Research Output

2020

A note on knowledge discovery and machine learning in digital soil mapping

Wadoux, A. M. J. C., Samuel-Rosa, A., Poggio, L. & Mulder, V. L., Mar 2020, In : European Journal of Soil Science. 71, 2, p. 133-136

Research output: Contribution to journalArticleAcademicpeer-review

2 Citations (Scopus)

Assessing countrywide soil organic carbon stock using hybrid machine learning modelling and legacy soil data in Cameroon

Silatsa, F. B. T., Yemefack, M., Tabi, F. O., Heuvelink, G. B. M. & Leenaars, J. G. B., 15 May 2020, In : Geoderma. 367, 114260.

Research output: Contribution to journalArticleAcademicpeer-review

Can pedotransfer functions based on environmental variables improve soil total nutrient mapping at a regional scale?

Song, X. D., Rossiter, D. G., Liu, F., Wu, H. Y., Zhao, X. R., Cao, Q. & Zhang, G. L., Aug 2020, In : Soil and Tillage Research. 202, 104672.

Research output: Contribution to journalArticleAcademicpeer-review

Computational Infrastructure of SoilGrids 2.0

De Sousa, L. M., Poggio, L., Dawes, G., Kempen, B. & Van Den Bosch, R., 29 Jan 2020, International Symposium on Environmental Software Systems (ISESS 2020): Environmental Software Systems. Data Science in Action. Wageningen: Springer, p. 24-31 (IFIP Advances in Information and Communication Technology ; vol. 554).

Research output: Chapter in Book/Report/Conference proceedingConference paper

Computer-assisted terrain sketch mapping that considers the geomorphological features in a loess landform

Cheng, Y., Yang, X., Liu, H., Li, M., Rossiter, D. G., Xiong, L. & Tang, G., 1 Sep 2020, In : Geomorphology. 364, 107169.

Research output: Contribution to journalArticleAcademicpeer-review

Digital soil mapping and GlobalSoilMap. Main advances and ways forward

Arrouays, D., Poggio, L., Salazar Guerrero, O. A. & Mulder, V. L., 1 Jun 2020, In : Geoderma Regional. 21, e00265.

Research output: Contribution to journalArticleAcademicpeer-review

Economic, environmental and social impacts

Pedersen, S. M., Pedersen, M. F., Ørum, J. E., Fountas, S., Balafoutis, A. T., van Evert, F. K., van Egmond, F., Knierim, A., Kernecker, M. & Mouazen, A. M., 17 Jan 2020, Agricultural Internet of Things and Decision Support for Precision Smart Farming. Castrignanò, A., Buttafuoco, G., Khosla, R., Mouazen, A. M., Moshou, D. & Naud, O. (eds.). Elsevier, p. 279-330

Research output: Chapter in Book/Report/Conference proceedingChapter

Estimating soil properties from smartphone imagery in Ethiopia

Aitkenhead, M. J., Poggio, L., Wardell-Johnson, D., Coull, M. C., Rivington, M., Black, H. I. J., Yacob, G., Boke, S. & Habte, M., Apr 2020, In : Computers and Electronics in Agriculture. 171, 105322.

Research output: Contribution to journalArticleAcademicpeer-review

Extrapolation of a structural equation model for digital soil mapping

Angelini, M. E., Kempen, B., Heuvelink, G. B. M., Temme, A. J. A. M. & Ransom, M. D., 15 May 2020, In : Geoderma. 367, 114226.

Research output: Contribution to journalArticleAcademicpeer-review

How to measure, report and verify soil carbon change to realize the potential of soil carbon sequestration for atmospheric greenhouse gas removal

Smith, P., Soussana, J. F., Angers, D., Schipper, L., Chenu, C., Rasse, D. P., Batjes, N. H., van Egmond, F., McNeill, S., Kuhnert, M., Arias-Navarro, C., Olesen, J. E., Chirinda, N., Fornara, D., Wollenberg, E., Álvaro-Fuentes, J., Sanz-Cobena, A. & Klumpp, K., Jan 2020, In : Global Change Biology. 26, 1, p. 219-241

Research output: Contribution to journalArticleAcademicpeer-review

Open Access
8 Citations (Scopus)

Impressions of digital soil maps: The good, the not so good, and making them ever better

Arrouays, D., McBratney, A., Bouma, J., Libohova, Z., Richer-de-Forges, A. C., Morgan, C. L. S., Roudier, P., Poggio, L. & Mulder, V. L., 1 Mar 2020, In : Geoderma Regional. 20, e00255.

