Evaluation of Different Formulations to Optimally Locate Sensors in Sewer SystemsSource: Journal of Water Resources Planning and Management:;2017:;Volume ( 143 ):;issue: 007Author:Bijit Kumar Banik
,
Leonardo Alfonso
,
Cristiana Di Cristo
,
Angelo Leopardi
,
Arthur Mynett
DOI: 10.1061/(ASCE)WR.1943-5452.0000778Publisher: American Society of Civil Engineers
Abstract: Efficient management of a sewer system includes the control of the conveyed wastewater quality to adequately operate treatment plants and protect the receiving water bodies. Moreover, these systems are vulnerable to either accidental spills or intentional unauthorized discharges. To properly manage them, a limited number of sensors could be placed at different locations to monitor the water quality. In this paper, multiobjective and single-objective optimization procedures to optimally locate sensors in sewer systems are proposed, tested, and compared. The multiobjective procedures include objective functions related to information theory (IT procedure), detection time and reliability (DR procedure), and a combination of them (IT_DR procedure). The single-objective procedures include a greedy-based objective function (GR procedure) and a merged objective function (DR_IT_GR procedure). The procedures show a similar performance when applied on a small network, whereas in a real system, the results show that (1) the IT-based method can be effectively used as a filtering technique; (2) the DR_IT_GR procedure outperforms the other multiobjective ones; and (3) the GR procedure is very efficient in finding the Pareto extreme solutions.
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contributor author | Bijit Kumar Banik | |
contributor author | Leonardo Alfonso | |
contributor author | Cristiana Di Cristo | |
contributor author | Angelo Leopardi | |
contributor author | Arthur Mynett | |
date accessioned | 2017-12-16T09:19:33Z | |
date available | 2017-12-16T09:19:33Z | |
date issued | 2017 | |
identifier other | %28ASCE%29WR.1943-5452.0000778.pdf | |
identifier uri | http://138.201.223.254:8080/yetl1/handle/yetl/4241486 | |
description abstract | Efficient management of a sewer system includes the control of the conveyed wastewater quality to adequately operate treatment plants and protect the receiving water bodies. Moreover, these systems are vulnerable to either accidental spills or intentional unauthorized discharges. To properly manage them, a limited number of sensors could be placed at different locations to monitor the water quality. In this paper, multiobjective and single-objective optimization procedures to optimally locate sensors in sewer systems are proposed, tested, and compared. The multiobjective procedures include objective functions related to information theory (IT procedure), detection time and reliability (DR procedure), and a combination of them (IT_DR procedure). The single-objective procedures include a greedy-based objective function (GR procedure) and a merged objective function (DR_IT_GR procedure). The procedures show a similar performance when applied on a small network, whereas in a real system, the results show that (1) the IT-based method can be effectively used as a filtering technique; (2) the DR_IT_GR procedure outperforms the other multiobjective ones; and (3) the GR procedure is very efficient in finding the Pareto extreme solutions. | |
publisher | American Society of Civil Engineers | |
title | Evaluation of Different Formulations to Optimally Locate Sensors in Sewer Systems | |
type | Journal Paper | |
journal volume | 143 | |
journal issue | 7 | |
journal title | Journal of Water Resources Planning and Management | |
identifier doi | 10.1061/(ASCE)WR.1943-5452.0000778 | |
tree | Journal of Water Resources Planning and Management:;2017:;Volume ( 143 ):;issue: 007 | |
contenttype | Fulltext |