StormReactor: An open-source Python package for the integrated modeling of urban water quality and water balance
Retrofitting watersheds with sensing and control technologies promises to enable autonomous water systems, which control themselves in real-time to improve water quality. To realize this vision, there is a need to improve the degree of fidelity in the underlying representation of pollutant processes...
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Veröffentlicht in: | Environmental modelling & software : with environment data news 2021-11, Vol.145, p.105175, Article 105175 |
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creator | Mason, Brooke E. Mullapudi, Abhiram Kerkez, Branko |
description | Retrofitting watersheds with sensing and control technologies promises to enable autonomous water systems, which control themselves in real-time to improve water quality. To realize this vision, there is a need to improve the degree of fidelity in the underlying representation of pollutant processes. This paper presents an open-source Python package, StormReactor, which integrates the Stormwater Management Model's water balance engine with a new water quality module. StormReactor includes a variety of predefined pollutant generation and treatment processes, while allowing users to implement additional processes on their own. To demonstrate the range of possible water quality methodologies that can be modeled, we simulated suspended solids and nitrates in a real and anonymized stormwater network. To illustrate StormReactor's real-time control capabilities, a control strategy was implemented to maximize denitrification. Case study results indicate a controlled asset can achieve the same pollutant improvements as an uncontrolled asset in a quarter of the spatial footprint.
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•StormReactor is a new Python programming interface for simulating pollutants in SWMM.•StormReactor enables modeling pollutant generation processes, like erosion in SWMM.•StormReactor is customizable and requires only a few lines of Python code. |
doi_str_mv | 10.1016/j.envsoft.2021.105175 |
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[Display omitted]
•StormReactor is a new Python programming interface for simulating pollutants in SWMM.•StormReactor enables modeling pollutant generation processes, like erosion in SWMM.•StormReactor is customizable and requires only a few lines of Python code.</description><identifier>ISSN: 1364-8152</identifier><identifier>EISSN: 1873-6726</identifier><identifier>DOI: 10.1016/j.envsoft.2021.105175</identifier><language>eng</language><publisher>Oxford: Elsevier Ltd</publisher><subject>Denitrification ; Model integration ; Pollutants ; Real time ; Real-time control ; Retrofitting ; Solid suspensions ; Stormwater ; Stormwater management ; Suspended solids ; Water balance ; Water quality ; Water quality control ; Watersheds</subject><ispartof>Environmental modelling & software : with environment data news, 2021-11, Vol.145, p.105175, Article 105175</ispartof><rights>2021</rights><rights>Copyright Elsevier Science Ltd. Nov 2021</rights><lds50>peer_reviewed</lds50><oa>free_for_read</oa><woscitedreferencessubscribed>false</woscitedreferencessubscribed><citedby>FETCH-LOGICAL-c384t-e4e7cf232219a33963e9b96bfc9c1b03a53ca624dba3bc69e5cf8aeb3cb92abe3</citedby><cites>FETCH-LOGICAL-c384t-e4e7cf232219a33963e9b96bfc9c1b03a53ca624dba3bc69e5cf8aeb3cb92abe3</cites><orcidid>0000-0001-5868-7026</orcidid></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Tsyndetics_thumb_exl</thumbnail><linktohtml>$$Uhttps://www.sciencedirect.com/science/article/pii/S1364815221002176$$EHTML$$P50$$Gelsevier$$H</linktohtml><link.rule.ids>314,776,780,3537,27901,27902,65306</link.rule.ids></links><search><creatorcontrib>Mason, Brooke E.</creatorcontrib><creatorcontrib>Mullapudi, Abhiram</creatorcontrib><creatorcontrib>Kerkez, Branko</creatorcontrib><title>StormReactor: An open-source Python package for the integrated modeling of urban water quality and water balance</title><title>Environmental modelling & software : with environment data news</title><description>Retrofitting watersheds with sensing and control technologies promises to enable autonomous water systems, which control themselves in real-time to improve water quality. To realize this vision, there is a need to improve the degree of fidelity in the underlying representation of pollutant processes. This paper presents an open-source Python package, StormReactor, which integrates the Stormwater Management Model's water balance engine with a new water quality module. StormReactor includes a variety of predefined pollutant generation and treatment processes, while allowing users to implement additional processes on their own. To demonstrate the range of possible water quality methodologies that can be modeled, we simulated suspended solids and nitrates in a real and anonymized stormwater network. To illustrate StormReactor's real-time control capabilities, a control strategy was implemented to maximize denitrification. Case study results indicate a controlled asset can achieve the same pollutant improvements as an uncontrolled asset in a quarter of the spatial footprint.
