Hybrid Modelling and Multi-Parametric Control of Bioprocesses

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Publisher : MDPI
ISBN 13 : 3038427454
Total Pages : 149 pages
Book Rating : 4.0/5 (384 download)

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Book Synopsis Hybrid Modelling and Multi-Parametric Control of Bioprocesses by : Christoph Herwig

Download or read book Hybrid Modelling and Multi-Parametric Control of Bioprocesses written by Christoph Herwig and published by MDPI. This book was released on 2018-03-23 with total page 149 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book is a printed edition of the Special Issue "Hybrid Modelling and Multi-Parametric Control of Bioprocesses" that was published in Bioengineering

Hybrid Modelling and Multi- Parametric Control of Bioprocesses

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Publisher :
ISBN 13 :
Total Pages : 148 pages
Book Rating : 4.:/5 (113 download)

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Book Synopsis Hybrid Modelling and Multi- Parametric Control of Bioprocesses by : Christoph Herwig (Ed.)

Download or read book Hybrid Modelling and Multi- Parametric Control of Bioprocesses written by Christoph Herwig (Ed.) and published by . This book was released on 2018 with total page 148 pages. Available in PDF, EPUB and Kindle. Book excerpt: The goal of bioprocessing is to optimize process variables, such as product quantity and quality, in a reproducible, scalable, and transferable manner. However, bioprocesses are highly complex. A large number of process parameters and raw material attributes exist, which are highly interactive, and may vary from batch to batch. Those interactions need to be understood, and the source of variance must be identified and controlled.While purely data-driven correlations, such as chemometric models of spectroscopic data, may be employed for the understanding how process parameters are related to process variables, they can hardly be deployed outside of the calibration space. Currently, mechanistic models, models based on mechanistic links and first principles, are in the focus of development. They are perceived to allow transferability and scalability, because mechanistics can be extrapolated. Moreover, the models deliver a large range of hardly-measureable states and physiological parameters.The current Special Issue wants to display current solutions and case studies of development and deployment of hybrid models and multi-parametric control of bioprocesses. It includes: •Models for Bioprocess Monitoring•Model for Bioreactor Design and Scale Up•Hybrid model solutions, combinations of data driven and mechanistic models.•Model to unravel mechanistic physiological regulations•Implementation of hybrid models in the real-time context•Data science driven model for process validation and product life cycle management.

Hybrid Modeling in Process Industries

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Publisher : CRC Press
ISBN 13 : 1351184369
Total Pages : 219 pages
Book Rating : 4.3/5 (511 download)

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Book Synopsis Hybrid Modeling in Process Industries by : Jarka Glassey

Download or read book Hybrid Modeling in Process Industries written by Jarka Glassey and published by CRC Press. This book was released on 2018-02-01 with total page 219 pages. Available in PDF, EPUB and Kindle. Book excerpt: This title introduces the underlying theory and demonstrates practical applications in different process industries using hybrid modeling. It reviews hybrid modeling approach applicability in wide range of process industries, recommends how to increase hybrid model performance and throw Insights into cost efficient practices in modeling techniques Discusses advance process operation maximizing the benefits of available process knowledge and Includes real-life and practical case studies

Modelling and Control of Bioprocesses by Using Artificial Neural Networks and Hybridmodel

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Publisher :
ISBN 13 :
Total Pages : 186 pages
Book Rating : 4.:/5 (416 download)

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Book Synopsis Modelling and Control of Bioprocesses by Using Artificial Neural Networks and Hybridmodel by : Ömer Sinan Genç

