Predictive Modelling In Food

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Predictive Modelling in Food

Author : Antonio Valero Diaz
Publisher : Cambridge Scholars Publishing
ISBN 13 : 1527539997
Total Pages : 184 pages
Book Rating : 4.5/5 (275 download)

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Book Synopsis Predictive Modelling in Food by : Antonio Valero Diaz

Download or read book Predictive Modelling in Food written by Antonio Valero Diaz and published by Cambridge Scholars Publishing. This book was released on 2019-09-13 with total page 184 pages. Available in PDF, EPUB and Kindle. Book excerpt: This volume brings together papers detailing the latest advances in the field of predictive microbiology in foods presented at the 10th International Conference on Predictive Modelling in Food, held in Córdoba, Spain, in 2016. Predictive microbiology is a scientific area providing mathematical models to predict microbial behaviour in the food environment, providing valuable tools for food risk managers, food scientists and the food industry as a whole. The book introduces the reader to the most used and recognized modelling techniques for food, providing a thorough overview of this discipline and establishing the basis for future investigations. It is presented as a compendium of several high-quality research studies developed across the world, representing a unique contribution to the field as it shows recent discoveries and new trends of modelling in food and risk assessment. The most innovative methods, such as the use of genomic information for risk assessment and the application of quantitative risk assessment technology for foodborne pathogenic microorganisms, are also included here.

Predictive Microbiology in Foods

Author : Fernando Perez-Rodriguez
Publisher : Springer Science & Business Media
ISBN 13 : 1461455200
Total Pages : 132 pages
Book Rating : 4.4/5 (614 download)

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Book Synopsis Predictive Microbiology in Foods by : Fernando Perez-Rodriguez

Download or read book Predictive Microbiology in Foods written by Fernando Perez-Rodriguez and published by Springer Science & Business Media. This book was released on 2012-12-12 with total page 132 pages. Available in PDF, EPUB and Kindle. Book excerpt: Predictive microbiology is a recent area within food microbiology, which studies the responses of microorganisms in foods to environmental factors (e.g., temperature, pH) through mathematical functions. These functions enable scientists to predict the behavior of pathogens and spoilage microorganisms under different combinations of factors. The main goal of predictive models in food science is to assure both food safety and food quality. Predictive models in foods have developed significantly in the last 20 years due to the emergence of powerful computational resources and sophisticated statistical packages. This book presents the concepts, models, most significant advances, and future trends in predictive microbiology. It will discuss the history and basic concepts of predictive microbiology. The most frequently used models will be explained, and the most significant software and databases (e.g., Combase, Sym’Previus) will be reviewed. Quantitative Risk Assessment, which uses predictive modeling to account for the transmission of foodborne pathogens across the food chain, will also be covered.

Predictive Microbiology

Author : Thomas Alexander McMeekin
Publisher : Wiley-Blackwell
ISBN 13 :
Total Pages : 368 pages
Book Rating : 4.F/5 ( download)

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Book Synopsis Predictive Microbiology by : Thomas Alexander McMeekin

Download or read book Predictive Microbiology written by Thomas Alexander McMeekin and published by Wiley-Blackwell. This book was released on 1993 with total page 368 pages. Available in PDF, EPUB and Kindle. Book excerpt: Four authors with backgrounds in food microbiology, food chemistry, mathematics, and statistics, explain how techniques of predictive microbiology can allow an objective evaluation of the effects of processing, distribution, and storage on the microbiological safety and quality of foods. The trick is to understand the microbial ecology of a process or of a food at a particular point in the chain, then use mathematical relationships between microbial growth and the expected environmental conditions, to predict the growth or survival of selected organisms. Annotation copyright by Book News, Inc., Portland, OR

Applied Predictive Modeling

Author : Max Kuhn
Publisher : Springer Science & Business Media
ISBN 13 : 1461468493
Total Pages : 595 pages
Book Rating : 4.4/5 (614 download)

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Book Synopsis Applied Predictive Modeling by : Max Kuhn

