Machine learning applications in archaeological practices: a review

Authors: Bellat, Mathias, Figueroa, Jordy D. Orellana, Reeves, Jonathan S., Taghizadeh-Mehrjardi, Ruhollah, Tennie, Claudio, Scholten, Thomas

Subject Terms: Computer Science - Machine Learning

Access URL: http://arxiv.org/abs/2501.03840

Advanced Prediction of Soil Organic Carbon: A Hybrid Transformer Network with Cost-Sensitive Learning Using Remote Sensing and Climate Data

Authors: Kakhani, Nafiseh, Mommert, Michael, Scholten, Thomas

Source: IGARSS 2024 - 2024 IEEE International Geoscience and Remote Sensing Symposium Geoscience and Remote Sensing Symposium, IGARSS 2024 - 2024 IEEE International. :1594-1598 Jul, 2024

Relation: IGARSS 2024 - 2024 IEEE International Geoscience and Remote Sensing Symposium

SSL-SoilNet: A Hybrid Transformer-based Framework with Self-Supervised Learning for Large-scale Soil Organic Carbon Prediction

Authors: Kakhani, Nafiseh, Rangzan, Moien, Jamali, Ali, Attarchi, Sara, Alavipanah, Seyed Kazem, Mommert, Michael, Tziolas, Nikolaos, Scholten, Thomas

Subject Terms: Computer Science - Computer Vision and Pattern Recognition, Electrical Engineering and Systems Science - Image and Video Processing

Access URL: http://arxiv.org/abs/2308.03586

Inductive biases in deep learning models for weather prediction

Authors: Thuemmel, Jannik, Karlbauer, Matthias, Otte, Sebastian, Zarfl, Christiane, Martius, Georg, Ludwig, Nicole, Scholten, Thomas, Friedrich, Ulrich, Wulfmeyer, Volker, Goswami, Bedartha, Butz, Martin V.

Subject Terms: Physics - Atmospheric and Oceanic Physics, Computer Science - Machine Learning

Access URL: http://arxiv.org/abs/2304.04664

Spatial scale drives pedodiversity-elevation relationship in Botswana

Authors: Kebonye, Ndiye Michael, Taghizadeh-Mehrjardi, Ruhollah, John, Kingsley, Agyeman, Prince Chapman, Kakhani, Nafiseh, Seletlo, Zibanani, Motlhetlhi, Lesego, Moyo, Boineelo, Scholten, Thomas

Source: In Geomatica December 2024 76(2)

Major overlap in plant and soil organic carbon hotspots across Africa

Authors: Kebonye, Ndiye Michael, John, Kingsley, Delgado-Baquerizo, Manuel, Zhou, Yong, Agyeman, Prince Chapman, Seletlo, Zibanani, Heung, Brandon, Scholten, Thomas

Source: In Science of the Total Environment 15 November 2024 951

How can we quantify, explain, and apply the uncertainty of complex soil maps predicted with neural networks?

Authors: Rau, Kerstin, Eggensperger, Katharina, Schneider, Frank, Hennig, Philipp, Scholten, Thomas

Source: In Science of the Total Environment 20 September 2024 944

Using local ensemble models and Landsat bare soil composites for large-scale soil organic carbon maps in cropland

Authors: Broeg, Tom, Don, Axel, Gocht, Alexander, Scholten, Thomas, Taghizadeh-Mehrjardi, Ruhollah, Erasmi, Stefan

Source: In Geoderma April 2024 444

Latent State Inference in a Spatiotemporal Generative Model

Authors: Karlbauer, Matthias, Menge, Tobias, Otte, Sebastian, Lensch, Hendrik P. A., Scholten, Thomas, Wulfmeyer, Volker, Butz, Martin V.

Subject Terms: Computer Science - Machine Learning, Statistics - Machine Learning

Access URL: http://arxiv.org/abs/2009.09823

Inferring, Predicting, and Denoising Causal Wave Dynamics

Authors: Karlbauer, Matthias, Otte, Sebastian, Lensch, Hendrik P. A., Scholten, Thomas, Wulfmeyer, Volker, Butz, Martin V.

