ADEME, Guide pour la détermination des valeurs de fonds dans les sols - échelle d'un territoire. ADEME Editions. Collection expertise. 2018, 141 (in French).
ADEME, Guide pour la détermination des valeurs de fonds dans les sols - échelle d'un site. ADEME Editions. Collection expertise. 2018, 133 (in French).
ADEME, L'outil ALDO, pour une première estimation de la séquestration carbone dans les sols et la biomasse. Tool and manual available on https://www.territoires-climat.ademe.fr/actualite/loutil-aldo-pour-une-premiere-estimation-de-la-sequestration-carbone-dans-les-sols-et-la-biomasse, 2019.
ADEME – GIS Sol, Organic Carbon in Soils: Meeting Climate Change and Food Security Challenges. ADEME Editions, 2015, 32.
AFNOR, Qualité des sols. Recueil des normes françaises1996, 3e éd., 1996, AFNOR, Paris, 533.
Arrouays, D., Vion, I., Kicin, J.L., Spatial analysis and modeling of topsoil carbon storage in forest humic loamy soils of France. Soil Sci. 159 (1995), 191–198.
Arrouays, D., Jolivet, C., Boulonne, L., Bodineau, G., Saby, N., Grolleau, E., A new initiative in France: a multi-institutional soil quality monitoring network. Comptes Rendus de l'Académie d'Agriculture de France 88 (2002), 93–105.
Arrouays, D., Grundy, M.G., Hartemink, A.E., Hempel, J.W., Heuvelink, G.B.M., Hong, S.Y., Lagacherie, P., Lelyk, G., McBratney, A.B., McKenzie, N.J., Mendonça-Santos, M.D., Minasny, B., Montanarella, L., Odeh, I.O.A., Sanchez, P.A., Thompson, J.A., Zhang, G.-L., GlobalSoilMap: towards a fine-resolution global grid of soil properties. Adv. Agron. 125 (2014), 93–134.
Arrouays, D., Leenaars, J., Richer-de-Forges, A.C., Adhikari, K., Ballabio, C., Greve, M., Grundy, M., Guerrero, E., Hempel, J., Hengl, T., Heuvelink, G., Batjes, N., Carvalho, E., Hartemink, A., Hewitt, A., Hong, S.-Y., Krasilnikov, P., Lagacherie, P., Lelyk, G., Libohova, Z., Lilly, A., McBratney, A., Mckenzie, N., Vasques, G., Mulder, V.L., Minasny, B., Montanarella, L., Odeh, I., Padarian, J., Poggio, L., Roudier, P., Saby, N., Savin, I., Searle, R., Stolbovoy, V., Thompson, J., Smith, S., Sulaeman, Y., Vintila, R., Viscarra Rossel, R., Wilson, P., Zhang, G.-L., Swerts, M., van Oorts, K., Karklins, A., Feng, L., Ibelles Navarro, A.R., Levin, A., Laktionova, T., Dell'Acqua, M., Suvannang, N., Ruam, W., Prasad, J., Patil, N., Husnjak, S., Pásztor, L., Okx, J., Hallet, S., Keay, C., Farewell, T., Lilja, H., Juilleret, J., Marx, S., Takata, Y., Kayusuki, Y., Mansuy, N., Panagos, P., van Liedekerke, M., Skalsky, R., Sobocka, J., Kobza, J., Eftekhari, K., Kazem Alavipanah, S., Moussadek, R., Badraoui, M., da Silva, M., Paterson, G., da Conceição Gonçalves, M., Theocharopoulos, S., Yemefack, M., Tedou, S., Vrscaj, B., Grob, U., Kozak, J., Boruvka, L., Dobos, E., Taboada, M., Moretti, L., Rodriguez, D., Soil legacy data rescue via GlobalSoilMap and other international and national initiatives. GeoRes. J. 14 (2017), 1–19.
Arrouays, D., Richer-de-Forges, A.C., Roudier, P., Poggio, P., Mulder, V.L., Libohova, Z., Cristine, M., Carré, F., Bouma, J., McBratney, A.B., Impressions of digital soil maps: the good, the not so good, and making them ever better. Geoderma Reg., 21, 2020, e000265.