Research output: Contribution to journalArticleAcademicpeer-review

2 Citations (Scopus)

Logging intensity drives variability in carbon stocks in lowland forests in Vietnam

Stas, S. M., Le, T. C., Tran, H. D., Hoang, T. T. H., van Kuijk, M., Le, A. V., Ngo, D. T., van Oostrum, A., Phillips, O. L., Rutishauser, E., Spracklen, B. D., Tran, T. T. A., Le, T. T. & Spracklen, D. V., 15 Mar 2020, In : Forest Ecology and Management. 460, 117863.

Research output: Contribution to journalArticleAcademicpeer-review

Open Access

Mapping the major soil-landscape resources of the Ethiopian Highlands using random forest

Leenaars, J. G. B., Elias, E., Wosten, J. H. M., Ruiperez Gonzalez, M. & Kempen, B., 1 Mar 2020, In : Geoderma. 361, 114067.

Research output: Contribution to journalArticleAcademicpeer-review

1 Citation (Scopus)

Model averaging for mapping topsoil organic carbon in France

Chen, S., Mulder, V. L., Heuvelink, G. B. M., Poggio, L., Caubet, M., Román Dobarco, M., Walter, C. & Arrouays, D., 1 May 2020, In : Geoderma. 366, 114237.

Research output: Contribution to journalArticleAcademicpeer-review

3 Citations (Scopus)

Model-Based Geostatistics from a Bayesian Perspective: Investigating Area-to-Point Kriging with Small Data Sets

Steinbuch, L., Orton, T. G. & Brus, D. J., Apr 2020, In : Mathematical Geosciences. 52, p. 397–423 27 p.

Research output: Contribution to journalArticleAcademicpeer-review

Open Access

Random Forest Spatial Interpolation

Sekulić, A., Kilibarda, M., Heuvelink, G. B. M., Nikolić, M. & Bajat, B., 25 May 2020, In : Remote Sensing. 12, 10, 1687.

Research output: Contribution to journalArticleAcademicpeer-review

Open Access

Rescue and renewal of legacy soil resource inventories in Iran as an input to digital soil mapping

Rasaei, Z., Rossiter, D. G. & Farshad, A., 1 Jun 2020, In : Geoderma Regional. 21, e00262.

Research output: Contribution to journalArticleAcademicpeer-review

Space-time statistical analysis and modelling of nitrogen use efficiency indicators at provincial scale in China

Liu, Y., Heuvelink, G. B. M., Bai, Z., He, P., Xu, X., Ma, J. & Masiliūnas, D., Apr 2020, In : European Journal of Agronomy. 115, 126032.

Research output: Contribution to journalArticleAcademicpeer-review

Standardised soil profile data to support global mapping and modelling (WoSIS snapshot 2019)

Batjes, N. H., Ribeiro, E. & Van Oostrum, A., 10 Feb 2020, In : Earth System Science Data. 12, 1, p. 299-320 22 p.

Research output: Contribution to journalArticleAcademicpeer-review

Open Access
2019

Achieving land degradation neutrality: The role of SLM knowledge in evidence-based decision-making

Liniger, H., Harari, N., van Lynden, G., Fleiner, R., de Leeuw, J., Bai, Z. & Critchley, W., 1 Apr 2019, In : Environmental Science and Policy. 94, p. 123-134

Research output: Contribution to journalArticleAcademicpeer-review

3 Citations (Scopus)

A drone as platform for airborne gamma-ray surveys to characterize soil and monitor contaminations

Van Der Veeke, S., Koomans, R. L., Van Egmond, F. M. & Limburg, J., 1 Jan 2019, 24th European Meeting of Environmental and Engineering Geophysics. European Association of Geoscientists and Engineers, EAGE

