Spectroscopy and swelling soils: An integrated approach
The fact that expansive soils are a major engineering problem makes their study an important research aspect due to the accruing cost involved in terms of economic loss when construction is undertaken without due consideration to the probability of their presence. Tho...
| Main Author: | |
|---|---|
| Format: | Tesis |
| Language: | Inglés |
| Published: |
Delft University of Technology
2004
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| Subjects: | |
| Online Access: | https://hdl.handle.net/10568/81563 |
| _version_ | 1855528738235613184 |
|---|---|
| author | Kariuki, P.C. |
| author_browse | Kariuki, P.C. |
| author_facet | Kariuki, P.C. |
| author_sort | Kariuki, P.C. |
| collection | Repository of Agricultural Research Outputs (CGSpace) |
| description | The fact that expansive soils are a major engineering problem makes their study an
important research aspect due to the accruing cost involved in terms of economic
loss when construction is undertaken without due consideration to the probability
of their presence. Though there are several methods that have been used to
recognise their presence a need of a fast and relatively cheaper methods continues
to be a necessary undertaking. In this thesis new methods are explored where the
various aspects of swelling soil properties are investigated consisting of engineering, geophysical, reflectance spectroscopy and remote sensing where data
from two study areas one in central Kenya and the other insouthern Spain were used. The study relied on the establishment of indicator spectral parameters as to the
presence of three clay minerals commonly used in soil classification to swelling potential classes namely; smectites, illites and kaolinites. This was through several
reflectance spectra analysis techniques among which are; absorption feature mapping, derivative analysis, optical density and band normalised with centre. This
was followed by the establishment of correlations between these parameters and the commonly used physicochemical indices of Atterberg limits, Cation Exchange
Capacity (CEC), Saturated Paste (SP), and Coefficient of Linear Extensibility (COLE) tests. In this, their widely accepted thresholds within which soils are
assigned to a swelling potential class and provisionally to a dominant clay mineral were used.
This was followed by analysis of airborne hyperspectral data, in the Spain case
and Landsat Thematic Mapper (TM) image data for the Kenyan study area to
establish similar compositional differences. In both cases the lower spectral
information content was taken into consideration where not only the spectral
characteristics were used but also the surface expression of the soil compositional
differences in the Kenyan area in the form of gilgai microrelief. This information
was integrated with field based data consisting of topography, drainage and
vegetation differences and correlations with field based soil classification maps to
establish the potential of remote sensing in the mapping of swelling potential.
Finally a prove of concept as to the poten
tial discrimination of swelling soils under
buried non-swelling soils was also expl
ored where two geophysical methods
consisting of Induced Polarisation (IP)
and Nuclear Magnetic Resonance (NMR)
known to give indication as to the CEC, moisture and clay mineralogy differences
were used at a laboratory scale with the aim of identifying the problems to be
overcome for such methods to be applicab
le in a field setting where they would
provide faster ways of establishing the swelling potential characteristics based on
the fact that these soil properties are the key to their swelling behaviour.
From the engineering methods, three of the indices were established to best
represent the potential volume change and cons
isted of those directly related to the
clay mineralogy type i.e. CEC and the Atterberg limits of liquid limit and plastic
index. This was interpreted to show th
em as most suited from an engineering
perspective in the identification of sw
elling soils and as best suited at the
exploration as to other methods capability at identifying these soils.
The absorption feature mapping technique est
ablished several feature parameters to
be diagnostic as to the dominance of th
ese minerals in soils where significant
presence of kaolinite enhanced the hydroxy
l features whereas substantial amounts
of smectite enhanced molecular water f
eatures. Manipulations of the spectral
curves in the form of first and second
derivatives were also observed to give
similar information whereas other manipula
tions such as the optical density and the
band normalised with centre were not as pr
omising. The potential of spectral data
to discriminate the soils based on the
clay mineralogy differences was thus
concluded to show spectroscopy to have
a potential at mapping swelling soils an
assumption that was finally confirmed thr
ough correlations between the spectral
parameters and the established swelling pot
ential indices. This was also confirmed
based on spectral information from the hype
rspectral image data where derivatives
established several wavelength positions to
give strong indications of such a
potential.