Bouchez, T., Blieux, A.L., Dequiedt, S., Domaizon, I., Dufresne, A., Ferreira, S., Godon, J.J., Hellal, J., Joulian, C., Quaiser, A., Martin-Laurent, F., Mauffret, A., Monier, J.M., Peyret, P., Schmitt-Koplin, P., Sibourg, O., D'oiron, E., Bispo, A., Deportes, I., Grand, C., Cuny, P., Maron, P.A., Ranjard, L., Molecular microbiology for environmental diagnosis. Environ. Chem. Lett. 14 (2016), 423–441.
Bouma, J., How to communicate soil expertise more effectively in the information age when aiming at the UN sustainable development goals. Soil Use Manag. 35 (2019), 32–38.
Bourennane, H., King, D., Using multiple external drifts to estimate a soil variable. Geoderma. 114:1/2 (2003), 1–18.
Bourennane, H., King, D., Chéry, P., Bruand, A., Improving the kriging of a soil variable using slope gradient as external drift. Eur. J. Soil Sci. 47:4 (1996), 473–483.
Bourennane, H., Salvador-Blanes, S., King, D., Scale of spatial dependence between chemical properties of topsloi and subsoil over a geologically contrasted area (massif central, France). Geoderma. 112:3/4 (2003), 235–251.
Bouthier, A., Réserve Utile des sols – une variable déterminante à mieux évaluer. Perspectives Agricoles 425 (2015), 62–63 (in French).
Bruand, A., Tessier, D., Water retention properties of the clay in soils developed on clayey sediments: significance of parent material and soil history. Eur. J. Soil Sci. 51 (2000), 679–688.
Bruand, A., Pérez Fernàndez, P., Duval, O., Use of class pedotransfer functions based on texture and bulk density of clods to generate water retention curves. Soil Use Manag. 19 (2003), 232–242.
Bruand, A., Duval, O., Cousin, I., Estimation des propriétés de rétention en eau des sols à partir de la base de données SOLHYDRO: Une première proposition combinant le type d'horizon, sa texture et sa densité apparente. Etude et Gestion des Sols. 11:3 (2004), 323–334 (in French).
Cannavacciulo, M., Cassagne, N., Riou, V., Mulliez, P., Chemidlin, N., Dequiedt, S., Villenave, C., Cérémonie, H., Cluzeau, D., Cylly, D., Vian, J.-F., Peigné, J., Gontier, L., Fourrié, L., Maron, P.A., D'oiron Verame, E., Ranjard, L., Validation d'un tableau de bord d'indicateurs sur un réseau national de fermes en grande culture et en viticulture pour diagnostiquer la qualité biologique des sols agricoles. Innov. Agronomiques 55 (2017), 41–54 (in French).
Caria, G., Arrouays, D., Dubromel, E., Jolivet, C., Ratié, C., Bernoux, M., Barthes, B.G., Brunet, D., Grinand, C., Black carbon estimation in French calcareous soils using chemo-thermal oxidation method. Soil Use Manag. 27:3 (2011), 333–339.
Caudeville, J., Caractériser les inégalités environnementales. Eloi Laurent (dir.), Vers légalité des territoires – Dynamiques, mesures, politiques, Rapport pour le Ministère de l’égalité des territoires et du logement, 2013, XX (in French).
Caudeville, J., Exemples de dispositifs d’évaluation des inégalités environnementales de santé : Méthodologie et premiers résultats de la plateforme française PLAINE. Annales des Mines - Responsabilité et environnement. N, 79, 2015 (in French).
Caudeville, J., Ioannidou, D., Boulvert, E., Bonnard, R., Cumulative risk assessment in the Lorraine region: A framework to characterize environmental health inequalities. Int. J. Environ. Res. Public Health, 14(3), 2017, 291.
Cerdan, O., Le Bissonnais, Y., Souchère, V., King, C., Antoni, V., Surdyk, N., Dubus, I., Arrouays, D., Desprats, J.F., Guide méthodologique pour un zonage départemental de l’érosion des sols. Rapport n°3 : synthèse et recommandations générales. BRGM/RP-55104-FR. 2006, 87 (in French).
CGDD/SOeS, L'environnement en France - Édition 2014. Chapitre « Les sols ». Collection Références. 104, 2014, 77–88 (in French).
CGDD/SOeS, Sols et environnement: chiffres-clés, édition 2015. Collection Repères. 2015, 104 (in French).
Chabrillat, S., Ben-Dor, E., Cierniewski, J., Gomez, C., Schmid, T., van Wesemael, B., Imaging spectroscopy for soil mapping and monitoring. Surv. Geophys. 40:3 (2019), 361–399.