Download or read book Applied Predictive Modeling written by Max Kuhn and published by Springer Science & Business Media. This book was released on 2013-05-17 with total page 595 pages. Available in PDF, EPUB and Kindle. Book excerpt: Applied Predictive Modeling covers the overall predictive modeling process, beginning with the crucial steps of data preprocessing, data splitting and foundations of model tuning. The text then provides intuitive explanations of numerous common and modern regression and classification techniques, always with an emphasis on illustrating and solving real data problems. The text illustrates all parts of the modeling process through many hands-on, real-life examples, and every chapter contains extensive R code for each step of the process. This multi-purpose text can be used as an introduction to predictive models and the overall modeling process, a practitioner’s reference handbook, or as a text for advanced undergraduate or graduate level predictive modeling courses. To that end, each chapter contains problem sets to help solidify the covered concepts and uses data available in the book’s R package. This text is intended for a broad audience as both an introduction to predictive models as well as a guide to applying them. Non-mathematical readers will appreciate the intuitive explanations of the techniques while an emphasis on problem-solving with real data across a wide variety of applications will aid practitioners who wish to extend their expertise. Readers should have knowledge of basic statistical ideas, such as correlation and linear regression analysis. While the text is biased against complex equations, a mathematical background is needed for advanced topics.

Predictive Modeling and Risk Assessment

Author : Rui Costa
Publisher : Springer Science & Business Media
ISBN 13 : 0387687769
Total Pages : 256 pages
Book Rating : 4.3/5 (876 download)

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Book Synopsis Predictive Modeling and Risk Assessment by : Rui Costa

Download or read book Predictive Modeling and Risk Assessment written by Rui Costa and published by Springer Science & Business Media. This book was released on 2008-12-02 with total page 256 pages. Available in PDF, EPUB and Kindle. Book excerpt: The single most important task of food scientists and the food industry as a whole is to ensure the safety of foods supplied to consumers. Recent trends in global food production, distribution and preparation call for increased emphasis on hygienic practices at all levels and for increased research in food safety in order to ensure a safer global food supply. The ISEKI-Food book series is a collection of books where various aspects of food safety and environmental issues are introduced and reviewed by scientists specializing in the field. In all of the books a special emp- sis was placed on including case studies applicable to each specific topic. The books are intended for graduate students and senior level undergraduate students as well as professionals and researchers interested in food safety and environmental issues applicable to food safety. The idea and planning of the books originates from two working groups in the European thematic network “ISEKI-Food” an acronym for “Integrating Safety and Environmental Knowledge In to Food Studies”. Participants in the ISEKI-Food network come from 29 countries in Europe and most of the institutes and univer- ties involved with Food Science education at the university level are represented. Some international companies and non teaching institutions have also participated in the program. The ISEKI-Food network is coordinated by Professor Cristina Silva at The Catholic University of Portugal, College of Biotechnology (Escola) in Porto. The program has a web site at: http://www. esb. ucp. pt/iseki/.

9th International Conference on Predictive Modelling in Food (Rio de Janeiro, Brazil)

Author : Anderson de Souza Sant'Ana
Publisher :
ISBN 13 :
Total Pages : pages
Book Rating : 4.:/5 (97 download)

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Book Synopsis 9th International Conference on Predictive Modelling in Food (Rio de Janeiro, Brazil) by : Anderson de Souza Sant'Ana

Download or read book 9th International Conference on Predictive Modelling in Food (Rio de Janeiro, Brazil) written by Anderson de Souza Sant'Ana and published by . This book was released on 2016 with total page pages. Available in PDF, EPUB and Kindle. Book excerpt:

Modeling Microbial Responses in Food

Author : Robin C. McKellar
Publisher : CRC Press
ISBN 13 : 1135513740
Total Pages : 526 pages
Book Rating : 4.1/5 (355 download)

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Book Synopsis Modeling Microbial Responses in Food by : Robin C. McKellar

Download or read book Modeling Microbial Responses in Food written by Robin C. McKellar and published by CRC Press. This book was released on 2003-12-29 with total page 526 pages. Available in PDF, EPUB and Kindle. Book excerpt: The first state-of-the-art review of this dynamic field in a decade, Modeling Microbial Responses in Foods provides the latest information on techniques in mathematical modeling of microbial growth and survival. The comprehensive coverage includes basic approaches such as improvements in the development of primary and secondary models, statistical

