource Type(Simple) journal article
Version Type
Version Type VoR
Version Type Resource http://purl.org/coar/version/c_970fb48d4fbd8a85
Relation
Relation Type isIdenticalTo
Identifier Type DOI
Related Identifier https://doi.org/10.1088/1748-9326/adfe83
Funding Reference
Funder Identifier Type ROR
Funder Identifier https://ror.org/00hhkn466
Funder Name Japan Society for the Promotion of Science (JSPS)
Funding Stream Grants-in-Aid for Scientific Research (KAKENHI)
Award Number Type JGN
Award Number JP19H03008
Award Number URI https://kaken.nii.ac.jp/grant/KAKENHI-PROJECT-19H03008/
Award Title Upscaling of soil greenhouse gas fluxes using a high-precision resolution digital 3D map
Funding Reference
Funder Identifier Type ROR
Funder Identifier https://ror.org/00hhkn466
Funder Name Japan Society for the Promotion of Science (JSPS)
Funding Stream Grants-in-Aid for Scientific Research (KAKENHI)
Award Number Type JGN
Award Number JP21H03580
Award Number URI https://kaken.nii.ac.jp/grant/KAKENHI-PROJECT-21H03580/
Award Title Improvement of soil carbon turnover rate of terrestrial models
Funding Reference
Funder Identifier Type ROR
Funder Identifier https://ror.org/00hhkn466
Funder Name Japan Society for the Promotion of Science (JSPS)
Funding Stream Grants-in-Aid for Scientific Research (KAKENHI)
Award Number Type JGN
Award Number JP23K23665
Award Number URI https://kaken.nii.ac.jp/grant/KAKENHI-PROJECT-23K23665/
Award Title Creation of a set of soil property maps using proximity and satellite sensing and deep learning
Funding Reference
Funder Identifier Type ROR
Funder Identifier https://ror.org/00hhkn466
Funder Name Japan Society for the Promotion of Science (JSPS)
Funding Stream Grants-in-Aid for Scientific Research (KAKENHI)
Award Number Type JGN
Award Number JP24K01818
Award Number URI https://kaken.nii.ac.jp/grant/KAKENHI-PROJECT-24K01818/
Award Title Ten thousand years of carbon emission and removal history in soil: An estimate by modelling surface carbon dynamics in mountainous regions of Japan
Funding Reference
Funder Identifier Type ROR
Funder Identifier https://ror.org/00hhkn466
Funder Name Japan Society for the Promotion of Science (JSPS)
Funding Stream Grants-in-Aid for Scientific Research (KAKENHI)
Award Number Type JGN
Award Number JP24K01817
Award Number URI https://kaken.nii.ac.jp/grant/KAKENHI-PROJECT-24K01817/
Award Title Exploring the impacts of global forest land use change on soil carbon
Funding Reference
Funder Identifier Type ROR
Funder Identifier https://ror.org/01c9agy38
Funder Name Environmental Restoration and Conservation Agency of Japan (ERCA)
Funding Stream Environment Research and Technology Development Fund
Award Number Type JGN
Award Number JPMEERF24S12208
Funding Reference
Funder Identifier Type ROR
Funder Identifier https://ror.org/01c9agy38
Funder Name Environmental Restoration and Conservation Agency of Japan (ERCA)
Funding Stream Environment Research and Technology Development Fund
Award Number Type JGN
Award Number JPMEERF25S12423
Funding Reference
Funder Identifier Type ROR
Funder Identifier https://ror.org/00k4n6c32
Funder Name European Commission
Funding Stream EU Horizon 2020
Award Number 101000289
Award Number URI https://doi.org/10.3030/101000289
Award Title Holistic management practices, modelling and monitoring for European forest soils
Funding Reference
Funder Name Partnership for Research and Innovation in the Mediterranean Area (PRIMA)
Funding Stream Partnership for Research and Innovation in the Mediterranean Area (PRIMA)
Award Number 2211
Award Title Soil Health and Agriculture Resilience through an Integrated Geographical information systems of Mediterranean Drylands
Source Identifier
Source Identifier Type EISSN
Source Identifier 1748-9326
Bibliographic Information en : Environmental Research Letters

Volume Number 20, Issue Number 10, p. 101003, Issue Date 2025-09-02
Reference Number
FR2025-09-01
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