Chaplot, V., Walter, C., Curmi, P., Improving soil hydromorphy prediction according to DEM resolution and available pedological data. Geoderma 97:3/4 (2000), 405–422.
Chen, S., Arrouays, D., Angers, D.A., Chenu, C., Barré, P., Martin, M.P., Saby, N.P.A., Walter, C., National estimation of soil organic carbon storage potential for arable soils: A data-driven approach coupled with carbon-landscape zones. Sci. Total Environ. 666 (2019), 355–367.
Chen, S., Mulder, V.L., Martin, M.P., Walter, C., Lacoste, M., Richer-de-Forges, A.C., Saby, N.P.A., Loiseau, T., Hu, B., Arrouays, D., Probability mapping of soil thickness by random survival forest at a national scale. Geoderma. 344 (2019), 184–194.
Citepa, Rapport Ominea - Organisation et méthodes des inventaires nationaux des émissions atmosphériques en France. https://www.citepa.org/images/III-1_Rapports_Inventaires/OMINEA_2017.pdf, 2017, 838 (in French).
Cotching, W.E., Kidd, D.B., Soil quality evaluation and the interaction with land use and soil order in Tasmania, Australia. Agric. Ecosyst. Environ. 137:3/4 (2010), 358–366.
de Loire, Dreal Centre-Val, Le sol, des avancées dans la connaissance. Collection Les synthèses du profil environnemental régional. 2015, 13 (in French).
de Loire, Dreal Centre-Val, Sol et sous-sol: supports des activités humaines. Collection Les cahiers cartographiques du profil environnemental régional. 2015, 14 (in French).
Denoroy, P., Dubrulle, P., Villette, C., Colomb, C., REGIFERT. Interpréter les résultats des analyses de terre. INRA éditions, Collection techniques et pratiques, Paris (France), 2004, 132 (in French).
Dequiedt, S., Saby, N.P.A., Lelievre, M., Jolivet, C., Thioulouse, J., Toutain, B., Arrouays, D., Bispo, A., Lemanceau, P., Ranjard, L., Biogeographical patterns of soil molecular microbial biomass as influenced by soil characteristics and management. Glob. Ecol. Biogeogr. 20 (2011), 641–652.
Dominati, E., Patterson, M., Mackay, A., A framework for classifying and quantifying the natural capital and ecosystem services of soils. Ecol. Econ. 69:9 (2010), 1858–1868.
Duffera, M., White, J.G., Weisz, R., Spatial variability of Southeastern US coastal plain soil physical properties: implications for site-specific management. Geoderma. 137:3–4 (2007), 327–339.
Duparque, A., Godard, A., Scheurer, O., van Dijk, P., Vandewalle, F., Martin, P., Sagot, S., Fort, J.-L., Mata, L., Guichard, L., Mary, B., Piskiewicz, N., Rosenfelder, C., Saby, N., Vigot, M., Eglin, T., Projet ABC'Terre : Atténuation du Bilan de gaz à effet de serre et stockage de carbone organique dans les sols agricoles à l’échelle d'un territoire. ADEME Editions, 2016, 69 (in French).
EEA and JRC, State of the environment: state and outlook. Soil., 2010, 2010, 48, 10.2800/58866 Soil https://esdac.jrc.ec.europa.eu/Library/JRC_SOIL/SOER2010/Docs/Soil.pdf.
Follain, S., Schvartz, C., Denoroy, P., Villette, C., Arrouays, D., Walter, C., Lemercier, B., Saby, N.P.A., From quantitative to agronomic assessment of soil available phosphorus content of French arable topsoils. Agron. Sustain. Dev. 29 (2009), 371–380.
Fortes, R., Millan, S., Prieto, M.H., Campillo, C., A methodology based on apparent electrical conductivity and guided soil samples to improve irrigation zoning. Precis. Agric. 16:4 (2015), 441–454.
Gip Bretagne Environnement, La biodiversité des sols bretons. Dossier n°12, novembre 2016. 2016, 13 (in French).
Goge, F., Gomez, C., Jolivet, C., Joffre, R., Which strategy is best to predict soil properties of a local site from a national Vis-NIR database?. Geoderma. 213 (2014), 1–9.
