Guidelines for precise lime management based on high-resolution soil pH, texture and SOM maps generated from proximal soil sensing data

Soil acidification is caused by natural paedogenetic processes and anthropogenic impacts but can be counteracted by regular lime application. Although sensors and applicators for variable-rate liming (VRL) exist, there are no established strategies for using these tools or helping to implement VRL i...

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Published inPrecision agriculture Vol. 22; no. 2; pp. 493 - 523
Main Authors Bönecke, Eric, Meyer, Swen, Vogel, Sebastian, Schröter, Ingmar, Gebbers, Robin, Kling, Charlotte, Kramer, Eckart, Lück, Katrin, Nagel, Anne, Philipp, Golo, Gerlach, Felix, Palme, Stefan, Scheibe, Dirk, Zieger, Karin, Rühlmann, Jörg
Format Journal Article
LanguageEnglish
Published New York Springer US 01.04.2021
Springer Nature B.V
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Abstract Soil acidification is caused by natural paedogenetic processes and anthropogenic impacts but can be counteracted by regular lime application. Although sensors and applicators for variable-rate liming (VRL) exist, there are no established strategies for using these tools or helping to implement VRL in practice. Therefore, this study aimed to provide guidelines for site-specific liming based on proximal soil sensing. First, high-resolution soil maps of the liming-relevant indicators (pH, soil texture and soil organic matter content) were generated using on-the-go sensors. The soil acidity was predicted by two ion-selective antimony electrodes (RMSE pH : 0.37); the soil texture was predicted by a combination of apparent electrical resistivity measurements and natural soil-borne gamma emissions (RMSE clay : 0.046 kg kg −1 ); and the soil organic matter (SOM) status was predicted by a combination of red (660 nm) and near-infrared (NIR, 970 nm) optical reflection measurements (RMSE SOM : 6.4 g kg −1 ). Second, to address the high within-field soil variability (pH varied by 2.9 units, clay content by 0.44 kg kg −1 and SOM by 5.5 g kg −1 ), a well-established empirical lime recommendation algorithm that represents the best management practices for liming in Germany was adapted, and the lime requirements (LRs) were determined. The generated workflow was applied to a 25.6 ha test field in north-eastern Germany, and the variable LR was compared to the conventional uniform LR. The comparison showed that under the uniform liming approach, 63% of the field would be over-fertilized by approximately 12 t of lime, 6% would receive approximately 6 t too little lime and 31% would still be adequately limed.
AbstractList Soil acidification is caused by natural paedogenetic processes and anthropogenic impacts but can be counteracted by regular lime application. Although sensors and applicators for variable-rate liming (VRL) exist, there are no established strategies for using these tools or helping to implement VRL in practice. Therefore, this study aimed to provide guidelines for site-specific liming based on proximal soil sensing. First, high-resolution soil maps of the liming-relevant indicators (pH, soil texture and soil organic matter content) were generated using on-the-go sensors. The soil acidity was predicted by two ion-selective antimony electrodes (RMSEpH: 0.37); the soil texture was predicted by a combination of apparent electrical resistivity measurements and natural soil-borne gamma emissions (RMSEclay: 0.046 kg kg−1); and the soil organic matter (SOM) status was predicted by a combination of red (660 nm) and near-infrared (NIR, 970 nm) optical reflection measurements (RMSESOM: 6.4 g kg−1). Second, to address the high within-field soil variability (pH varied by 2.9 units, clay content by 0.44 kg kg−1 and SOM by 5.5 g kg−1), a well-established empirical lime recommendation algorithm that represents the best management practices for liming in Germany was adapted, and the lime requirements (LRs) were determined. The generated workflow was applied to a 25.6 ha test field in north-eastern Germany, and the variable LR was compared to the conventional uniform LR. The comparison showed that under the uniform liming approach, 63% of the field would be over-fertilized by approximately 12 t of lime, 6% would receive approximately 6 t too little lime and 31% would still be adequately limed.
Abstract Soil acidification is caused by natural paedogenetic processes and anthropogenic impacts but can be counteracted by regular lime application. Although sensors and applicators for variable-rate liming (VRL) exist, there are no established strategies for using these tools or helping to implement VRL in practice. Therefore, this study aimed to provide guidelines for site-specific liming based on proximal soil sensing. First, high-resolution soil maps of the liming-relevant indicators (pH, soil texture and soil organic matter content) were generated using on-the-go sensors. The soil acidity was predicted by two ion-selective antimony electrodes (RMSE pH : 0.37); the soil texture was predicted by a combination of apparent electrical resistivity measurements and natural soil-borne gamma emissions (RMSE clay : 0.046 kg kg −1 ); and the soil organic matter (SOM) status was predicted by a combination of red (660 nm) and near-infrared (NIR, 970 nm) optical reflection measurements (RMSE SOM : 6.4 g kg −1 ). Second, to address the high within-field soil variability (pH varied by 2.9 units, clay content by 0.44 kg kg −1 and SOM by 5.5 g kg −1 ), a well-established empirical lime recommendation algorithm that represents the best management practices for liming in Germany was adapted, and the lime requirements (LRs) were determined. The generated workflow was applied to a 25.6 ha test field in north-eastern Germany, and the variable LR was compared to the conventional uniform LR. The comparison showed that under the uniform liming approach, 63% of the field would be over-fertilized by approximately 12 t of lime, 6% would receive approximately 6 t too little lime and 31% would still be adequately limed.
