Application of a Cellular Automaton Method to Model the Structure Formation in Soils Under Saturated Conditions: A Mechanistic Approach

Soil functions are closely related to the structure of soil microaggregates. Yet, the mechanisms controlling the establishment of soil structure are diverse and partly unknown. Hence, the understanding of soil processes and functions requires the connection of the concepts on the formation and conso...

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Main Authors: Andreas Rupp, Tom Guhra, Andreas Meier, Alexander Prechtel, Thomas Ritschel, Nadja Ray, Kai Uwe Totsche
Format: Article
Language:English
Published: Frontiers Media S.A. 2019-11-01
Series:Frontiers in Environmental Science
Subjects:
Online Access:https://www.frontiersin.org/article/10.3389/fenvs.2019.00170/full
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spelling doaj-dda7026cd488432394c8b542e703bdc32020-11-25T01:49:56ZengFrontiers Media S.A.Frontiers in Environmental Science2296-665X2019-11-01710.3389/fenvs.2019.00170487468Application of a Cellular Automaton Method to Model the Structure Formation in Soils Under Saturated Conditions: A Mechanistic ApproachAndreas Rupp0Tom Guhra1Andreas Meier2Alexander Prechtel3Thomas Ritschel4Nadja Ray5Kai Uwe Totsche6Chair of Applied Mathematics I, Department of Mathematics, Friedrich-Alexander University Erlangen-Nürnberg, Erlangen, GermanyChair of Hydrogeology, Institute of Geosciences, Friedrich-Schiller University Jena, Jena, GermanyChair of Applied Mathematics I, Department of Mathematics, Friedrich-Alexander University Erlangen-Nürnberg, Erlangen, GermanyChair of Applied Mathematics I, Department of Mathematics, Friedrich-Alexander University Erlangen-Nürnberg, Erlangen, GermanyChair of Hydrogeology, Institute of Geosciences, Friedrich-Schiller University Jena, Jena, GermanyChair of Applied Mathematics I, Department of Mathematics, Friedrich-Alexander University Erlangen-Nürnberg, Erlangen, GermanyChair of Hydrogeology, Institute of Geosciences, Friedrich-Schiller University Jena, Jena, GermanySoil functions are closely related to the structure of soil microaggregates. Yet, the mechanisms controlling the establishment of soil structure are diverse and partly unknown. Hence, the understanding of soil processes and functions requires the connection of the concepts on the formation and consolidation of soil structural elements across scales that are hard to observe experimentally. At the bottom level, the dynamics of microaggregate development and restructuring build the basis for transport phenomena at the continuum scale. By modeling the interactions of specific minerals and/or organic matter, we aim to identify the mechanisms that control the evolution of structure and establishment of stationary aggregate properties. We present a mechanistic framework based on a cellular automaton model to simulate the interplay between the prototypic building units of soil microaggregates quartz, goethite, and illite subject to attractive and repulsive electrostatic interaction forces. The resulting structures are quantified by morphological measures. We investigated shielding effects due to charge neutralization and the aggregate growth rate in response to the net system charge. We found that the fraction as well as the size of the interacting oppositely charged constituents control the size, shape, and amount of occurring aggregates. Furthermore, the concentration in terms of the liquid solid ratio has been shown to increase the aggregation rate. We further adopt the model for an assessment of the temporal evolution of aggregate formation due to successive formation of particle dimers at early stages in comparison to higher order aggregates at later stages. With that we show the effect of composition, charge, size ratio, time, and concentration on microaggregate formation by the application of a mechanistic model which also provides predictions for soil aggregation behavior in case an observation is inhibited by experimental limitations.https://www.frontiersin.org/article/10.3389/fenvs.2019.00170/fullindividual based modelingmicroaggregate formationmineral surface chargemorphological characteristicssoil structure simulationself-organization
collection DOAJ
language English
format Article
sources DOAJ
author Andreas Rupp
Tom Guhra
Andreas Meier
Alexander Prechtel
Thomas Ritschel
Nadja Ray
Kai Uwe Totsche
spellingShingle Andreas Rupp
Tom Guhra
Andreas Meier
Alexander Prechtel
Thomas Ritschel
Nadja Ray
Kai Uwe Totsche
Application of a Cellular Automaton Method to Model the Structure Formation in Soils Under Saturated Conditions: A Mechanistic Approach
Frontiers in Environmental Science
individual based modeling
microaggregate formation
mineral surface charge
morphological characteristics
soil structure simulation
self-organization
author_facet Andreas Rupp
Tom Guhra
Andreas Meier
Alexander Prechtel
Thomas Ritschel
Nadja Ray
Kai Uwe Totsche
author_sort Andreas Rupp
title Application of a Cellular Automaton Method to Model the Structure Formation in Soils Under Saturated Conditions: A Mechanistic Approach
title_short Application of a Cellular Automaton Method to Model the Structure Formation in Soils Under Saturated Conditions: A Mechanistic Approach
title_full Application of a Cellular Automaton Method to Model the Structure Formation in Soils Under Saturated Conditions: A Mechanistic Approach
title_fullStr Application of a Cellular Automaton Method to Model the Structure Formation in Soils Under Saturated Conditions: A Mechanistic Approach
title_full_unstemmed Application of a Cellular Automaton Method to Model the Structure Formation in Soils Under Saturated Conditions: A Mechanistic Approach
title_sort application of a cellular automaton method to model the structure formation in soils under saturated conditions: a mechanistic approach
publisher Frontiers Media S.A.
series Frontiers in Environmental Science
issn 2296-665X
publishDate 2019-11-01
description Soil functions are closely related to the structure of soil microaggregates. Yet, the mechanisms controlling the establishment of soil structure are diverse and partly unknown. Hence, the understanding of soil processes and functions requires the connection of the concepts on the formation and consolidation of soil structural elements across scales that are hard to observe experimentally. At the bottom level, the dynamics of microaggregate development and restructuring build the basis for transport phenomena at the continuum scale. By modeling the interactions of specific minerals and/or organic matter, we aim to identify the mechanisms that control the evolution of structure and establishment of stationary aggregate properties. We present a mechanistic framework based on a cellular automaton model to simulate the interplay between the prototypic building units of soil microaggregates quartz, goethite, and illite subject to attractive and repulsive electrostatic interaction forces. The resulting structures are quantified by morphological measures. We investigated shielding effects due to charge neutralization and the aggregate growth rate in response to the net system charge. We found that the fraction as well as the size of the interacting oppositely charged constituents control the size, shape, and amount of occurring aggregates. Furthermore, the concentration in terms of the liquid solid ratio has been shown to increase the aggregation rate. We further adopt the model for an assessment of the temporal evolution of aggregate formation due to successive formation of particle dimers at early stages in comparison to higher order aggregates at later stages. With that we show the effect of composition, charge, size ratio, time, and concentration on microaggregate formation by the application of a mechanistic model which also provides predictions for soil aggregation behavior in case an observation is inhibited by experimental limitations.
topic individual based modeling
microaggregate formation
mineral surface charge
morphological characteristics
soil structure simulation
self-organization
url https://www.frontiersin.org/article/10.3389/fenvs.2019.00170/full
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