Gomez, C., Oltra-Carrio, R., Bacha, S., Lagacherie, P., Briottet, X., Evaluating the sensitivity of clay content prediction to atmospheric effects and degradation of image spatial resolution using Hyperspectral VNIR/SWIR imagery. Remote Sens. Environ. 164 (2015), 1–15.
Gomez, C., Dharumarajan, S., Feret, J.B., Lagacherie, P., Ruiz, L., Sekhar, M., Use of Sentinel-2 time-series images for classification and uncertainty analysis of inherent biophysical property: case of soil texture mapping. Remote Sens., 11(5), 2019, 565.
Goulard, M., Voltz, M., Linear coregionalization models – tools for estimation and choice of cross-variogram matrix. Math. Geol. 24:3 (1992), 269–286.
Grinand, C., Arrouays, D., Laroche, B., Martin, M.P., Extrapolating regional soil landscapes from an existing soil map: sampling intensity, validation procedures, and integration of spatial context. Geoderma. 143 (2008), 180–190.
Hengl, T., de Jesus, J.M., MacMillan, R.A., Batjes, N.H., Heuvelink, G.B.M., Ribeiro, E., Samuel-Rosa, A., Kempen, B., Leenaars, J.G.B., Walsh, M.G., Gonzalez, M.R., Gonzalez, M., SoilGrids1km-global soil information based on automated mapping. PLosOne, 9, 2014, 8, 10.1371/journal.pone.0105992.
Horrigue, W., Dequiedt, S., Chemidlin Prévost-Bouré, N., Jolivet, C., Saby, N.P.A., Arrouays, D., Bispo, A., Maron, P.A., Ranjard, L., Predictive model of soil molecular microbial biomass. Ecol. Indic. 64 (2016), 203–211.
Ifen, Le stock de carbone dans les sols agricoles diminue. Le 4 pages Ifen. Numéro 121. Novembre 2007. 2007 (in French).
IPBES, Summary for policymakers of the global assessment report on biodiversity and ecosystem services of the Intergovernmental Science-Policy Platform on Biodiversity and Ecosystem Services. Díaz, S., Settele, J., Brondizio, E.S., Ngo, H.T., Guèze, M., Agard, J. Zayas, C.N., (eds.) IPBES secretariat, Bonn, Germany, 2019, 44.
IUSS Working Group WRB, World Reference Base for soil resources 2014, update 2015. International Soil Classification System for Naming Soils and Creating Legends for Soil Maps. World Soil Resources Reports No. 106, 2015, FAO, Rome.
Jenny, H., Factors of Soil Formation A System of Quantitative Pedology. 1941, Dover Publications, New York, 281.
Jones, R.J.A., van Diepen, K., van Orshoven, J., Confalonieri, R., Scientific contribution on combining biophysical criteria underpinning the delineation of agricultural areas affected by specific constraints. Scientific and Technical Research Reports: Report EUR 26940 EN, 2014, EC-JRC Publications Office, 85.
Karimi, B., Terrat, S., Dequiedt, S., Saby, N.P.A., Horrigue, W., Lelievre, M., Nowak, V., Jolivet, C., Arrouays, D., Wincker, P., Cruaud, C., Bispo, A., Maron, P.A., Chemidlin-Prevost Boure, N., Ranjard, L., Biogeography of soil bacteria and Archaea across France. Sci. Adv., 4(7), 2018, 10.1126/sciadv.aat1808 eaat1808.
Karimi, B., Terrat, S., Dequiedt, S., Jolivet, C., Arrouays, D., Wincker, P., Cruaud, C., Bispo, A., Chemidlin-Prevost Boure, N., Ranjard, L., Biogeography of soil bacterial networks along a gradient of cropping intensity. Nat. Sci. Rep. Nat., 9, 2019, 3812.
Keesstra, S.D., Bouma, J., Wallinga, J., Tittonell, P., Smith, P., Cerda, A., Montanarella, L., Quinton, J.N., Pachepsky, Y., van der Putten, W.H., Bardgett, R.D., Moolenaar, S., Mol, G., Jansen, B., Fresco, L.O., The significance of soils and soil science towards realization of the United Nations sustainable development goals. Soil. 2:2 (2016), 111–128.