[Display omitted]
•StormReactor is a new Python programming interface for simulating pollutants in SWMM.•StormReactor enables modeling pollutant generation processes, like erosion in SWMM.•StormReactor is customizable and requires only a few lines of Python code.</description><subject>Denitrification</subject><subject>Model integration</subject><subject>Pollutants</subject><subject>Real time</subject><subject>Real-time control</subject><subject>Retrofitting</subject><subject>Solid suspensions</subject><subject>Stormwater</subject><subject>Stormwater management</subject><subject>Suspended solids</subject><subject>Water balance</subject><subject>Water quality</subject><subject>Water quality control</subject><subject>Watersheds</subject><issn>1364-8152</issn><issn>1873-6726</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2021</creationdate><recordtype>article</recordtype><recordid>eNqFkFtLAzEQhRdRsFZ_ghDweWsuu2nXFyniDQqKl-cwyc62W9tkm2Qr_femtO8-zeEwc4bzZdk1oyNGmbxdjtBug2viiFPOkleycXmSDdhkLHI55vI0aSGLfMJKfp5dhLCklCZdDLLuMzq__kAwad6RqSWuQ5sH13uD5H0XF86SDswPzJE0zpO4QNLaiHMPEWuydjWuWjsnriG912DJb_I92fSwauOOgK2PjoYVWIOX2VkDq4BXxznMvp8evx5e8tnb8-vDdJYbMSlijgWOTcMF56wCISopsNKV1I2pDNNUQCkMSF7UGoQ2ssLSNBNALYyuOGgUw-zmkNt5t-kxRLVMnWx6qbhM1CivaJm2ysOW8S4Ej43qfLsGv1OMqj1ctVRHuGoPVx3gprv7wx2mCtsWvQqmxVSvbj2aqGrX_pPwBzrZh-w</recordid><startdate>202111</startdate><enddate>202111</enddate><creator>Mason, Brooke E.</creator><creator>Mullapudi, Abhiram</creator><creator>Kerkez, Branko</creator><general>Elsevier Ltd</general><general>Elsevier Science Ltd</general><scope>AAYXX</scope><scope>CITATION</scope><scope>7QH</scope><scope>7SC</scope><scope>7ST</scope><scope>7UA</scope><scope>8FD</scope><scope>C1K</scope><scope>FR3</scope><scope>JQ2</scope><scope>KR7</scope><scope>L7M</scope><scope>L~C</scope><scope>L~D</scope><scope>SOI</scope><orcidid>https://orcid.org/0000-0001-5868-7026</orcidid></search><sort><creationdate>202111</creationdate><title>StormReactor: An open-source Python package for the integrated modeling of urban water quality and water balance</title><author>Mason, Brooke E. ; Mullapudi, Abhiram ; Kerkez, Branko</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-LOGICAL-c384t-e4e7cf232219a33963e9b96bfc9c1b03a53ca624dba3bc69e5cf8aeb3cb92abe3</frbrgroupid><rsrctype>articles</rsrctype><prefilter>articles</prefilter><language>eng</language><creationdate>2021</creationdate><topic>Denitrification</topic><topic>Model integration</topic><topic>Pollutants</topic><topic>Real time</topic><topic>Real-time control</topic><topic>Retrofitting</topic><topic>Solid suspensions</topic><topic>Stormwater</topic><topic>Stormwater management</topic><topic>Suspended solids</topic><topic>Water balance</topic><topic>Water quality</topic><topic>Water quality control</topic><topic>Watersheds</topic><toplevel>peer_reviewed</toplevel><toplevel>online_resources</toplevel><creatorcontrib>Mason, Brooke E.</creatorcontrib><creatorcontrib>Mullapudi, Abhiram</creatorcontrib><creatorcontrib>Kerkez, Branko</creatorcontrib><collection>CrossRef</collection><collection>Aqualine</collection><collection>Computer and Information Systems Abstracts</collection><collection>Environment Abstracts</collection><collection>Water Resources Abstracts</collection><collection>Technology Research Database</collection><collection>Environmental Sciences and Pollution Management</collection><collection>Engineering Research Database</collection><collection>ProQuest Computer Science Collection</collection><collection>Civil Engineering Abstracts</collection><collection>Advanced Technologies Database with Aerospace</collection><collection>Computer and Information Systems Abstracts Academic</collection><collection>Computer and Information Systems Abstracts Professional</collection><collection>Environment Abstracts</collection><jtitle>Environmental modelling & software : with environment data news</jtitle></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext</fulltext></delivery><addata><au>Mason, Brooke E.</au><au>Mullapudi, Abhiram</au><au>Kerkez, Branko</au><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>StormReactor: An open-source Python package for the integrated modeling of urban water quality and water balance</atitle><jtitle>Environmental modelling & software : with environment data news</jtitle><date>2021-11</date><risdate>2021</risdate><volume>145</volume><spage>105175</spage><pages>105175-</pages><artnum>105175</artnum><issn>1364-8152</issn><eissn>1873-6726</eissn><abstract>Retrofitting watersheds with sensing and control technologies promises to enable autonomous water systems, which control themselves in real-time to improve water quality. To realize this vision, there is a need to improve the degree of fidelity in the underlying representation of pollutant processes. This paper presents an open-source Python package, StormReactor, which integrates the Stormwater Management Model's water balance engine with a new water quality module. StormReactor includes a variety of predefined pollutant generation and treatment processes, while allowing users to implement additional processes on their own. To demonstrate the range of possible water quality methodologies that can be modeled, we simulated suspended solids and nitrates in a real and anonymized stormwater network. To illustrate StormReactor's real-time control capabilities, a control strategy was implemented to maximize denitrification. Case study results indicate a controlled asset can achieve the same pollutant improvements as an uncontrolled asset in a quarter of the spatial footprint.
[Display omitted]
•StormReactor is a new Python programming interface for simulating pollutants in SWMM.•StormReactor enables modeling pollutant generation processes, like erosion in SWMM.•StormReactor is customizable and requires only a few lines of Python code.</abstract><cop>Oxford</cop><pub>Elsevier Ltd</pub><doi>10.1016/j.envsoft.2021.105175</doi><orcidid>https://orcid.org/0000-0001-5868-7026</orcidid><oa>free_for_read</oa></addata></record> |
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language | eng |
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source | Elsevier ScienceDirect Journals |
subjects | Denitrification Model integration Pollutants Real time Real-time control Retrofitting Solid suspensions Stormwater Stormwater management Suspended solids Water balance Water quality Water quality control Watersheds |
title | StormReactor: An open-source Python package for the integrated modeling of urban water quality and water balance |
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