Research output: Chapter in Book/Report/Conference proceedingConference paper

1 Citation (Scopus)

Application of the MODIS MOD 17 Net Primary Production Product in Grassland Carrying Capacity Assessment

de Leeuw, J., Rizayeva, A., Namazov, E., Bayramov, E., Marshall, M. T., Etzold, J. & Neudert, R., 2019, In : International Journal of applied Earth Observation and Geoinformation. 78, p. 66-76

Research output: Contribution to journalArticleAcademicpeer-review

2 Citations (Scopus)

Challenges for soil functions assessment and mapping at continental scale and some preliminary results

Poggio, L., Batjes, N. H., de Leeuw, J., Heuvelink, G. B. M., Leenaars, J. G. B., Mantel, S., Turdukulov, U., Kempen, B., Rossiter, D., van den Bosch, H. & van Lynden, G. W. J., Apr 2019, Geophysical Research Abstracts. EGU, Vol. 21. 1 p. EGU2019-9218

Research output: Chapter in Book/Report/Conference proceedingAbstract

Open Access
Open Access

Digital mapping of peatlands – A critical review

Minasny, B., Berglund, Ö., Connolly, J., Hedley, C., de Vries, F., Gimona, A., Kempen, B., Kidd, D., Lilja, H., Malone, B., McBratney, A., Roudier, P., O'Rourke, S., Rudiyanto, Padarian, J., Poggio, L., ten Caten, A., Thompson, D., Tuve, C. & Widyatmanti, W., 1 Sep 2019, In : Earth-Science Reviews. 196, 102870.

Research output: Contribution to journalArticleAcademicpeer-review

9 Citations (Scopus)

Editorial for pedometrics 2017 special issue

Heuvelink, G. B. M., Brus, D. J., Rossiter, D. G. & Shi, Z., 1 Jan 2019, In : European Journal of Soil Science. 70, 1, p. 25-26

Research output: Contribution to journalArticleAcademic

Open Access

Evaluating different soil compaction measurement techniques: simplicity versus Complexity

Schierholz, R., van Orsouw, T. L., Mulder, V. L., Schoorl, J. M. & Heuvelink, G. B. M., 2019, Understanding soil functions, Wageningen Soil Conference: Book of abstracts. p. 56-56

Research output: Chapter in Book/Report/Conference proceedingAbstract

Open Access

Evaluating different soil compaction measurement techniques: simplicity versus Complexity

Schierholz, R., van Orsouw, T. L., Mulder, V. L., Schoorl, J. M. & Heuvelink, G. B. M., 2019. 1 p.

Research output: Contribution to conferencePosterAcademic

Open Access

Farming and food systems potentials

Dixon, J., Boffa, J. M., Williams, T. O., de Leeuw, J., Fischer, G. & van Velthuizen, H., 13 May 2019, Farming Systems and Food Security in Africa: Priorities for Science and Policy Under Global Change. Dixon, J., Garrity, D., Boffa, J. M., Williams, T. O., Amede, T., Auricht, C., Lott, R. & Mburathi, G. (eds.). Routledge, Taylor & Francis Group, (Earthscan food and agriculture).

Research output: Chapter in Book/Report/Conference proceedingChapter

Generalizing multi-reward functions aimed at identifying the best locations to install flow control devices in sewer systems

Muñoz, D. F., Simões, N. E., de Sousa, L. M., Maluf, L., Sá Marques, A. & Leitão, J. P., 14 Sep 2019, In : Urban Water Journal. 16, 8, p. 564-574 11 p.

Research output: Contribution to journalArticleAcademicpeer-review

Global mapping of soil salinity change

Ivushkin, K., Bartholomeus, H., Bregt, A. K., Pulatov, A., Kempen, B. & De Sousa, L., 15 Sep 2019, In : Remote Sensing of Environment. 231, 12 p., 111260.