Keller, C., Ambrosi, J.P., Rabot, E., Robert, S., Lambert, M.L., Criquet, S., Ajmone Marsan, F., Biasioli, M., Soil quality assessment for spatial planning in urban and Peri-urban areas - municipalities of Gardanne and Rousset (southern France). Bulletin of the European Land and Soil Alliance Local Land and Soil News 40/41 (2012), 12–14.
Kidd, D.B., Malone, B.P., McBratney, A.B., Minasny, B., Webb, M.A., Digital mapping of a soil drainage index for irrigated enterprise suitability in Tasmania, Australia. Soil Res. 52:2 (2014), 107–109.
Kidd, D.B., Webb, M., Malone, B., Minasny, B., McBratney, A.B., Digital soil assessment of agricultural suitability, versatility and capital in Tasmania. Australia Geoderma Reg. 6 (2015), 7–21.
Koch, A., McBratney, A., Adams, M., Field, D., Hill, R., Crawford, J., Minasny, B., Lal, R., Abbott, L., O'Donnell, A., Angers, D., Baldock, J., Barbier, E., Binkley, D., Parton, W., Wall, D.H., Bird, M., Bouma, J., Chenu, C., Butler Flora, C., Goulding, K., Grunwald, S., Hempel, J., Jastrow, J., Lehmann, J., Lorenz, K., Morgan, C.L., Rice, C.W., Whitehead, D., Young, I., Zimmermann, M., Soil security: solving the global soil crisis. Global Pol. 4:4 (2014), 434–441.
Kuhn, M., Weston, S., Keefer, C., Coulter, N., Cubist: Rule- and Instance-Based Regression Modeling. 2014 (R package version).
Labidi, A., Bouthier, A., Cousin, I., Comment évaluer simplement la Réserve Utile d'un sol ? Confrontation de modèles d'estimation des teneurs en eau des 2 bornes de la RU utilisant des caractéristiques du sol couramment mesurées. Newsletter, GIS GCHP2E, 2017 https://www.gchp2e.fr/Bourse-de-stages/Bilan-des-stages-soutenus-par-le-GIS-GC-HP2E-en-2015-2016 (In French).
Lacoste, M., Mulder, V.L., Richer-de-Forges, A.C., Martin, M.P., Arrouays, D., Evaluating large-extent spatial modelling approaches: a case study for total soil depth for France. Geoderma Reg. 7 (2016), 137–152.
Lagacherie, P., Voltz, M., Predicting soil properties over a region using sample information from a mapped reference area and digital elevation data: a conditional probability approach. Geoderma. 97:3/4 (2000), 187–208.
Lagacherie, P., Legros, J.-P., Burrough, P.A., A soil survey procedure using the knowledge of soil pattern established in a previously mapped reference area. Geoderma. 65:3/4 (1995), 283–301.
Lalu, R., Impact des incertitudes relatives à l'estimation des réserves en eau des sols d'un territoire sur les sorties de simulation d'un modèle de gestion quantitative territoriale de l'eau. Mémoire de fin d’étude. Université ?. 2017 (in French).
Landre, A., Saby, N.P.A., Barthès, B.G., Ratié, C., Guérin, A., Etayo, A., Minasny, B., Bardy, M., Meunier, J.-D., Cornu, S., Prediction of total silicon concentrations in French soils using pedotransfer functions from mid-infrared spectrum and pedological attributes. Geoderma. 331 (2018), 70–80.
Lemercier, B., Gaudin, L., Walter, C., Aurousseau, P., Arrouays, D., Schvartz, C., Saby, N.P.A., Follain, S., Abrassart, J., Soil phosphorus monitoring at the regional level by means of a soil test database. Soil Use Manag. 24 (2008), 131–138.
Li, N., Zhao, X.Y., Wang, J., Sefton, M., Triantafilis, J., Digital soil mapping based site-specific nutrient management in a sugarcane field in Burdekin. Geoderma. 340 (2019), 38–48.
Lo, T., Heeren, D.M., Mateos, L., Luck, J.D., Martin, D.L., Miller, K.A., Barker, J.B., Shaver, T.M., Field characterization of field capacity and root zone available water capacity for variable rate irrigation. Appl. Eng. Agric. 33:4 (2017), 559–572.
Loiseau, T., Chen, S., Mulder, V.L., Román Dobarco, M., Richer-de-Forges, A.C., Lehmann, S., Bourenanne, H., Saby, N.P.A., Martin, M.P., Vaudour, E., Gomez, C., Lagacherie, P., Arrouays, D., Satellite data integration for soil clay content modelling, at a national scale. Int. J. Appl. Earth Obs. Geoinf., 82, 2019, 10.1016/j.jag.2019.101905.