Download or read book Modelling and Control of Bioprocesses by Using Artificial Neural Networks and Hybridmodel written by Ömer Sinan Genç and published by . This book was released on 2006 with total page 186 pages. Available in PDF, EPUB and Kindle. Book excerpt: The aim of this study is modeling and control of bioprocesses by using neural networks and hybrid model techniques. To investigate the modeling techniques, ethanol fermentation with Saccharomyces Cerevisiae and recombinant Zymomonas mobilis and finally gluconic acid fermentation with Pseudomonas ovalis processes are chosen.Model equations of these applications are obtained from literature. Numeric solutions are done in Matlab by using ODE solver. For neural network modeling a part of the numerical data is used for training of the network.In hybrid modeling technique, model equations which are obtained from literature are first linearized then to constitute the hybrid model linearized solution results are subtracted from numerical results and obtained values are taken as nonlinear part of the process. This nonlinear part is then solved by neural networks and the results of the neural networks are summed with the linearized solution results. This summation results constitute the hybrid model of the process. Hybrid and neural network models are compared. In some of the applications hybrid model gives slightly better results than the neural network model. But in all of the applications, required training time is much more less for hybrid model techniques. Also, it is observed that hybrid model obeys the physical constraints but neural network model solutions sometimes give meaningless outputs.In control application, a method is demonstrated for optimization of a bioprocess by using hybrid model with neural network structure. To demonstrate the optimization technique, a well known fermentation process is chosen from the literature.

Hybrid Modelling of Bioprocesses

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Publisher :
ISBN 13 :
Total Pages : 0 pages
Book Rating : 4.:/5 (117 download)

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Book Synopsis Hybrid Modelling of Bioprocesses by : Benjamin Jake Hodgson

Download or read book Hybrid Modelling of Bioprocesses written by Benjamin Jake Hodgson and published by . This book was released on 2005 with total page 0 pages. Available in PDF, EPUB and Kindle. Book excerpt:

Hybrid Modelling of Bioprocesses

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Publisher :
ISBN 13 :
Total Pages : 508 pages
Book Rating : 4.:/5 (926 download)

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Book Synopsis Hybrid Modelling of Bioprocesses by :

Download or read book Hybrid Modelling of Bioprocesses written by and published by . This book was released on 2005 with total page 508 pages. Available in PDF, EPUB and Kindle. Book excerpt:

Modelling Optimization and Control of Biomedical Systems

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Publisher : John Wiley & Sons
ISBN 13 : 1118965590
Total Pages : 326 pages
Book Rating : 4.1/5 (189 download)

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Book Synopsis Modelling Optimization and Control of Biomedical Systems by : Efstratios N. Pistikopoulos

Download or read book Modelling Optimization and Control of Biomedical Systems written by Efstratios N. Pistikopoulos and published by John Wiley & Sons. This book was released on 2018-01-09 with total page 326 pages. Available in PDF, EPUB and Kindle. Book excerpt: Shows the newest developments in the field of multi-parametric model predictive control and optimization and their application for drug delivery systems This book is based on the Modelling, Control and Optimization of Biomedical Systems (MOBILE) project, which was created to derive intelligent computer model-based systems for optimization of biomedical drug delivery systems in the cases of diabetes, anaesthesia, and blood cancer. These systems can ensure reliable and fast calculation of the optimal drug dosage without the need for an online computer—while taking into account the specifics and constraints of the patient model, flexibility to adapt to changing patient characteristics and incorporation of the physician’s performance criteria, and maintaining the safety of the patients. Modelling Optimization and Control of Biomedical Systems covers: mathematical modelling of drug delivery systems; model analysis, parameter estimation, and approximation; optimization and control; sensitivity analysis & model reduction; multi-parametric programming and model predictive control; estimation techniques; physiologically-based patient model; control design for volatile anaesthesia; multiparametric model based approach to intravenous anaesthesia; hybrid model predictive control strategies; Type I Diabetes Mellitus; in vitro and in silico block of the integrated platform for the study of leukaemia; chemotherapy treatment as a process systems application; and more. Introduces readers to the Modelling, Control and Optimization of Biomedical Systems (MOBILE) project Presents in detail the theoretical background, computational tools, and methods that are used in all the different biomedical systems Teaches the theory for multi-parametric mixed-integer programming and explicit optimal control of volatile anaesthesia Provides an overview of the framework for modelling, optimization, and control of biomedical systems This book will appeal to students, researchers, and scientists working on the modelling, control, and optimization of biomedical systems and to those involved in cancer treatment, anaesthsia, and drug delivery systems.

