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OPTIMIZATION AND CONTROL OF SEMI-BATCH REACTORS
DATA-DRIVEN MODEL BASED APPROACHES
Taschenbuch von K. Yamuna Rani
Sprache: Englisch

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Beschreibung
Batch and semi-batch reactors are used in the manufacture of low-volume high-value chemicals, where even a marginal increase in product yield can lead to considerably higher profits. Most of the present optimization and model based control schemes for semi-batch reactors are based on mechanistic models, whose development is a difficult and time- consuming exercise. Therefore, this book provides a new data driven approach for modeling, trajectory optimization and tracking of semi-batch reactors based on parameterization of input and output trajectories using orthonormal polynomials, and development of an artificial neural network model relating them using information available in historical databases. The generated optimal set point trajectories are tracked by developing data driven versions of generic model control. Simulation studies on semi-batch reactors illustrate their applicability. This can be useful to academic researchers working on data-driven modeling and optimization of batch processes and to industrial readers to explore the possibility of achieving better operational policies based on their historic operating data.
Batch and semi-batch reactors are used in the manufacture of low-volume high-value chemicals, where even a marginal increase in product yield can lead to considerably higher profits. Most of the present optimization and model based control schemes for semi-batch reactors are based on mechanistic models, whose development is a difficult and time- consuming exercise. Therefore, this book provides a new data driven approach for modeling, trajectory optimization and tracking of semi-batch reactors based on parameterization of input and output trajectories using orthonormal polynomials, and development of an artificial neural network model relating them using information available in historical databases. The generated optimal set point trajectories are tracked by developing data driven versions of generic model control. Simulation studies on semi-batch reactors illustrate their applicability. This can be useful to academic researchers working on data-driven modeling and optimization of batch processes and to industrial readers to explore the possibility of achieving better operational policies based on their historic operating data.
Über den Autor
K. YAMUNA RANI: [...]., OU, Hyderabad, [...]. & Ph.D. (Chem. Eng.), IIT Madras, India. Working at Indian Institute of Chemical Technology, Hyderabad as a Scientist. Research interests: Dynamic process modeling, data-driven modeling, optimization and advanced process control. Received CSIR Young Scientist Award in Engineering Sciences
Details
Medium: Taschenbuch
Inhalt: 204 S.
ISBN-13: 9783844302424
ISBN-10: 3844302425
Sprache: Englisch
Ausstattung / Beilage: Paperback
Einband: Kartoniert / Broschiert
Autor: Rani, K. Yamuna
Hersteller: LAP LAMBERT Academic Publishing
Verantwortliche Person für die EU: LAP Lambert Academic Publishing, Brivibas Gatve 197, ?-1039 Riga, customerservice@vdm-vsg.de
Maße: 220 x 150 x 13 mm
Von/Mit: K. Yamuna Rani
Erscheinungsdatum: 07.03.2011
Gewicht: 0,322 kg
Artikel-ID: 107073916
Über den Autor
K. YAMUNA RANI: [...]., OU, Hyderabad, [...]. & Ph.D. (Chem. Eng.), IIT Madras, India. Working at Indian Institute of Chemical Technology, Hyderabad as a Scientist. Research interests: Dynamic process modeling, data-driven modeling, optimization and advanced process control. Received CSIR Young Scientist Award in Engineering Sciences
Details
Medium: Taschenbuch
Inhalt: 204 S.
ISBN-13: 9783844302424
ISBN-10: 3844302425
Sprache: Englisch
Ausstattung / Beilage: Paperback
Einband: Kartoniert / Broschiert
Autor: Rani, K. Yamuna
Hersteller: LAP LAMBERT Academic Publishing
Verantwortliche Person für die EU: LAP Lambert Academic Publishing, Brivibas Gatve 197, ?-1039 Riga, customerservice@vdm-vsg.de
Maße: 220 x 150 x 13 mm
Von/Mit: K. Yamuna Rani
Erscheinungsdatum: 07.03.2011
Gewicht: 0,322 kg
Artikel-ID: 107073916
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