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The output space of a chemical sensor

The output space of a chemical sensor PkEep
The output space of a chemical sensor has a general dimension that depends on the number of chemical properties explored via the sensor. for instance, a sensor that detects chemical reactivity instead of physical properties (such as mass) may also examine a large number of chemical properties that can be partially or perfectly orthogonal to each other. these interactions include Lewis acid/base, Brønsted acid/base, redox, hydrogen bonding, and so on. , which ultimately affect the reaction. Differentiation between chemical species using these kinds of sensors, in addition, involves analysis in this high-dimensional output space and is therefore potentially able to distinguish between a big number of various targets. In comparison, a sensor that takes advantage of poor physical interactions could have an output space that is largely dominated through only one dimension. Chemical-based reaction sensors are inherently high-dimensional output space. This higher dimension means a greater capability to distinguish between similar target analytes. A huge output space requires an extra complicated approach to analysis. Colorimetric sensors produce large data sets with many variables, to be able to manage this amount of data mainly frequently used tools and most common approaches to high-dimensional data which include principal component analysis (PCA), hierarchical cluster analysis (HCA), and partial least squares regression (PLS), And Linear discriminant analysis (LDA), Support Vector Machines(SVM), and artificial Neural Networks (ANN) are used.
The
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output
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space
of a
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chemical
sensor has a general dimension that depends on the number of
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chemical
properties explored via the sensor.
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for
instance, a sensor that detects
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chemical
reactivity
instead
of physical properties (such as mass) may
also
examine
Specify a number, remove phrase, or simply use "many" or "numerous"
a large number of
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chemical
properties that can be
partially
or
perfectly
orthogonal to each other.
This sentence does not start with an uppercase letter
these
interactions include Lewis acid/base,
Possible spelling mistake found.
Brønsted
acid/base, redox, hydrogen bonding, and
This phrase/word is too simple and can be replaced with:
so
on.
Loose punctuation mark.
,
which
ultimately
affect the reaction. Differentiation between
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chemical
species using these kinds of sensors,
in addition
, involves
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analysis
in this high-dimensional
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output
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space
and is
therefore
potentially
able to distinguish between a
This phrase/word is too simple and can be replaced with:
big
number of various targets.
In comparison
, a sensor that takes advantage of poor physical interactions could have an
You use this word too often, consider replacing it with
output
You use this word too often, consider replacing it with
space
that is
largely
dominated through
This phrase/word (depending on the context) can be potentially replaced with :
only
one dimension. Chemical-based reaction sensors are
inherently
high-dimensional
You use this word too often, consider replacing it with
output
You use this word too often, consider replacing it with
space
. This higher dimension means a greater capability to distinguish between similar target analytes. A huge
You use this word too often, consider replacing it with
output
You use this word too often, consider replacing it with
space
requires an extra complicated approach to
You use this word too often, consider replacing it with
analysis
. Colorimetric sensors produce large data sets with
This phrase/word is too simple and can be replaced with:
many
variables, to be able to manage this amount of data
mainly
frequently
This phrase/word (depending on the context) can be potentially replaced with :
used
tools and most common approaches to high-dimensional data which include principal component
You use this word too often, consider replacing it with
analysis
(PCA), hierarchical cluster
You use this word too often, consider replacing it with
analysis
(HCA), and partial least squares regression (PLS), And Linear discriminant
You use this word too often, consider replacing it with
analysis
(LDA), Support Vector Machines(SVM), and artificial Neural Networks (ANN) are
This phrase/word (depending on the context) can be potentially replaced with :
used
.
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IELTS academic The output space of a chemical sensor

Academic
  American English
1 paragraphs
224 words
5.5
Overall Band Score
Coherence and Cohesion: 5.5
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    Vary your linking phrases using synonyms
Lexical Resource: 5.5
  • Try to vary your vocabulary using accurate synonyms
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  • Check your work for spelling and word formation mistakes
Grammatical Range: 6.5
  • Use a variety of complex and simple sentences
  • Check your writing for errors
Task Achievement: 5.0
  • Answer all parts of the question
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    Present relevant ideas
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