Control in Bioprocessing

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Publisher : John Wiley & Sons
ISBN 13 : 1119296323
Total Pages : 325 pages
Book Rating : 4.1/5 (192 download)

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Book Synopsis Control in Bioprocessing by : Pablo A. López Pérez

Download or read book Control in Bioprocessing written by Pablo A. López Pérez and published by John Wiley & Sons. This book was released on 2020-03-10 with total page 325 pages. Available in PDF, EPUB and Kindle. Book excerpt: Closes the gap between bioscience and mathematics-based process engineering This book presents the most commonly employed approaches in the control of bioprocesses. It discusses the role that control theory plays in understanding the mechanisms of cellular and metabolic processes, and presents key results in various fields such as dynamic modeling, dynamic properties of bioprocess models, software sensors designed for the online estimation of parameters and state variables, and control and supervision of bioprocesses Control in Bioengineering and Bioprocessing: Modeling, Estimation and the Use of Sensors is divided into three sections. Part I, Mathematical preliminaries and overview of the control and monitoring of bioprocess, provides a general overview of the control and monitoring of bioprocesses, and introduces the mathematical framework necessary for the analysis and characterization of bioprocess dynamics. Part II, Observability and control concepts, presents the observability concepts which form the basis of design online estimation algorithms (software sensor) for bioprocesses, and reviews controllability of these concepts, including automatic feedback control systems. Part III, Software sensors and observer-based control schemes for bioprocesses, features six application cases including dynamic behavior of 3-dimensional continuous bioreactors; observability analysis applied to 2D and 3D bioreactors with inhibitory and non-inhibitory models; and regulation of a continuously stirred bioreactor via modeling error compensation. Applicable across all areas of bioprocess engineering, including food and beverages, biofuels and renewable energy, pharmaceuticals and nutraceuticals, fermentation systems, product separation technologies, wastewater and solid-waste treatment technology, and bioremediation Provides a clear explanation of the mass-balance–based mathematical modelling of bioprocesses and the main tools for its dynamic analysis Offers industry-based applications on: myco-diesel for implementing "quality" of observability; developing a virtual sensor based on the Just-In-Time Model to monitor biological control systems; and virtual sensor design for state estimation in a photocatalytic bioreactor for hydrogen production Control in Bioengineering and Bioprocessing is intended as a foundational text for graduate level students in bioengineering, as well as a reference text for researchers, engineers, and other practitioners interested in the field of estimation and control of bioprocesses.

Computational Intelligence Techniques for Bioprocess Modelling, Supervision and Control

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Publisher : Springer Science & Business Media
ISBN 13 : 3642018874
Total Pages : 349 pages
Book Rating : 4.6/5 (42 download)

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Book Synopsis Computational Intelligence Techniques for Bioprocess Modelling, Supervision and Control by : Maria Carmo Nicoletti

Download or read book Computational Intelligence Techniques for Bioprocess Modelling, Supervision and Control written by Maria Carmo Nicoletti and published by Springer Science & Business Media. This book was released on 2009-06-29 with total page 349 pages. Available in PDF, EPUB and Kindle. Book excerpt: Computational Intelligence (CI) and Bioprocess are well-established research areas which have much to offer each other. Under the perspective of the CI area, Biop- cess can be considered a vast application area with a growing number of complex and challenging tasks to be dealt with, whose solutions can contribute to boosting the development of new intelligent techniques as well as to help the refinement and s- cialization of many of the already existing techniques. Under the perspective of the Bioprocess area, CI can be considered a useful repertoire of theories, methods and techniques that can contribute and offer interesting alternative approaches for solving many of its problems, particularly those hard to solve using conventional techniques. Although throughout the past years CI and Bioprocess areas have accumulated substantial specific knowledge and progress has been quick and with a high degree of success, we believe there is still a long way to go in order to use the potentialities of the available CI techniques and knowledge at their full extent, as tools for supporting problem solving in bioprocesses. One of the reasons is the fact that both areas have progressed steadily and have been continuously accumulating and refining specific knowledge; another reason is the high level of technical expertise demanded by each of them. The acquisition of technical skills, experience and good insights in either of the two areas is very demanding and a hard task to be accomplished by any professional.