Case Studies in Novel Food Processing Technologies

Author : C J Doona
Publisher : Elsevier
ISBN 13 : 0857090712
Total Pages : 560 pages
Book Rating : 4.8/5 (57 download)

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Book Synopsis Case Studies in Novel Food Processing Technologies by : C J Doona

Download or read book Case Studies in Novel Food Processing Technologies written by C J Doona and published by Elsevier. This book was released on 2010-10-28 with total page 560 pages. Available in PDF, EPUB and Kindle. Book excerpt: Novel food processing technologies have significant potential to improve product quality and process efficiency. Commercialisation of new products and processes brings exciting opportunities and interesting challenges. Case studies in novel food processing technologies provides insightful, first-hand experiences of many pioneering experts involved in the development and commercialisation of foods produced by novel processing technologies. Part one presents case studies of commercial products preserved with the leading nonthermal technologies of high pressure processing and pulsed electric field processing. Part two broadens the case histories to include alternative novel techniques, such as dense phase carbon dioxide, ozone, ultrasonics, cool plasma, and infrared technologies, which are applied in food preservation sectors ranging from fresh produce, to juices, to disinfestation. Part three covers novel food preservation techniques using natural antimicrobials, novel food packaging technologies, and oxygen depleted storage techniques. Part four contains case studies of innovations in retort technology, microwave heating, and predictive modelling that compare thermal versus non-thermal processes, and evaluate an accelerated 3-year challenge test. With its team of distinguished editors and international contributors, Case studies in novel food processing technologies is an essential reference for professionals in industry, academia, and government involved in all aspects of research, development and commercialisation of novel food processing technologies. Provides insightful, first-hand experiences of many pioneering experts involved in the development and commercialisation of foods produced by novel processing technologies Presents case studies of commercial products preserved with the leading nonthermal technologies of high pressure processing and pulsed electric field processing Features alternative novel techniques, such as dense phase carbon dioxide, ozone, ultrasonics, cool plasma, and infrared technologies utilised in food preservation sectors

Modeling in Food Microbiology

Author : Jeanne-Marie Membré
Publisher : Elsevier
ISBN 13 : 008100981X
Total Pages : 104 pages
Book Rating : 4.0/5 (81 download)

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Book Synopsis Modeling in Food Microbiology by : Jeanne-Marie Membré

Download or read book Modeling in Food Microbiology written by Jeanne-Marie Membré and published by Elsevier. This book was released on 2016-01-22 with total page 104 pages. Available in PDF, EPUB and Kindle. Book excerpt: Predictive microbiology primarily deals with the quantitative assessment of microbial responses at a macroscopic or microscopic level, but also involves the estimation of how likely an individual or population is to be exposed to a microbial hazard.This book provides an overview of the major literature in the area of predictive microbiology, with a special focus on food. The authors tackle issues related to modeling approaches and their applications in both microbial spoilage and safety.Food spoilage is presented through applications of best-before-date determination and commercial sterility. Food safety is presented through applications of risk-based safety management. The different modeling aspects are introduced through probabilistic and stochastic approaches, including model and data uncertainty, but also biological variability. Features an extensive review of modelling terminology Presents examples of all available microbial models (i.e., growth, inactivation, growth/no growth) and applicable software Revisits all statistical aspects related to exposure assessment Describes realistic examples of implementing microbial spoilage and safety modeling approaches

Predictive Modelling for Energy Management and Power Systems Engineering

Author : Ravinesh Deo
Publisher : Elsevier
ISBN 13 : 012817773X
Total Pages : 553 pages
Book Rating : 4.1/5 (281 download)

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Book Synopsis Predictive Modelling for Energy Management and Power Systems Engineering by : Ravinesh Deo