Soil acidification is caused by natural paedogenetic processes and anthropogenic impacts but can be counteracted by regular lime application. Although sensors and applicators for variable-rate liming (VRL) exist, there are no established strategies for using these tools or helping to implement VRL in practice. Therefore, this study aimed to provide guidelines for site-specific liming based on proximal soil sensing. First, high-resolution soil maps of the liming-relevant indicators (pH, soil texture and soil organic matter content) were generated using on-the-go sensors. The soil acidity was predicted by two ion-selective antimony electrodes (RMSE pH : 0.37); the soil texture was predicted by a combination of apparent electrical resistivity measurements and natural soil-borne gamma emissions (RMSE clay : 0.046 kg kg −1 ); and the soil organic matter (SOM) status was predicted by a combination of red (660 nm) and near-infrared (NIR, 970 nm) optical reflection measurements (RMSE SOM : 6.4 g kg −1 ). Second, to address the high within-field soil variability (pH varied by 2.9 units, clay content by 0.44 kg kg −1 and SOM by 5.5 g kg −1 ), a well-established empirical lime recommendation algorithm that represents the best management practices for liming in Germany was adapted, and the lime requirements (LRs) were determined. The generated workflow was applied to a 25.6 ha test field in north-eastern Germany, and the variable LR was compared to the conventional uniform LR. The comparison showed that under the uniform liming approach, 63% of the field would be over-fertilized by approximately 12 t of lime, 6% would receive approximately 6 t too little lime and 31% would still be adequately limed.
Author Vogel, Sebastian
Kling, Charlotte
Philipp, Golo
Lück, Katrin
Palme, Stefan
Nagel, Anne
Gebbers, Robin
Scheibe, Dirk
Bönecke, Eric
Meyer, Swen
Schröter, Ingmar
Zieger, Karin
Rühlmann, Jörg
Gerlach, Felix
Kramer, Eckart
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Issue 2
Keywords Soil organic matter
Soil pH
Soil texture
Variable rate soil liming
Soil sensing
Site specific soil management
Language English
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PublicationDate 2021-04-01
PublicationDateYYYYMMDD 2021-04-01
PublicationDate_xml – month: 04
  year: 2021
  text: 2021-04-01
  day: 01
PublicationDecade 2020
PublicationPlace New York
PublicationPlace_xml – name: New York
– name: Dordrecht
PublicationSubtitle An International Journal on Advances in Precision Agriculture
PublicationTitle Precision agriculture
PublicationTitleAbbrev Precision Agric
PublicationYear 2021
Publisher Springer US
Springer Nature B.V
Publisher_xml – name: Springer US
– name: Springer Nature B.V
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– volume: 5
  start-page: 457
  year: 2005
  ident: 9766_CR55
  publication-title: Precision Agriculture
  contributor:
    fullname: E Lund
– volume-title: Soil analysis: an interpretation manual
  year: 1999
  ident: 9766_CR67
  doi: 10.1071/9780643101357
  contributor:
    fullname: K Peverill
– volume: 179
  start-page: 193
  issue: 2
  year: 2016
  ident: 9766_CR6
  publication-title: Journal of Plant Nutrition and Soil Science
  doi: 10.1002/jpln.201500378
  contributor:
    fullname: W Ahmad
– volume-title: Pflanzenernährung und Düngung: 164 Tabellen (Plant nutrition and fertilization: 164 tables)
  year: 2000
  ident: 9766_CR74
  contributor:
    fullname: G Schilling
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Snippet Soil acidification is caused by natural paedogenetic processes and anthropogenic impacts but can be counteracted by regular lime application. Although sensors...
Abstract Soil acidification is caused by natural paedogenetic processes and anthropogenic impacts but can be counteracted by regular lime application. Although...
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crossref
springer
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Publisher
StartPage 493
SubjectTerms Acidic soils
Acidification
Acidity
Agricultural production
Agriculture
Algorithms
Alkalies
Anthropogenic factors
Antimony
Atmospheric Sciences
Best management practices
Biomedical and Life Sciences
Chemistry and Earth Sciences
Computer Science
Crops
Electrical resistivity
Emission measurements
Farmers
Guidelines
High resolution
Human influences
Life Sciences
Lime
Liming
Optical reflection
Organic matter
Organic soils
pH effects
Physics
Remote Sensing/Photogrammetry
Sensors
Soil acidification
Soil chemistry
Soil lime
Soil maps
Soil organic matter
Soil pH
Soil properties
Soil Science & Conservation
Soil texture
Soils
Statistics for Engineering
Texture
Workflow
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Title Guidelines for precise lime management based on high-resolution soil pH, texture and SOM maps generated from proximal soil sensing data
URI https://link.springer.com/article/10.1007/s11119-020-09766-8
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Volume 22
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