16th European Symposium on Computer Aided Process Engineering and 9th International Symposium on Process Systems Engineering

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Publisher : Elsevier
ISBN 13 : 0080525806
Total Pages : 1127 pages
Book Rating : 4.0/5 (85 download)

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Book Synopsis 16th European Symposium on Computer Aided Process Engineering and 9th International Symposium on Process Systems Engineering by : Wolfgang Marquardt

Download or read book 16th European Symposium on Computer Aided Process Engineering and 9th International Symposium on Process Systems Engineering written by Wolfgang Marquardt and published by Elsevier. This book was released on 2006-08-02 with total page 1127 pages. Available in PDF, EPUB and Kindle. Book excerpt: This proceedings book contains the papers presented at the joint conference event of the 9th Symposium on Process Systems Engineering (PSE'2006) and the 16th European Symposium on Computer Aided Process Engineering (ESCAPE-16), held in Garmisch-Partenkirchen, Germany, from July 9 – July 13, 2006. The symposium follows the first joint event PSE’97 / ESCAPE-7 in Trondheim, Norway (1997). The last two venues of the ESCAPE symposia were Barcelona, Spain (2005) and Lisbon, Portugal (2004) and the most recent PSE symposia were held in Kunming, China (2003) and Keystone, Colorado, USA (2000). The purpose of both series is to bring together the international community of researchers engineers who are interested in computing-based methods in process engineering. The main objective of the symposium is to review and present the latest developments and current state in Process Systems Engineering and Computer Aided Process Engineering. The focus of PSE’2006 / ESCAPE-16 has been on Modelling and Numerical Methods, Product and Process Design, Operations and Control, Biological Systems, Infrastructure Systems, and Business decision support. * reviews and presents the latest developments and current state of Process Systems Engineering and Computer Aided Process Engineering * contains papers presented at a joint conference event * bringing together an international community of researchers and engineers interested in computing-based methods in Process Engineering

Smart Manufacturing

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Publisher : Elsevier
ISBN 13 : 0128203811
Total Pages : 530 pages
Book Rating : 4.1/5 (282 download)

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Book Synopsis Smart Manufacturing by : Masoud Soroush

Download or read book Smart Manufacturing written by Masoud Soroush and published by Elsevier. This book was released on 2020-08-04 with total page 530 pages. Available in PDF, EPUB and Kindle. Book excerpt: Research efforts in the past decade have led to considerable advances in the concepts and methods of smart manufacturing. Smart Manufacturing: Applications and Case Studies includes information about the key applications of these new methods, as well as practitioners’ accounts of real-life applications and case studies. Written by thought leaders in the field from around the world, Smart Manufacturing: Applications and Case Studies is essential reading for graduate students, researchers, process engineers and managers. It is complemented by a companion book titled Smart Manufacturing: Concepts and Methods, which describes smart manufacturing methods in detail. Includes examples of applications of smart manufacturing in process industries Provides a thorough overview of the subject and practical examples of applications through well researched case studies Offers insights and accounts of first-hand experiences to motivate further implementations of the key concepts of smart manufacturing

Bioprocessing Technology for Production of Biopharmaceuticals and Bioproducts

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Publisher : John Wiley & Sons
ISBN 13 : 1118361989
Total Pages : 288 pages
Book Rating : 4.1/5 (183 download)

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Book Synopsis Bioprocessing Technology for Production of Biopharmaceuticals and Bioproducts by : Claire Komives