Download or read book Predictive Modelling for Energy Management and Power Systems Engineering written by Ravinesh Deo and published by Elsevier. This book was released on 2020-09-30 with total page 553 pages. Available in PDF, EPUB and Kindle. Book excerpt: Predictive Modeling for Energy Management and Power Systems Engineering introduces readers to the cutting-edge use of big data and large computational infrastructures in energy demand estimation and power management systems. The book supports engineers and scientists who seek to become familiar with advanced optimization techniques for power systems designs, optimization techniques and algorithms for consumer power management, and potential applications of machine learning and artificial intelligence in this field. The book provides modeling theory in an easy-to-read format, verified with on-site models and case studies for specific geographic regions and complex consumer markets. Presents advanced optimization techniques to improve existing energy demand system Provides data-analytic models and their practical relevance in proven case studies Explores novel developments in machine-learning and artificial intelligence applied in energy management Provides modeling theory in an easy-to-read format

Special Issue On Predictive Modelling in Food

Author : Jean-Christophe Augustin
Publisher :
ISBN 13 :
Total Pages : 299 pages
Book Rating : 4.:/5 (17 download)

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Book Synopsis Special Issue On Predictive Modelling in Food by : Jean-Christophe Augustin

Download or read book Special Issue On Predictive Modelling in Food written by Jean-Christophe Augustin and published by . This book was released on 2015 with total page 299 pages. Available in PDF, EPUB and Kindle. Book excerpt:

Food Safety Engineering

Author : Ali Demirci
Publisher : Springer Nature
ISBN 13 : 3030426602
Total Pages : 754 pages
Book Rating : 4.0/5 (34 download)

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Book Synopsis Food Safety Engineering by : Ali Demirci

Download or read book Food Safety Engineering written by Ali Demirci and published by Springer Nature. This book was released on 2020-05-28 with total page 754 pages. Available in PDF, EPUB and Kindle. Book excerpt: Food Safety Engineering is the first reference work to provide up-to-date coverage of the advanced technologies and strategies for the engineering of safe foods. Researchers, laboratory staff and food industry professionals with an interest in food engineering safety will find a singular source containing all of the needed information required to understand this rapidly advancing topic. The text lays a solid foundation for solving microbial food safety problems, developing advanced thermal and non-thermal technologies, designing food safety preventive control processes and sustainable operation of the food safety preventive control processes. The first section of chapters presents a comprehensive overview of food microbiology from foodborne pathogens to detection methods. The next section focuses on preventative practices, detailing all of the major manufacturing processes assuring the safety of foods including Good Manufacturing Practices (GMP), Hazard Analysis and Critical Control Points (HACCP), Hazard Analysis and Risk-Based Preventive Controls (HARPC), food traceability, and recalls. Further sections provide insights into plant layout and equipment design, and maintenance. Modeling and process design are covered in depth. Conventional and novel preventive controls for food safety include the current and emerging food processing technologies. Further sections focus on such important aspects as aseptic packaging and post-packaging technologies. With its comprehensive scope of up-to-date technologies and manufacturing processes, this is a useful and first-of-its kind text for the next generation food safety engineering professionals.

Basic Protocols in Predictive Food Microbiology

Author : Verônica Ortiz Alvarenga
Publisher : Springer Nature
ISBN 13 : 1071634135
Total Pages : 241 pages
Book Rating : 4.0/5 (716 download)

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Book Synopsis Basic Protocols in Predictive Food Microbiology by : Verônica Ortiz Alvarenga

Download or read book Basic Protocols in Predictive Food Microbiology written by Verônica Ortiz Alvarenga and published by Springer Nature. This book was released on with total page 241 pages. Available in PDF, EPUB and Kindle. Book excerpt:

Quantitative Microbiology in Food Processing

Author : Anderson de Souza Sant'Ana
Publisher : John Wiley & Sons
ISBN 13 : 1118756428
Total Pages : 611 pages
Book Rating : 4.1/5 (187 download)

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Book Synopsis Quantitative Microbiology in Food Processing by : Anderson de Souza Sant'Ana

Download or read book Quantitative Microbiology in Food Processing written by Anderson de Souza Sant'Ana and published by John Wiley & Sons. This book was released on 2017-02-06 with total page 611 pages. Available in PDF, EPUB and Kindle. Book excerpt: Microorganisms are essential for the production of many foods, including cheese, yoghurt, and bread, but they can also cause spoilage and diseases. Quantitative Microbiology of Food Processing: Modeling the Microbial Ecology explores the effects of food processing techniques on these microorganisms, the microbial ecology of food, and the surrounding issues concerning contemporary food safety and stability. Whilst literature has been written on these separate topics, this book seamlessly integrates all these concepts in a unique and comprehensive guide. Each chapter includes background information regarding a specific unit operation, discussion of quantitative aspects, and examples of food processes in which the unit operation plays a major role in microbial safety. This is the perfect text for those seeking to understand the quantitative effects of unit operations and beyond on the fate of foodborne microorganisms in different foods. Quantitative Microbiology of Food Processing is an invaluable resource for students, scientists, and professionals of both food engineering and food microbiology.

