On-line estimation of VFA concentration in anaerobic digestion via methane outflow rate measurements
•Robust nonlinear observer for on-line estimation of VFA in continuous anaerobic digesters.•Only the methane outflow rate is available for online measurement.•The proposed observer is able to the estimation of VFA in different operation conditions.•The observer convergence is analyzed by using Lyapu...
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Veröffentlicht in: | Computers & chemical engineering 2016-11, Vol.94, p.250-256 |
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creator | Lara-Cisneros, Gerardo Aguilar-López, Ricardo Dochain, Denis Femat, Ricardo |
description | •Robust nonlinear observer for on-line estimation of VFA in continuous anaerobic digesters.•Only the methane outflow rate is available for online measurement.•The proposed observer is able to the estimation of VFA in different operation conditions.•The observer convergence is analyzed by using Lyapunov stability techniques.
This paper deals with the design of a robust nonlinear observer as a software sensor to achieve the on-line estimation of the concentration of Volatile Fatty Acids (VFA) in a class of continuous anaerobic digesters (AD). Taking into account the limited availability of on-line sensors for AD process, in this contribution is assumed that only the methane outflow rate is available for on-line measurement. The estimation method is based on a modified version for a two-dimensional mathematical model of AD process. From the differential algebraic observability approach it is shown that the VFA concentration is detectable from the methane outflow rate measurements. The observer convergence is analyzed by using Lyapunov stability techniques. Numerical simulations illustrate the effectiveness of the proposed estimation method for a four-dimensional AD model with uncertainties associated with unmodeled dynamics and disturbances in the inflow composition. |
doi_str_mv | 10.1016/j.compchemeng.2016.07.005 |
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This paper deals with the design of a robust nonlinear observer as a software sensor to achieve the on-line estimation of the concentration of Volatile Fatty Acids (VFA) in a class of continuous anaerobic digesters (AD). Taking into account the limited availability of on-line sensors for AD process, in this contribution is assumed that only the methane outflow rate is available for on-line measurement. The estimation method is based on a modified version for a two-dimensional mathematical model of AD process. From the differential algebraic observability approach it is shown that the VFA concentration is detectable from the methane outflow rate measurements. The observer convergence is analyzed by using Lyapunov stability techniques. Numerical simulations illustrate the effectiveness of the proposed estimation method for a four-dimensional AD model with uncertainties associated with unmodeled dynamics and disturbances in the inflow composition.</description><identifier>ISSN: 0098-1354</identifier><identifier>EISSN: 1873-4375</identifier><identifier>DOI: 10.1016/j.compchemeng.2016.07.005</identifier><language>eng</language><publisher>Elsevier Ltd</publisher><subject>Algebra ; Anaerobic digestion ; Computer programs ; Computer simulation ; Concentration (composition) ; Mathematical models ; Methane ; Outflow ; Sensors ; Software sensors ; State observer ; Uncertain reaction systems ; VFA estimation</subject><ispartof>Computers & chemical engineering, 2016-11, Vol.94, p.250-256</ispartof><rights>2016 Elsevier Ltd</rights><lds50>peer_reviewed</lds50><woscitedreferencessubscribed>false</woscitedreferencessubscribed><citedby>FETCH-LOGICAL-c391t-4ae559fb4f4c27c620b68fff832b4c3ecf2e197164286c249039be4f004f60333</citedby><cites>FETCH-LOGICAL-c391t-4ae559fb4f4c27c620b68fff832b4c3ecf2e197164286c249039be4f004f60333</cites></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Tsyndetics_thumb_exl</thumbnail><linktohtml>$$Uhttps://www.sciencedirect.com/science/article/pii/S0098135416302253$$EHTML$$P50$$Gelsevier$$H</linktohtml><link.rule.ids>314,776,780,3537,27901,27902,65306</link.rule.ids></links><search><creatorcontrib>Lara-Cisneros, Gerardo</creatorcontrib><creatorcontrib>Aguilar-López, Ricardo</creatorcontrib><creatorcontrib>Dochain, Denis</creatorcontrib><creatorcontrib>Femat, Ricardo</creatorcontrib><title>On-line estimation of VFA concentration in anaerobic digestion via methane outflow rate measurements</title><title>Computers & chemical engineering</title><description>•Robust nonlinear observer for on-line estimation of VFA in continuous anaerobic digesters.•Only the methane outflow rate is available for online measurement.•The proposed observer is able to the estimation of VFA in different operation conditions.•The observer convergence is analyzed by using Lyapunov stability techniques.
