Search Results - "Minasny, Budiman"

Machine learning for digital soil mapping: Applications, challenges and suggested solutions by Wadoux, Alexandre M.J.-C., Minasny, Budiman, McBratney, Alex B.

“…The uptake of machine learning (ML) algorithms in digital soil mapping (DSM) is transforming the way soil scientists produce their maps. Within the past two…”
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Two-dimensional empirical mode decomposition of heavy metal spatial variation in agricultural soils, Southeast China by Wu, Chunfa, Huang, Jingyi, Minasny, Budiman, Zhu, Hao

“…The distribution of heavy metals in agricultural soils is affected by various anthropogenic activities and environmental factors occurring at different spatial…”
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To spike or to localize? Strategies to improve the prediction of local soil properties using regional spectral library by Ng, Wartini, Minasny, Budiman, Jones, Edward, McBratney, Alex

“…•Spiked-regional model is no better than local models.•Localized models can be derived using MBL algorithm.•Similar to transfer learning, a localized PLSR…”
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Pedology and digital soil mapping (DSM) by Ma, Yuxin, Minasny, Budiman, Malone, Brendan P., Mcbratney, Alex B.

“…Pedology focuses on understanding soil genesis in the field and includes soil classification and mapping. Digital soil mapping (DSM) has evolved from…”
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Australian soil microbiome: A first sightseeing regional prediction driven by cycles of soil temperature and pedogenic variations by Pino, Vanessa, Fajardo, Mario, McBratney, Alex, Minasny, Budiman, Wilson, Neil, Baldock, Chris

“…Declines in soil multifunctionality (e.gsoil capacity to provide food and energy) are closely related to changes in the soil microbiome (e.g., diversity)…”
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Soil Properties Drive Microbial Community Structure in a Large Scale Transect in South Eastern Australia by Xue, Pei-Pei, Carrillo, Yolima, Pino, Vanessa, Minasny, Budiman, McBratney, Alex. B.

“…Soil microbial communities directly affect soil functionality through their roles in the cycling of soil nutrients and carbon storage. Microbial communities…”
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Machine learning and soil sciences: a review aided by machine learning tools by Padarian, José, Minasny, Budiman, McBratney, Alex B.

“…The application of machine learning (ML) techniques in various fields of science has increased rapidly, especially in the last 10 years. The increasing…”
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Open digital mapping as a cost-effective method for mapping peat thickness and assessing the carbon stock of tropical peatlands by Rudiyanto, Minasny, Budiman, Setiawan, Budi Indra, Saptomo, Satyanto Krido, McBratney, Alex B.

“…Tropical peatland holds a large amount of carbon in the terrestrial ecosystem. Indonesia, responding to the global climate issues, has legislation on the…”
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Drainage increases CO2 and N2O emissions from tropical peat soils by Prananto, Jeremy Aditya, Minasny, Budiman, Comeau, Louis‐Pierre, Rudiyanto, Rudiyanto, Grace, Peter

“…Tropical peatlands are vital ecosystems that play an important role in global carbon storage and cycles. Current estimates of greenhouse gases from these…”
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Distribution of soil bacteria involved in C cycling across extensive environmental and pedogenic gradients by Xue, Peipei, Minasny, Budiman, McBratney, Alex, Pino, Vanessa, Fajardo, Mario, Luo, Yu

“…Microorganisms play pivotal roles in soil processes. Metabolically related microorganisms constitute functional groups, and diverse microbial functional groups…”
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Pedotransfer Functions in Earth System Science: Challenges and Perspectives by Van Looy, Kris, Bouma, Johan, Herbst, Michael, Koestel, John, Minasny, Budiman, Mishra, Umakant, Montzka, Carsten, Nemes, Attila, Pachepsky, Yakov A., Padarian, José, Schaap, Marcel G., Tóth, Brigitta, Verhoef, Anne, Vanderborght, Jan, Ploeg, Martine J., Weihermüller, Lutz, Zacharias, Steffen, Zhang, Yonggen, Vereecken, Harry

“…Soil, through its various functions, plays a vital role in the Earth's ecosystems and provides multiple ecosystem services to humanity. Pedotransfer functions…”
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Evaluating a low‐cost portable NIR spectrometer for the prediction of soil organic and total carbon using different calibration models by Sharififar, Amin, Singh, Kanika, Jones, Edward, Ginting, Frisa Irawan, Minasny, Budiman, Aitkenhead, Matt

“…This study aims to assess the performance of a low‐cost, micro‐electromechanical system‐based, near infrared spectrometer for soil organic carbon (OC) and…”
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Using deep learning for digital soil mapping by Padarian, José, Minasny, Budiman, McBratney, Alex B.

“…Digital soil mapping (DSM) has been widely used as a cost-effective method for generating soil maps. However, current DSM data representation rarely…”
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Carbon to nitrogen stoichiometry of organic amendments influences the improvement of aggregate stability of a cropping vertisol by Du, Mingming, Minasny, Budiman, Rabbi, Sheikh M. F.

“…Soil aggregation is one of the key processes controlling air, water and gas transport in soil. Long‐term cropping without returning organic matter in the soil…”
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Digital mapping of soil organic carbon contents and stocks in Denmark by Adhikari, Kabindra, Hartemink, Alfred E, Minasny, Budiman, Bou Kheir, Rania, Greve, Mette B, Greve, Mogens H

“…Estimation of carbon contents and stocks are important for carbon sequestration, greenhouse gas emissions and national carbon balance inventories. For Denmark,…”
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Contrasting soil penetration resistance values acquired from dynamic and motor-operated penetrometers by Minasny, Budiman

“…This paper presents a comparison between the static motor-operated and the dynamic cone penetrometers in measuring soil penetration resistance. The static…”
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POLARIS Soil Properties: 30‐m Probabilistic Maps of Soil Properties Over the Contiguous United States by Chaney, Nathaniel W., Minasny, Budiman, Herman, Jonathan D., Nauman, Travis W., Brungard, Colby W., Morgan, Cristine L. S., McBratney, Alexander B., Wood, Eric F., Yimam, Yohannes

“…Soils play a critical role in the cycling of water, energy, and carbon in the Earth system. Until recently, due primarily to a lack of soil property maps of a…”
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Some limitations of the concordance correlation coefficient to characterise model accuracy by Wadoux, Alexandre M.J.-C., Minasny, Budiman

“…Perusal of the environmental modelling literature reveals that the Lin's concordance correlation coefficient is a popular validation statistic to characterise…”
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Soil carbon tonne-year accounting: Crediting the additional time-integrated amount of carbon captured in soil by Minasny, Budiman, McBratney, Alex.B.

“…Soil organic carbon (SOC) sequestration has become a critical component of climate change mitigation strategies, offering a natural and economically viable…”
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Healthy soil for healthy humans and a healthy planet by Kopittke, Peter M., Minasny, Budiman, Pendall, Elise, Rumpel, Cornelia, McKenna, Brigid A.

“…Soil provides multiple, diverse functions, with these underpinning both planetary and human health. For planetary health, soil contributes to multiple critical…”
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