Subject Terms: Computer Science - Machine Learning, Statistics - Machine Learning

Access URL: http://arxiv.org/abs/2009.09187

Predicting and Mapping of Soil Organic Carbon Using Machine Learning Algorithms in Northern Iran

Authors: Emadi, Mostafa, Taghizadeh-Mehrjardi, Ruhollah, Cherati, Ali, Danesh, Majid, Mosavi, Amir, Scholten, Thomas

Source: Remote Sens. 2020, 12, 2234

Subject Terms: Computer Science - Machine Learning, Statistics - Machine Learning, 68T05

Access URL: http://arxiv.org/abs/2007.12475

High-performance soil class delineation via UMAP coupled with machine learning in Kurdistan Province, Iran

Authors: Taghizadeh-Mehrjardi, Ruhollah, Nabiollahi, Kamal, Kebonye, Ndiye M., Kakhani, Nafiseh, Ghebleh-Goydaragh, Maryam, Heung, Brandon, Amirian-Chakan, Alireza, Hossaini, Sayed Mohammad Taher, Scholten, Thomas

Source: In Geoderma Regional March 2024 36

Carbon–biodiversity relationships in a highly diverse subtropical forest

Authors: Schuldt, Andreas, Liu, Xiaojuan, Buscot, François, Bruelheide, Helge, Erfmeier, Alexandra, He, Jin‐Sheng, Klein, Alexandra‐Maria, Ma, Keping, Scherer‐Lorenzen, Michael, Schmid, Bernhard, Scholten, Thomas, Tang, Zhiyao, Trogisch, Stefan, Wirth, Christian, Wubet, Tesfaye, Staab, Michael

Source: Global change biology. 29(18):5321-5333

Availability: http://explore.bl.uk/primo_library/libweb/action/display.do?tabs=detailsTab&gathStatTab=true&ct=display&fn=search&doc=ETOCvdc_100190081652.0x000001&indx=1&recIds=ETOCvdc_100190081652.0x000001

Ice wedge polygon stability on steep slopes in West Greenland related to temperature and moisture dynamics of the active layer

Authors: Schwarzkopf, Katharina, Seitz, Steffen, Fritz, Michael, Scholten, Thomas, Kühn, Peter

Source: Permafrost and periglacial processes. 34(2):194-207

Availability: http://explore.bl.uk/primo_library/libweb/action/display.do?tabs=detailsTab&gathStatTab=true&ct=display&fn=search&doc=ETOCvdc_100182197446.0x000001&indx=1&recIds=ETOCvdc_100182197446.0x000001

Archaeopedological reconstruction of Middle Bronze Age subsistence farming in SW-Germany from sedimentary archives in the Western Allgäu

Authors: Scherer, Sascha, Höpfer, Benjamin, Deckers, Katleen, Fuchs, Markus, Kandeler, Ellen, Lehndorff, Eva, Lomax, Johanna, Marhan, Sven, Poll, Christian, Kristen, Wroth, Knopf, Thomas, Scholten, Thomas, Kühn, Peter

Source: In Geoderma Regional December 2023 35

Spectral prediction of soil salinity and alkalinity indicators using visible, near-, and mid-infrared spectroscopy

Authors: Lotfollahi, Leila ^a, Delavar, Mohammad Amir ^{b, ∗}, Biswas, Asim ^c, Fatehi, Shahrokh ^d, Scholten, Thomas ^{e, f}

Source: In Journal of Environmental Management 1 November 2023 345

Effects of winter grazing and N addition on soil phosphorus fractions in an alpine grassland on the Qinghai-Tibet Plateau

Authors: Guan, Zhen-Huan, Cao, Zuonan, Li, Xiao Gang, Kühn, Peter, Hu, Guozheng, Scholten, Thomas, Zhu, Jianxiao, He, Jin-Sheng

Source: In Agriculture, Ecosystems and Environment 1 November 2023 357

A Distributed Neural Network Architecture for Robust Non-Linear Spatio-Temporal Prediction

Authors: Karlbauer, Matthias, Otte, Sebastian, Lensch, Hendrik P. A., Scholten, Thomas, Wulfmeyer, Volker, Butz, Martin V.

Subject Terms: Computer Science - Machine Learning, Computer Science - Neural and Evolutionary Computing

Access URL: http://arxiv.org/abs/1912.11141

Biological soil crusts as a major ecosystem component in sandization areas of the Brazilian Pampa

Authors: Webber, Carla L., Bremer, Ulisses F., Taghizadeh-Mehrjardi, Ruhollah, Weber, Bettina, Rosa, Aline, Scholten, Thomas, Seitz, Steffen

Source: In Geoderma Regional September 2023 34

Latent State Inference in a Spatiotemporal Generative Model
30th Artificial neural networks International conference, ICANN

Authors: Karlhauer, Matthias, Menge, Tobias, Otte, Sebastian, Lensch, Hendrik P. A., Scholten, Thomas, Wulfmeyer, Volker, Butz, Martin V.

Source: Lecture notes in computer science. 12894:384-395

Availability: http://explore.bl.uk/primo_library/libweb/action/display.do?tabs=detailsTab&gathStatTab=true&ct=display&fn=search&doc=ETOCCN607135847&indx=1&recIds=ETOCCN607135847