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Real-time fuzzy logic control of combined sewer flows Tamaki, Robert Dean
Abstract
The use of fuzzy logic for the real-time control of flows in a combined sewer system is examined in this thesis. Using a simple computer model, two different combined sewer overflow control scenarios were developed to test the effectiveness of a fuzzy rule base for controlling wet weather flows using off-line storage. The control objective of the first scenario was to capture the more highly contaminated first flush flows from a two sub-catchment drainage basin. A fuzzy controller was developed using heuristic methods that was found to be relatively effective in achieving the desired objective. The control objective of the second scenario was to capture the peak flow issuing from a single catchment. In this case, two different control strategies were employed. The first involved the construction of a fuzzy algorithm from a database of historical flow control data. That data was obtained manuallly by determining an optimal control response for each storm event using multiple repetitions of each simulation. The results of using this method, however, were found to be highly inadequate, due mostly to flawed methodology. The poor results prompted the development of the second method in which a crisp controller output was modified on-line by a fuzzy adjustment algorithm in response to real-time measurements of the state variables. This method yielded improved results over the first method but some inadequacies were still apparent. These inadequacies could be attributed primarily to the complexity of the control problem and the difficulty involved in representing those complexities heuristically so that they could be converted to a fuzzy algorithm. Specifically, the dimensionality of the control problem was found to be too large to be able to produce an effective fuzzy controller.
Item Metadata
Title |
Real-time fuzzy logic control of combined sewer flows
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Creator | |
Publisher |
University of British Columbia
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Date Issued |
1994
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Description |
The use of fuzzy logic for the real-time control of flows in a combined sewer
system is examined in this thesis. Using a simple computer model, two different
combined sewer overflow control scenarios were developed to test the effectiveness of a
fuzzy rule base for controlling wet weather flows using off-line storage. The control
objective of the first scenario was to capture the more highly contaminated first flush
flows from a two sub-catchment drainage basin. A fuzzy controller was developed using
heuristic methods that was found to be relatively effective in achieving the desired
objective. The control objective of the second scenario was to capture the peak flow
issuing from a single catchment. In this case, two different control strategies were
employed. The first involved the construction of a fuzzy algorithm from a database of
historical flow control data. That data was obtained manuallly by determining an optimal
control response for each storm event using multiple repetitions of each simulation. The
results of using this method, however, were found to be highly inadequate, due mostly to
flawed methodology. The poor results prompted the development of the second method
in which a crisp controller output was modified on-line by a fuzzy adjustment algorithm
in response to real-time measurements of the state variables. This method yielded
improved results over the first method but some inadequacies were still apparent. These
inadequacies could be attributed primarily to the complexity of the control problem and
the difficulty involved in representing those complexities heuristically so that they could
be converted to a fuzzy algorithm. Specifically, the dimensionality of the control
problem was found to be too large to be able to produce an effective fuzzy controller.
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Extent |
6771099 bytes
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Genre | |
Type | |
File Format |
application/pdf
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Language |
eng
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Date Available |
2009-02-24
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Provider |
Vancouver : University of British Columbia Library
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Rights |
For non-commercial purposes only, such as research, private study and education. Additional conditions apply, see Terms of Use https://open.library.ubc.ca/terms_of_use.
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DOI |
10.14288/1.0050423
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URI | |
Degree | |
Program | |
Affiliation | |
Degree Grantor |
University of British Columbia
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Graduation Date |
1994-05
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Campus | |
Scholarly Level |
Graduate
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Aggregated Source Repository |
DSpace
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Item Media
Item Citations and Data
Rights
For non-commercial purposes only, such as research, private study and education. Additional conditions apply, see Terms of Use https://open.library.ubc.ca/terms_of_use.