Marchant, B.P., Saby, N.P.A., Lark, R.M., Bellamy, P.H., Jolivet, C., Arrouays, D., Robust prediction of soil properties at the national scale: cadmium content of French soils. Eur. J. Soil Sci. 61:1 (2010), 144–152.
Marchant, B.P., Saby, N.P.A., Arrouays, D., A survey of topsoil arsenic and mercury concentrations accross France. Chemosphere. 181 (2017), 635–644.
McBratney, A.B., Mendonça Santos, M.L., Minasny, B., On digital soil mapping. Geoderma. 117:1/2 (2003), 2–52.
McBratney, A.B., Field, D.J., Koch, A., The dimensions of soil security. Geoderma 213 (2014), 203–213.
MEDDE and Gis Sol, Guide pour l'identification et la délimitation des sols de zones humides. Ministère de l’Écologie, du Développement Durable et de l’Énergie, 2013, Scientifique Sol, Groupement d'Intérêt, 63 (in French).
MEDTL, Stratégie nationale pour la biodiversité 2011-2020. Texte Intégral., 2010, 60 (see http://www.naturefrance.fr/ (accessed 28 August 2019)). (in French).
Meersmans, J., Martin, M.P., Lacarce, E., De Baets, S., Jolivet, C., Boulonne, L., Lehmann, S., Saby, N.P.A., Bispo, A., Arrouays, D., A high resolution map of French soil organic carbon. Agron. Sustain. Dev. 32:4 (2012), 841–851.
Minasny, B., McBratney, A.B., Digital soil mapping: a brief history and some lessons. Geoderma. 264 (2016), 301–311.
Minasny, B., Malone, B.P., McBratney, A.B., Digital soil assessments and beyond. Proceedings of the 5th Global Workshop on Digital Soil Mapping, 2012, Sydney Australia, CRC Press, London, 472.
MTES, Guide de valorisation hors site des terres excavées issues de sites et sols potentiellement pollués dans des projets d'aménagement. MTES - Ministère de la transition écologique et solidaire, 2017 (in French).
Mulder, V.L., Lacoste, M., Martin, M.P., Richer-de-Forges, A.C., Arrouays, D., Understanding large-extent controls of soil organic carbon storage in relation to soil depth and soil-landscape systems. Glob. Biogeochem. Cycles 29:8 (2015), 1210–1229.
Mulder, V.L., Lacoste, M., Richer-de-Forges, A.C., Martin, M.P., Arrouays, D., National versus global modelling the 3D distribution of soil organic carbon in mainland France. Geoderma 263 (2016), 16–34, 10.1016/j.geoderma.2015.08.035.
Nauman, T.W., Thompson, J.A., Fuzzy disaggregation of conventional soil maps using database knowledge extraction to produce soil property maps. Minasny, B., Malone, B.P., McBratney, A.B., (eds.) Digital Soil Assessments and Beyond, 2012, CRC Press, London, 203–207.
Nicolas, D., La Réserve Utile des sols gouverne les besoins en eau. Réussir Grandes Cultures 297 (2015), 53–54 (in French).
Odgers, N.P., Clifford, D., DSMART: An algorithm to spatially disaggregate soil map units. Arrouays, D., McKenzie, N., Hempel, J., Richer-de-Forges, A.C., McBratney, A.B., (eds.) GlobalSoilMap: Basis of the Global Spatial Soil Information System, 2014, Taylor and Francis, CRC Press, London, 261–266.
Pellerin, S., Bamière, L., (Coords.), Launay, C., Martin, R., Schiavo, M., Angers, D.A., Augusto, L., Balesdent, J., Basile-Doelsch, I., Bellassen, V., Cardinael, R., Cécillon, L., Ceschia, E., Chenu, C., Constantin, J., Daroussin, J., Delacote, P., Delame, N., Gastal, F., Gilbert, D., Graux, A.-I., Guenet, B., Houot, S., Klumpp, K., Letort, E., Litrico, I., Martin, M.P., Menasseri, S., Mézière, D., Morvan, T., Mosnier, C., Roger-Estrade, J., Saint-André, L., Sierra, J., Thérond, T., Viaud, V., Grateau, R., Le Perchec, S., Savini, I., Réchauchère, O., Stocker du carbone dans les sols français, Quel potentiel au regard de l'objectif 4 pour 1000 et à quel coût ?. 2019, Synthèse du rapport d’étude, INRA (France), 114 (in French).