Research output: Contribution to journalArticleAcademicpeer-review

3 Citations (Scopus)

iSQAPER task WP 3.3 soil quality indicators: Influence of soil type and land management on chemical, physical and biological soil parameters assessed visually and analytically

Hoek, J., van den Berg, W., Wesselink, M., Sukkel, W., Mäder, P., Bünemann, E., Bongiorno, G., de Goede, R., Brussaard, L., Bai, Z., Haagsma, W., Verstegen, H., Glavan, M., Ferreira, C. S., Garcia Orenes, F., Toth, Z., Zhang, W., Fan, H., Fu, H., Gao, H. & 1 others, Xu, M., Jan 2019, Wageningen: Stichting Wageningen Research, Wageningen Plant Research, Business unit Open Teelten. 114 p. (Wageningen Plant Research Report; no. 783)

Research output: Book/ReportReportProfessional

Open Access

Joint treatment of point measurement, sampling and neighborhood uncertainty in space-time rainfall mapping

Ehlers, L. B., Sonnenborg, T. O., Heuvelink, G. B. M., He, X. & Refsgaard, J. C., 1 Jul 2019, In : Journal of Hydrology. 574, p. 148-159 12 p.

Research output: Contribution to journalArticleAcademicpeer-review

1 Citation (Scopus)

Koolstofvoorraad in de bodem van Nederland (1998-2018): CC-NL

van Tol-Leender, D., Knotters, M., de Groot, W., Gerritsen, P., Reijneveld, A., van Egmond, F., Wösten, H. & Kuikman, P., 2019, Wageningen: Wageningen Environmental Research. 83 p. (Wageningen Environmental Research rapport; no. 2974)

Research output: Book/ReportReportProfessional

Open Access

M19: Proximal soil sensing for soil data acquisition

van Egmond, F. M., Knotters, M. & Mulder, V. L., 27 Aug 2019, 1 p. Wageningen Environmental Research.

Research output: Other contributionPamphlet

Open Access

Mapping topsoil organic carbon concentrations and stocks for Tanzania

Kempen, B., Dalsgaard, S., Kaaya, A. K., Chamuya, N., Ruiperez Gonzalez, M., Pekkarinen, A. & Walsh, M. G., 1 Mar 2019, In : Geoderma. 337, p. 164-180

Research output: Contribution to journalArticleAcademicpeer-review

9 Citations (Scopus)

Marginal agricultural land low-input systems for biomass production

Cossel, M. V., Lewandowski, I., Elbersen, B., Staritsky, I., Van Eupen, M., Iqbal, Y., Mantel, S., Scordia, D., Testa, G., Cosentino, S. L., Maliarenko, O., Eleftheriadis, I., Zanetti, F., Monti, A., Lazdina, D., Neimane, S., Lamy, I., Ciadamidaro, L., Sanz, M., Carrasco, J. E. & 8 others, Ciria, P., McCallum, I., Trindade, L. M., Van Loo, E. N., Elbersen, W., Fernando, A. L., Papazoglou, E. G. & Alexopoulou, E., 14 Aug 2019, In : Energies. 12, 16, en12163123.

Research output: Contribution to journalArticleAcademicpeer-review

Open Access
13 Citations (Scopus)

Op naar precisielandbouw 2.0: eindrapport PPS PL2.0 2015-2019 topsectorproject AF-14275

Kempenaar, C., van Dijk, C., Hermans, G., Steele-Dun, S., van de Sande, C., Verschoore, J., van der Wal, T., Roerink, G., Visser, J., Kamp, J., Blok, P., Polder, G., van de Wolf, J., Jalink, H., Bulle, A., Meurs, B., Michielsen, J-M., van de Zande, J., Hoving, I., van Riel, J. & 12 others, Holshof, G., van Boheemen, K., van Evert, F., Riemens, M., Keizer, P., Schnabel, S., van Egmond, F., Walvoort, D., Janssen, H., La Riviėre, I., Kocks, C. & Pot, A., Sep 2019, Lelystad: Stichting Wageningen Research, Wageningen University & Research. 138 p. (Rapport WPR; no. 921)

Research output: Book/ReportReportProfessional

Open Access

Quantified soil evolution under shifting agriculture in Southern Cameroon

Yemefack, M., Njomgang, R. & Rossiter, D. G., 28 Feb 2019, In : Frontiers in Environmental Science. 7, 16.