Download or read book Bioprocessing Technology for Production of Biopharmaceuticals and Bioproducts written by Claire Komives and published by John Wiley & Sons. This book was released on 2018-12-27 with total page 288 pages. Available in PDF, EPUB and Kindle. Book excerpt: Written for industrial and academic researchers and development scientists in the life sciences industry, Bioprocessing Technology for Production of Biopharmaceuticals and Bioproducts is a guide to the tools, approaches, and useful developments in bioprocessing. This important guide: • Summarizes state-of-the-art bioprocessing methods and reviews applications in life science industries • Includes illustrative case studies that review six milestone bio-products • Discuses a wide selection of host strain types and disruptive bioprocess technologies

Photoactive Nanomaterials

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Publisher : MDPI
ISBN 13 : 3036505202
Total Pages : 170 pages
Book Rating : 4.0/5 (365 download)

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Book Synopsis Photoactive Nanomaterials by : Nurxat Nuraje

Download or read book Photoactive Nanomaterials written by Nurxat Nuraje and published by MDPI. This book was released on 2021-03-25 with total page 170 pages. Available in PDF, EPUB and Kindle. Book excerpt: The energy transition is one of the key approaches in the effort to halt climate changes, and it has become even more essential in the light of the recent COVID-19 pandemic. Fostering the energy efficiency and the energy independence of the building sector is a focal aim to move towards a decarbonized society. In this context, building physics and building energy systems are fundamental disciplines based on applied physics applications in civil, architectural, and environmental engineering, including technical themes related to the planning of energy and the environment, diagnostic methods, and mitigating techniques. This Special Issue contains information on experimental studies in the following research topics: renewable energy sources, building energy analysis, rational use of energy, heat transmission, heating and cooling systems, thermofluid dynamics, smart energy systems, and energy service management in buildings.

Machine Learning and Hybrid Modelling for Reaction Engineering

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Publisher : Royal Society of Chemistry
ISBN 13 : 1837670188
Total Pages : 342 pages
Book Rating : 4.8/5 (376 download)

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Book Synopsis Machine Learning and Hybrid Modelling for Reaction Engineering by : Dongda Zhang

Download or read book Machine Learning and Hybrid Modelling for Reaction Engineering written by Dongda Zhang and published by Royal Society of Chemistry. This book was released on 2023-12-20 with total page 342 pages. Available in PDF, EPUB and Kindle. Book excerpt: Over the last decade, there has been a significant shift from traditional mechanistic and empirical modelling into statistical and data-driven modelling for applications in reaction engineering. In particular, the integration of machine learning and first-principle models has demonstrated significant potential and success in the discovery of (bio)chemical kinetics, prediction and optimisation of complex reactions, and scale-up of industrial reactors. Summarising the latest research and illustrating the current frontiers in applications of hybrid modelling for chemical and biochemical reaction engineering, Machine Learning and Hybrid Modelling for Reaction Engineering fills a gap in the methodology development of hybrid models. With a systematic explanation of the fundamental theory of hybrid model construction, time-varying parameter estimation, model structure identification and uncertainty analysis, this book is a great resource for both chemical engineers looking to use the latest computational techniques in their research and computational chemists interested in new applications for their work.

Bioprocess Parameter Control

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Publisher : Springer
ISBN 13 :
Total Pages : 220 pages
Book Rating : 4.X/5 ( download)

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Book Synopsis Bioprocess Parameter Control by : Pramod Agrawal

Download or read book Bioprocess Parameter Control written by Pramod Agrawal and published by Springer. This book was released on 1984 with total page 220 pages. Available in PDF, EPUB and Kindle. Book excerpt: Bespreking van fysische en chemische parameters met betrekking tot microbiele groei; analyses van diverse regelprocessen voor "continu" bioreactor (continue toevoer van voedingsstoffen gedurende het proces en ter afvoer van gedeeltes van het medium ter instandhouding van een constant volume); modelstudie en simulatie van bioreactor-procestechniek; bewerkingstechnieken in microbiele processen (toevoeging van voedingsstoffen in de bioreactor, gedurende het proces), waarbij het produkt tot aan het eind van het proces in de reactor aanwezig blijft