Quinlan, J.R., Learning with continuous classes. 5th Australian Joint Conference on Artificial Intelligence, 92, 1992, 343–348.
Ranjard, L., Dequiedt, S., Jolivet, C., Saby, N.P.A., Thioulouse, J., Harmand, J., Loisel, P., Rapaport, A., Saliou, F., Simonet, P., Joffre, R., Chemidlin-Prévost Bouré, N., Maron, P.A., Mougel, C., Martin, M.P., Toutain, B., Arrouays, D., Lemanceau, P., Biogeography of soil microbial communi-ties: a review and a description of the ongoing French national initiative. Agron. Sustain. Dev. 30 (2010), 359–365, 10.1051/agro/2009033.
Ranjard, L., Dequiedt, S., Chemidlin Prévost-Bouré, N., Thioulouse, J., Saby, N.P.A., Lelievre, M., Maron, P.A., Morin, F.E.R., Bispo, A., Jolivet, C., Arrouays, D., Lemanceau, P., Turnover of soil bacterial diversity driven by wide-scale environmental heterogeneity. Nat. Commun., 4, 2013, 134, 10.1038/ncomms2431.
Richer-de-Forges, A.C., Saby, N.P.A., Mulder, V.L., Laroche, B., Arrouays, D., Probability mapping of iron pan presence in sandy podzols in south-West France, using digital soil mapping. Geoderma Reg. 9 (2017), 39–46.
Richer-de-Forges, A.C., Arrouays, D., Bispo, A., Lagacherie, P., Laroche, B., Lemercier, B., Sauter, J., Voltz, M., Mapping of soils and land-related environmental attributes in France: analysis of end-users' needs. Sustainability., 11(10), 2019, 10.3390/su11102940.
Román Dobarco, M., Cousin, I., Le Bas, C., Martin, M.P., Pedotransfer functions for predicting available water capacity in French soils, their applicability domain and associated uncertainty. Geoderma. 336 (2019), 81–95.
Román Dobarco, M., Bourennane, H., Arrouays, D., Saby, N.P.A., Cousin, I., Martin, M.P., Uncertainty assessment of GlobalSoilMap soil available water capacity products: a French case study. Geoderma. 344 (2019), 14–30.
Rutgers, M., Orgiazzi, A., Gardi, C., Römbke, J., Jänsch, S., Keith, A.M., Neilson, R., Boag, B., Schmidt, O., Murchie, A.K., Blackshaw, R.P., Pérès, G., Cluzeau, D., Guernion, M., Briones, M.J.I., Rodeiro, J., Piñeiro, R., Díaz Cosín, D.J., Sousa, J.P., Suhadolc, M., Kos, I., Krogh, P.-H., Faber, J.H., Mulder, C., Bogte, J.J., van Wijnen, H.J., Schouten, A.J., de Zwart, D., Mapping earthworm communities in Europe. Appl. Soil Ecol. 97 (2016), 98–111.
Saby, N.P.A., Marchant, B.P., Lark, R.M., Jolivet, C.C., Arrouays, D., Robust geostatistical prediction of trace elements across France. Geoderma. 162 (2011), 303–311.
Saby, N., Swiderski, C., Lemercier, B., Walter, C., Benjamin, P., Louis, B.P., Eveillard, P., Arrouays, D., Is pH increasing in the non-calcareous topsoils of France under agricultural management?. A statistical framework to overcome the limitations of a soil test database Soil Use Manag, 33, 2017, 460–470.
Saib, M.S., Caudeville, J., Carre, F., Ganry, O., Cicolella, A., Spatial relationship quantification between environmental, socioeconomic and health data at different geographic levels. Int. J. Environ. Res. Public Health 11:4 (2014), 3765–3786.
Saib, M.S., Caudeville, J., Beauchamp, M., Carre, F., Ganry, O., Trugeon, A., Cicolella, A., Building spatial composite indicators to analyze environmental health inequalities on a regional scale. Environ. Health, 14, 2015, 10.1186/s12940-015-0054-3 article n°68.
Soil Survey Division Staff, Soil survey manual. Soil Conservation Service U.S. Department of Agriculture Handbook, 1993, 18.