Risk Assessment Methods for Biological and Chemical Hazards in Food

Author : Fernando Pérez-Rodríguez
Publisher : CRC Press
ISBN 13 : 1498762034
Total Pages : 547 pages
Book Rating : 4.4/5 (987 download)

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Book Synopsis Risk Assessment Methods for Biological and Chemical Hazards in Food by : Fernando Pérez-Rodríguez

Download or read book Risk Assessment Methods for Biological and Chemical Hazards in Food written by Fernando Pérez-Rodríguez and published by CRC Press. This book was released on 2020-10-28 with total page 547 pages. Available in PDF, EPUB and Kindle. Book excerpt: Risk assessment has been extensively developed in several scientific fields, such as environmental science, economics, and civil engineering, among others. In the aftermath of the SPS and GATT agreements on the use of risk analysis framework in food trade, signed in the 1990s, international organisations and governments adopted risk assessment as a science-based process to ensure food safety along the food chain. The food industry can also benefit from the use of this approach for food process optimisation and quality assurance. Risk Assessment Methods for Biological and Chemical Hazards in Food introduces the reader to quantitative risk assessment methods encompassing general concepts to specific applications to biological and chemical hazards in foods. In the first section, the book presents food risk assessment as methodology and addresses, more specifically, new trends and approaches such as the development of risk rating methods, risk metrics, risk-benefit assessment studies and quality assessment methods. Section II is dedicated to biological hazards. This section identifies the most relevant biological hazards along the food chain and provides an overview on the types of predictive microbiology models used to describe the microbial response along the food chain. Chapter 12 specifically deals with cross contamination and the quantitative methods that can be applied to describe this relevant microbial process. The development and application of dose-response models (i.e. mathematical function describing the relationship between pathogen dose and health response) are also covered in this section. In Section III, the book translates risk assessment concepts into the area of chemical hazards, defining the process steps to determine chemical risk and describing the uncertainty and variability sources associated with chemicals. Key Features: Presents new trends and approaches in the field of risk assessment in foods Risk assessment concepts are illustrated by practical examples in the food sector Discusses how quantitative information and models are integrated in a quantitative risk asssment framework Provides examples of applications of quantitative chemical risk assessment in risk management The book, written by renowned experts in their field, is a comprehensive collection of quantitative methods and approaches applied to risk assessment in foods. It can be used as an extensive guide for food safety practitioners and researchers to perform quantitative risk assessment in foods

Special Issue: Special Issue on Predictive Modelling in Food

Author :
Publisher :
ISBN 13 :
Total Pages : 141 pages
Book Rating : 4.:/5 (915 download)

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Book Synopsis Special Issue: Special Issue on Predictive Modelling in Food by :

Download or read book Special Issue: Special Issue on Predictive Modelling in Food written by and published by . This book was released on 2015 with total page 141 pages. Available in PDF, EPUB and Kindle. Book excerpt:

Predictive Mycology

Author : Philippe Dantigny
Publisher : Nova Science Publishers
ISBN 13 : 9781619426757
Total Pages : 0 pages
Book Rating : 4.4/5 (267 download)

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Book Synopsis Predictive Mycology by : Philippe Dantigny

Download or read book Predictive Mycology written by Philippe Dantigny and published by Nova Science Publishers. This book was released on 2013 with total page 0 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book is the first state-of-the-art review that focuses on modelling fungal development in foods, an emerging field in the last decade. The objective of this book is to understand and to predict the development of fungi in food and raw materials and also the production and accumulation of secondary metabolites throughout the food chain.