Process Control, Intensification, and Digitalisation in Continuous Biomanufacturing

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Publisher : John Wiley & Sons
ISBN 13 : 3527347690
Total Pages : 404 pages
Book Rating : 4.5/5 (273 download)

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Book Synopsis Process Control, Intensification, and Digitalisation in Continuous Biomanufacturing by : Ganapathy Subramanian

Download or read book Process Control, Intensification, and Digitalisation in Continuous Biomanufacturing written by Ganapathy Subramanian and published by John Wiley & Sons. This book was released on 2021-12-20 with total page 404 pages. Available in PDF, EPUB and Kindle. Book excerpt: Process Control, Intensification, and Digitalisation in Continuous Biomanufacturing Explore new trends in continuous biomanufacturing with contributions from leading practitioners in the field With the increasingly widespread acceptance and investment in the ??technology, the last decade has demonstrated the utility of continuous ??processing in the pharmaceutical industry. In Process Control, Intensification, and Digitalisation in Continuous Biomanufacturing, distinguished biotechnologist Dr. Ganapathy Subramanian delivers a comprehensive exploration of the potential of the continuous processing of biological products and discussions of future directions in advancing continuous processing to meet new challenges and demands in the manufacture of therapeutic products. A stand-alone follow-up to the editor’s Continuous Biomanufacturing: Innovative Technologies and Methods published in 2017, this new edited volume focuses on critical aspects of process intensification, process control, and the digital transformation of biopharmaceutical processes. In addition to topics like the use of multivariant data analysis, regulatory concerns, and automation processes, the book also includes: Thorough introductions to capacitance sensors to control feeding strategies and the continuous production of viral vaccines Comprehensive explorations of strategies for the continuous upstream processing of induced microbial systems Practical discussions of preparative hydrophobic interaction chromatography and the design of modern protein-A-resins for continuous biomanufacturing In-depth examinations of bioprocess intensification approaches and the benefits of single use for process intensification Perfect for biotechnologists, bioengineers, pharmaceutical engineers, and process engineers, Process Control, Intensification, and Digitalisation in Continuous Biomanufacturing is also an indispensable resource for chemical engineers seeking a one-stop reference on continuous biomanufacturing.

Quality by Design for Biopharmaceuticals

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Publisher : John Wiley & Sons
ISBN 13 : 1118210913
Total Pages : 279 pages
Book Rating : 4.1/5 (182 download)

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Book Synopsis Quality by Design for Biopharmaceuticals by : Anurag S. Rathore

Download or read book Quality by Design for Biopharmaceuticals written by Anurag S. Rathore and published by John Wiley & Sons. This book was released on 2011-09-20 with total page 279 pages. Available in PDF, EPUB and Kindle. Book excerpt: The concepts, applications, and practical issues of Quality by Design Quality by Design (QbD) is a new framework currently being implemented by the FDA, as well as EU and Japanese regulatory agencies, to ensure better understanding of the process so as to yield a consistent and high-quality pharmaceutical product. QbD breaks from past approaches in assuming that drug quality cannot be tested into products; rather, it must be built into every step of the product creation process. Quality by Design: Perspectives and Case Studies presents the first systematic approach to QbD in the biotech industry. A comprehensive resource, it combines an in-depth explanation of basic concepts with real-life case studies that illustrate the practical aspects of QbD implementation. In this single source, leading authorities from the biotechnology industry and the FDA discuss such topics as: The understanding and development of the product's critical quality attributes (CQA) Development of the design space for a manufacturing process How to employ QbD to design a formulation process Raw material analysis and control strategy for QbD Process Analytical Technology (PAT) and how it relates to QbD Relevant PAT tools and applications for the pharmaceutical industry The uses of risk assessment and management in QbD Filing QbD information in regulatory documents The application of multivariate data analysis (MVDA) to QbD Filled with vivid case studies that illustrate QbD at work in companies today, Quality by Design is a core reference for scientists in the biopharmaceutical industry, regulatory agencies, and students.