Soussana, J.-F., Lutfalla, S., Ehrhardt, F., Rosenstock, T., Lamanna, C., Havlík, P., Richards, M., Wollenberg, E., Chotte, J.-L., Torquebiau, E., Ciais, P., Smith, P., Lal, R., Matching policy and science: rationale for the ‘4 per 1000 - soils for food security and climate’ initiative. Soil Tillage Res. 188 (2019), 2–14.
Terrat, S., Dequiedt, S., Saby, N., Horrigue, W., Lelievre, M., Nowak, V., Tripied, J., Regnier, T., Jolivet, C., Arrouays, D., Wincker, P., Cruaud, C., Karimi, B., Bispo, A., Maron, P.A., Chemidlin Prévost-Bouré, N., Ranjard, L., Mapping and predictive variations of soil bacterial richness across French National Territory. PlosOne., 12(10), 2017, e0186766.
Turner, K.G., Anderson, S., Gonzales-Chang, M., Costanza, R., Courville, S., Dalgaard, T., Dominati, E., Kubiszewski, I., Ogilvy, S., Porfirio, L., Ratna, N., Sandhu, H., Sutton, P.C., Svenning, J.C., Turner, G.M., Varennes, Y.D., Voinov, A., Wratten, S., A review of methods, data, and models to assess changes in the value of ecosystem services from land degradation and restoration. Ecol. Model. 319 (2016), 190–207.
Vaudour, E., Baghdadi, N., Gilliot, J.M., Mapping tillage operations over a peri-urban region using combined SPOT4 and ASAR/ENVISAT images. Int. J. Appl. Earth Obs. Geoinf. 28 (2014), 43–59.
Vaudour, E., Gilliot, J.M., Bel, L., Lefevre, J., Chehdi, K., Regional prediction of soil organic carbon content over temperate croplands using visible near-infrared airborne hyperspectral imagery and synchronous field spectra. Int. J. Appl. Earth Obs. Geoinf. 49 (2016), 24–38, 10.1016/j.jag.2016.01.005.
Vaudour, E., Gomez, C., Fouad, Y., Lagacherie, P., Sentinel-2 image capacities to predict common topsoil properties of temperate and Mediterranean agroecosystems. Remote Sens. Environ. 223 (2019), 21–33, 10.1016/j.rse.2019.01.006.
Vaysse, K., Lagacherie, P., Evaluating digital soil mapping approaches for mapping GlobalSoilMap soil properties from legacy data in Languedoc-Roussillon (France). Geoderma Reg. 4 (2015), 20–30.
Vaysse, K., Lagacherie, P., Using quantile regression forest to estimate uncertainty of digital soil mapping products. Geoderma. 291 (2017), 55–64.
Villanneau, E., Perry-Giraud, C., Saby, N., Jolivet, C., Marot, F., Maton, D., Floch-Barneaud, A., Antoni, V., Arrouays, D., Détection de valeurs anomaliques dans les teneurs en ETM des sols, basée sur le Réseau de Mesure de la Qualité des Sols. Etude et Gestion des Sols 15:3 (2008), 183–200 (in French).
Villanneau, E.J., Saby, N.P.A., Orton, T.G., Jolivet, C.C., Boulonne, L., Caria, G., Barriuso, E., Bispo, A., Briand, O., Arrouays, D., First evidence of large-scale PAH trends in French soils. Environ. Chem. Lett. 11:1 (2013), 99–104.
Vincent, S., Lemercier, B., Berthier, L., Walter, C., Spatial disaggregation of complex soil map units at the regional scale based on soil-landscape relationships. Geoderma. 311 (2016), 130–142.
Voltz, M., Lagacherie, P., Louchart, X., Predicting soil properties over a region using sample information from a mapped reference area. Eur. J. Soil Sci. 48:1 (1997), 19–30.
Voltz, M., Arrouays, D., Bispo, A., Lagacherie, P., Laroche, B., Lemercier, B., Richer-de-Forges, A.C., Sauter, J., Schnebelen, N., La cartographie des sols en France: Etat des lieux et perspectives. 2018, INRA, Paris, France, 112 (in French).
Zaouche, M., Bel, L., Vaudour, E., Geostatistical mapping of topsoil organic carbon and uncertainty assessment in Western Paris croplands (France). Geoderma Reg. 10 (2017), 126–137.