This paper deals with the design of a robust nonlinear observer as a software sensor to achieve the on-line estimation of the concentration of Volatile Fatty Acids (VFA) in a class of continuous anaerobic digesters (AD). Taking into account the limited availability of on-line sensors for AD process, in this contribution is assumed that only the methane outflow rate is available for on-line measurement. The estimation method is based on a modified version for a two-dimensional mathematical model of AD process. From the differential algebraic observability approach it is shown that the VFA concentration is detectable from the methane outflow rate measurements. The observer convergence is analyzed by using Lyapunov stability techniques. Numerical simulations illustrate the effectiveness of the proposed estimation method for a four-dimensional AD model with uncertainties associated with unmodeled dynamics and disturbances in the inflow composition.</description><subject>Algebra</subject><subject>Anaerobic digestion</subject><subject>Computer programs</subject><subject>Computer simulation</subject><subject>Concentration (composition)</subject><subject>Mathematical models</subject><subject>Methane</subject><subject>Outflow</subject><subject>Sensors</subject><subject>Software sensors</subject><subject>State observer</subject><subject>Uncertain reaction systems</subject><subject>VFA estimation</subject><issn>0098-1354</issn><issn>1873-4375</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2016</creationdate><recordtype>article</recordtype><recordid>eNqNkM1OwzAQhC0EEqXwDuHGJWH9k8Q5VhUFpEq9AFcrcdetqyQudlLE2-OoHDhyWmk0M5r9CLmnkFGgxeMh06476j122O8yFqUMygwgvyAzKkueCl7ml2QGUMmU8lxck5sQDgDAhJQzst30aWt7TDAMtqsH6_rEmeRjtUi06zX2gz-Ltk_qvkbvGquTrd1N_iifbJ10OOzrWOHGwbTuK4kJjGIdRj_NGsItuTJ1G_Du987J--rpbfmSrjfPr8vFOtW8okMqaszzyjTCCM1KXTBoCmmMkZw1QnPUhiGtSloIJgvNRAW8alAYAGEK4JzPycO59-jd5xgXqs4GjW0b17kxKCpFLhkvKYvW6mzV3oXg0aijj__7b0VBTWTVQf0hqyayCkoVycbs8pzF-MvJoldBW4ywttajHtTW2X-0_ABaholO</recordid><startdate>20161102</startdate><enddate>20161102</enddate><creator>Lara-Cisneros, Gerardo</creator><creator>Aguilar-López, Ricardo</creator><creator>Dochain, Denis</creator><creator>Femat, Ricardo</creator><general>Elsevier Ltd</general><scope>AAYXX</scope><scope>CITATION</scope><scope>7SC</scope><scope>7U5</scope><scope>8FD</scope><scope>JQ2</scope><scope>L7M</scope><scope>L~C</scope><scope>L~D</scope></search><sort><creationdate>20161102</creationdate><title>On-line estimation of VFA concentration in anaerobic digestion via methane outflow rate measurements</title><author>Lara-Cisneros, Gerardo ; Aguilar-López, Ricardo ; Dochain, Denis ; Femat, Ricardo</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-LOGICAL-c391t-4ae559fb4f4c27c620b68fff832b4c3ecf2e197164286c249039be4f004f60333</frbrgroupid><rsrctype>articles</rsrctype><prefilter>articles</prefilter><language>eng</language><creationdate>2016</creationdate><topic>Algebra</topic><topic>Anaerobic digestion</topic><topic>Computer programs</topic><topic>Computer simulation</topic><topic>Concentration (composition)</topic><topic>Mathematical models</topic><topic>Methane</topic><topic>Outflow</topic><topic>Sensors</topic><topic>Software sensors</topic><topic>State observer</topic><topic>Uncertain reaction systems</topic><topic>VFA estimation</topic><toplevel>peer_reviewed</toplevel><toplevel>online_resources</toplevel><creatorcontrib>Lara-Cisneros, Gerardo</creatorcontrib><creatorcontrib>Aguilar-López, Ricardo</creatorcontrib><creatorcontrib>Dochain, Denis</creatorcontrib><creatorcontrib>Femat, Ricardo</creatorcontrib><collection>CrossRef</collection><collection>Computer and Information Systems Abstracts</collection><collection>Solid State and Superconductivity Abstracts</collection><collection>Technology Research Database</collection><collection>ProQuest Computer Science Collection</collection><collection>Advanced Technologies Database with Aerospace</collection><collection>Computer and Information Systems Abstracts Academic</collection><collection>Computer and Information Systems Abstracts Professional</collection><jtitle>Computers & chemical engineering</jtitle></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext</fulltext></delivery><addata><au>Lara-Cisneros, Gerardo</au><au>Aguilar-López, Ricardo</au><au>Dochain, Denis</au><au>Femat, Ricardo</au><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>On-line estimation of VFA concentration in anaerobic digestion via methane outflow rate measurements</atitle><jtitle>Computers & chemical engineering</jtitle><date>2016-11-02</date><risdate>2016</risdate><volume>94</volume><spage>250</spage><epage>256</epage><pages>250-256</pages><issn>0098-1354</issn><eissn>1873-4375</eissn><abstract>•Robust nonlinear observer for on-line estimation of VFA in continuous anaerobic digesters.•Only the methane outflow rate is available for online measurement.•The proposed observer is able to the estimation of VFA in different operation conditions.•The observer convergence is analyzed by using Lyapunov stability techniques.
This paper deals with the design of a robust nonlinear observer as a software sensor to achieve the on-line estimation of the concentration of Volatile Fatty Acids (VFA) in a class of continuous anaerobic digesters (AD). Taking into account the limited availability of on-line sensors for AD process, in this contribution is assumed that only the methane outflow rate is available for on-line measurement. The estimation method is based on a modified version for a two-dimensional mathematical model of AD process. From the differential algebraic observability approach it is shown that the VFA concentration is detectable from the methane outflow rate measurements. The observer convergence is analyzed by using Lyapunov stability techniques. Numerical simulations illustrate the effectiveness of the proposed estimation method for a four-dimensional AD model with uncertainties associated with unmodeled dynamics and disturbances in the inflow composition.</abstract><pub>Elsevier Ltd</pub><doi>10.1016/j.compchemeng.2016.07.005</doi><tpages>7</tpages></addata></record> |
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subjects | Algebra Anaerobic digestion Computer programs Computer simulation Concentration (composition) Mathematical models Methane Outflow Sensors Software sensors State observer Uncertain reaction systems VFA estimation |
title | On-line estimation of VFA concentration in anaerobic digestion via methane outflow rate measurements |
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