Lignocellulosic biomass is mainly composed of cellulose, hemicellulose, and lignin. Fuzzy logic, in turn, is a branch of many-valued logic based on the paradigm of inference under vagueness. This paper presents a methodology, based on computational intelligence, for modeling the kinetics of a complex reactional system. The design of a fuzzy interpolator to model cellulose hydrolysis is reported, within the perspective of applying kinetic models in bioreactor engineering. Experimental data for various types of lignocellulosic materials were used to develop the interpolator. New experimental data from the enzymatic hydrolysis of a synthetic substrate, on the other hand, were used to validate the methodology. The accuracy of the results indicates that this is a promising approach to extend the application of models fitted for specific situations to different cases, thus enhancing their generality.
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Institute for Problems of Chemical and Energetic Technologies, Siberian Branch, Russian Academy of Sciences, BiiskInstitute for Problems of Chemical and Energetic Technologies, Siberian Branch, Russian Academy of Sciences, Biisk
Budaeva V.V.
Skiba E.A.
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Institute for Problems of Chemical and Energetic Technologies, Siberian Branch, Russian Academy of Sciences, BiiskInstitute for Problems of Chemical and Energetic Technologies, Siberian Branch, Russian Academy of Sciences, Biisk
Skiba E.A.
Baibakova O.V.
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Institute for Problems of Chemical and Energetic Technologies, Siberian Branch, Russian Academy of Sciences, BiiskInstitute for Problems of Chemical and Energetic Technologies, Siberian Branch, Russian Academy of Sciences, Biisk
Baibakova O.V.
Makarova E.I.
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Institute for Problems of Chemical and Energetic Technologies, Siberian Branch, Russian Academy of Sciences, BiiskInstitute for Problems of Chemical and Energetic Technologies, Siberian Branch, Russian Academy of Sciences, Biisk
Makarova E.I.
Orlov S.E.
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Institute for Problems of Chemical and Energetic Technologies, Siberian Branch, Russian Academy of Sciences, BiiskInstitute for Problems of Chemical and Energetic Technologies, Siberian Branch, Russian Academy of Sciences, Biisk
Orlov S.E.
Kukhlenko A.A.
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Institute for Problems of Chemical and Energetic Technologies, Siberian Branch, Russian Academy of Sciences, BiiskInstitute for Problems of Chemical and Energetic Technologies, Siberian Branch, Russian Academy of Sciences, Biisk
Kukhlenko A.A.
Udoratina E.V.
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Institute for Problems of Chemical and Energetic Technologies, Siberian Branch, Russian Academy of Sciences, BiiskInstitute for Problems of Chemical and Energetic Technologies, Siberian Branch, Russian Academy of Sciences, Biisk
Udoratina E.V.
Shcherbakova T.P.
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Institute of Chemistry, Komi Science Center, Ural Branch, Russian Academy of Sciences, SyktyvkarInstitute for Problems of Chemical and Energetic Technologies, Siberian Branch, Russian Academy of Sciences, Biisk
Shcherbakova T.P.
Kuchin A.V.
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Institute of Chemistry, Komi Science Center, Ural Branch, Russian Academy of Sciences, SyktyvkarInstitute for Problems of Chemical and Energetic Technologies, Siberian Branch, Russian Academy of Sciences, Biisk
Kuchin A.V.
Sakovich G.V.
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Institute for Problems of Chemical and Energetic Technologies, Siberian Branch, Russian Academy of Sciences, BiiskInstitute for Problems of Chemical and Energetic Technologies, Siberian Branch, Russian Academy of Sciences, Biisk