Research output: Contribution to journalArticleAcademicpeer-review

Open Access

Recent insights on uncertainties present in integrated catchment water quality modelling

Tscheikner-Gratl, F., Bellos, V., Schellart, A., Moreno-Rodenas, A., Muthusamy, M., Langeveld, J., Clemens, F., Benedetti, L., Rico-Ramirez, M. A., de Carvalho, R. F., Breuer, L., Shucksmith, J., Heuvelink, G. B. M. & Tait, S., 1 Mar 2019, In : Water Research. 150, p. 368-379

Research output: Contribution to journalArticleAcademicpeer-review

Open Access
9 Citations (Scopus)

Sampling design optimization for soil mapping with random forest

Wadoux, A. M. J. C., Brus, D. J. & Heuvelink, G. B. M., 1 Dec 2019, In : Geoderma. 355, 113913.

Research output: Contribution to journalArticleAcademicpeer-review

5 Citations (Scopus)

Scenarios of Land Use and Land Cover Change and Their Multiple Impacts on Natural Capital in Tanzania

Capitani, C., van Soesbergen, A., Mukama, K., Malugu, I., Mbilinyi, B., Chamuya, N., Kempen, B., Malimbwi, R., Mant, R., Munishi, P., Njana, M. A., Ortmann, A., Platts, P. J., Runsten, L., Sassen, M., Sayo, P., Shirima, D., Zahabu, E., Burgess, N. D. & Marchant, R., Mar 2019, In : Environmental Conservation. 46, 1, p. 17-24

Research output: Contribution to journalArticleAcademicpeer-review

3 Citations (Scopus)

Soil classification based on physical and chemical properties using random forests

Dias, D., Martins, B., Pires, J., de Sousa, L. M., Estima, J. & Damásio, C. V., 30 Aug 2019, Progress in Artificial Intelligence - 19th EPIA Conference on Artificial Intelligence, EPIA 2019, Proceedings. Moura Oliveira, P., Novais, P. & Reis, L. P. (eds.). Springer Verlag, p. 212-223 (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 11804 LNAI).

Research output: Chapter in Book/Report/Conference proceedingConference paper

SoilGrids: consistent soil information to assess and map soil functions at global scale

Poggio, L., Duque Moreira de Sousa, L., Heuvelink, G. B. M., Kempen, B., Batjes, N. H., Leenaars, J. G. B., Mantel, S., Bai, Z. G., Turdukulov, U., Ruiperez Gonzalez, M., Carvalho Ribeiro, E. D., Rossiter, D. & van den Bosch, H., Aug 2019, Wageningen Soil Conference: Understanding Soil Functions: Book of Abstracts. Wageningen: ISRIC, p. 50-51

Research output: Chapter in Book/Report/Conference proceedingAbstract

Open Access

Space-time mapping of soil organic carbon concentration and stock to support land degradation neutrality and climate mitigation policies.

Heuvelink, G. B. M., Poggio, L., Angelini, M. E., Bai, Z. G., Batjes, N. H., van den Bosch, H., Bossio, D., Lehmann, J., Martinez, A., Olmedo, G. F., Tobes, P. P. & Sanderman, J., Aug 2019, Wageningen Soil Conference: Understanding Soil Functions: Book of Abstracts. Wageningen: ISRIC, p. 26-26

Research output: Chapter in Book/Report/Conference proceedingAbstract

Open Access

Spatio-temporal statistical methods for analysis of hydrological events and related hazards

Varouchakis, E. A., Hristopulos, D. T., Heuvelink, G. B. M. & Corzo Perez, G. A., Dec 2019, In : Spatial Statistics. 34, 100387.

Research output: Contribution to journalEditorialAcademic

Super-resolution land cover mapping based on the convolutional neural network

Jia, Y., Ge, Y., Chen, Y., Li, S., Heuvelink, G. B. M. & Ling, F., 1 Aug 2019, In : Remote Sensing. 11, 15, 1815.

Research output: Contribution to journalArticleAcademicpeer-review

Open Access
3 Citations (Scopus)

Technologically achievable soil organic carbon sequestration in world croplands and grasslands

Batjes, N. H., 15 Jan 2019, In : Land Degradation and Development. 30, 1, p. 25-32 8 p.

Research output: Contribution to journalArticleAcademicpeer-review

Open Access
3 Citations (Scopus)