Landsat image data on the other hand a
dded a new dimension to the potential
identification and mapping of swelling soils
other than the spectral differences in
the form of recognition of gilgai topogr
aphy pattern exclusively present in these
soils. This provides a possibility of carrying out more detailed analysis of the
potential differences among the swelling soils
where spatial analysis of the gilgai
patterns in the form of parameters such as
homogeneity index can be used to relate
soils in different regions based on the
similarity of such indices and their
association to environmental factors. This
when coupled with spectral differences
in the form of such indices as the soil br
ightness index were established capable in
assigning soils in the Kenyan study area to swell potential categories upon
integration with other field based information such as topography and drainage
patterns coupled with land cover differe
nces. The geophysical methods (IP and
NMR) though laboratory based were also established as potentially useful in the
study of these soils and could be useful
in their recognition in places where they
could be buried based on good correlations
obtained between the normalized IP
and the CEC on the one hand and moisture and grain size distributions and the
NMR parameters on the other. Howeve
r, for the two methods to become
operational there are some factors that require to be addressed one of which is the
influence of salinity on the obtained IP and a proper calibration of the NMR to
measure the various properties on which it has a potential to give information on.
Reflectance spectroscopy was therefore conc
luded to have a potential application
in swelling soil identification and to offe
r a fast non-destructive method based on
diagnostic spectral features. Low spectral but high spatial resolution images were
found useful in the recognition of these soils and to offer a potentially important
tool for the comparison of the soils over
wide areas through the established gilgai
pattern analysis based on their expressi
on of underlying forces resulting from
differential swelling. Geophys
ical methods of NMR and IP
were also established to
have a potential to non-intrusive identifica
tion of these soils if some influencing
factors could be overcome. Conclusions
were therefore drawn that though soil
swelling is a complex phenomenon invol
ving several underlying factors i.e.
compositional differences, structure and moisture regime etc, clay mineralogy
plays a central role in determining it and thus has an overall controlling influence
to most of the soil properties making th
eir use in its estimation possible. The
research however established that there are still more handles to be overcome as to
the full operation of these new techniques. |
| format | Tesis |
| id | CGSpace81563 |
| institution | CGIAR Consortium |
| language | Inglés |
| publishDate | 2004 |
| publishDateRange | 2004 |
| publishDateSort | 2004 |
| publisher | Delft University of Technology |
| publisherStr | Delft University of Technology |
| record_format | dspace |
| spelling | CGSpace815632024-01-08T18:54:14Z Spectroscopy and swelling soils: An integrated approach Kariuki, P.C. soil vegetation climate The fact that expansive soils are a major engineering problem makes their study an important research aspect due to the accruing cost involved in terms of economic loss when construction is undertaken without due consideration to the probability of their presence. Though there are several methods that have been used to recognise their presence a need of a fast and relatively cheaper methods continues to be a necessary undertaking. In this thesis new methods are explored where the various aspects of swelling soil properties are investigated consisting of engineering, geophysical, reflectance spectroscopy and remote sensing where data from two study areas one in central Kenya and the other insouthern Spain were used. The study relied on the establishment of indicator spectral parameters as to the presence of three clay minerals commonly used in soil classification to swelling potential classes namely; smectites, illites and kaolinites. This was through several reflectance spectra analysis techniques among which are; absorption feature mapping, derivative analysis, optical density and band normalised with centre. This was followed by the establishment of correlations between these parameters and the commonly used physicochemical indices of Atterberg limits, Cation Exchange Capacity (CEC), Saturated Paste (SP), and Coefficient of Linear Extensibility (COLE) tests. In this, their widely accepted thresholds within which soils are assigned to a swelling potential class and provisionally to a dominant clay mineral were used. This was followed by analysis of airborne hyperspectral data, in the Spain case and Landsat Thematic Mapper (TM) image data for the Kenyan study area to establish similar compositional differences. In both cases the lower spectral information content was taken into consideration where not only the spectral characteristics were used but also the surface expression of the soil compositional differences in the Kenyan area in the form of gilgai microrelief. This information was integrated with field based data consisting of topography, drainage and vegetation differences and correlations with field based soil classification maps to establish the potential of remote sensing in the mapping of swelling potential. Finally a prove of concept as to the poten tial discrimination of swelling soils under buried non-swelling soils was also expl ored where two geophysical methods consisting of Induced Polarisation (IP) and Nuclear Magnetic Resonance (NMR) known to give indication as to the CEC, moisture and clay mineralogy differences were used at a laboratory scale with the aim of identifying the problems to be overcome for such methods to be applicab le in a field setting where they would provide faster ways of establishing the swelling potential characteristics based on the fact that these soil properties are the key to their swelling behaviour. From the engineering methods, three of the indices were established to best represent the potential volume change and cons isted of those directly related to the clay mineralogy type i.e. CEC and the Atterberg limits of liquid limit and plastic index. This was interpreted to show th em as most suited from an engineering perspective in the identification of sw elling soils and as best suited at the exploration as to other methods capability at identifying these soils. The absorption feature mapping technique est ablished several feature parameters to be diagnostic as to the dominance of th ese minerals in soils where significant presence of kaolinite enhanced the hydroxy l features whereas substantial amounts of smectite enhanced molecular water f eatures. Manipulations of the spectral curves in the form of first and second derivatives were also observed to give similar information whereas other manipula tions such as the optical density and the band normalised with centre were not as pr omising. The potential of spectral data to discriminate the soils based on the clay mineralogy differences was thus concluded to show spectroscopy to have a potential at mapping swelling soils an assumption that was finally confirmed thr ough correlations between the spectral parameters and the established swelling pot ential indices. This was also confirmed based on spectral information from the hype rspectral image data where derivatives established several wavelength positions to give strong indications of such a potential. Landsat image data on the other hand a dded a new dimension to the potential identification and mapping of swelling soils other than the spectral differences in the form of recognition of gilgai topogr aphy pattern exclusively present in these soils. This provides a possibility of carrying out more detailed analysis of the potential differences among the swelling soils where spatial analysis of the gilgai patterns in the form of parameters such as homogeneity index can be used to relate soils in different regions based on the similarity of such indices and their association to environmental factors. This when coupled with spectral differences in the form of such indices as the soil br ightness index were established capable in assigning soils in the Kenyan study area to swell potential categories upon integration with other field based information such as topography and drainage patterns coupled with land cover differe nces. The geophysical methods (IP and NMR) though laboratory based were also established as potentially useful in the study of these soils and could be useful in their recognition in places where they could be buried based on good correlations obtained between the normalized IP and the CEC on the one hand and moisture and grain size distributions and the NMR parameters on the other. Howeve r, for the two methods to become operational there are some factors that require to be addressed one of which is the influence of salinity on the obtained IP and a proper calibration of the NMR to measure the various properties on which it has a potential to give information on. Reflectance spectroscopy was therefore conc luded to have a potential application in swelling soil identification and to offe r a fast non-destructive method based on diagnostic spectral features. Low spectral but high spatial resolution images were found useful in the recognition of these soils and to offer a potentially important tool for the comparison of the soils over wide areas through the established gilgai pattern analysis based on their expressi on of underlying forces resulting from differential swelling. Geophys ical methods of NMR and IP were also established to have a potential to non-intrusive identifica tion of these soils if some influencing factors could be overcome. Conclusions were therefore drawn that though soil swelling is a complex phenomenon invol ving several underlying factors i.e. compositional differences, structure and moisture regime etc, clay mineralogy plays a central role in determining it and thus has an overall controlling influence to most of the soil properties making th eir use in its estimation possible. The research however established that there are still more handles to be overcome as to the full operation of these new techniques. 2004 2017-06-16T09:03:39Z 2017-06-16T09:03:39Z Thesis https://hdl.handle.net/10568/81563 en Open Access Delft University of Technology Karuiki, P.C. 2004. Spectroscopy and swelling soils: An integrated approach. MSc thesis in Geology, Delft University of Technology. |
| spellingShingle | soil vegetation climate Kariuki, P.C. Spectroscopy and swelling soils: An integrated approach |
| title | Spectroscopy and swelling soils: An integrated approach |
| title_full | Spectroscopy and swelling soils: An integrated approach |
| title_fullStr | Spectroscopy and swelling soils: An integrated approach |
| title_full_unstemmed | Spectroscopy and swelling soils: An integrated approach |
| title_short | Spectroscopy and swelling soils: An integrated approach |
| title_sort | spectroscopy and swelling soils an integrated approach |
| topic | soil vegetation climate |
| url | https://hdl.handle.net/10568/81563 |
| work_keys_str_mv | AT kariukipc spectroscopyandswellingsoilsanintegratedapproach |