Harnessing Big Data in Food Safety
暫譯: 利用大數據提升食品安全
Farber, Jeffrey, Dara, Rozita, Ronholm, Jennifer
- 出版商: Springer
- 出版日期: 2022-11-24
- 售價: $7,030
- 貴賓價: 9.5 折 $6,679
- 語言: 英文
- 頁數: 162
- 裝訂: Hardcover - also called cloth, retail trade, or trade
- ISBN: 3031071786
- ISBN-13: 9783031071782
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相關分類:
大數據 Big-data
海外代購書籍(需單獨結帳)
商品描述
Big Data technologies have the potential to revolutionize the agriculture sector, in particular food safety and quality practices. This book is designed to provide a foundational understanding of various applications of Big Data in Food Safety. Big Data requires the use of sophisticated approaches for cleaning, processing and extracting useful information to improve decision-making. The contributed volume reviews some of these approaches and algorithms in the context of real-world food safety studies.
Food safety and quality related data are being generated in large volumes and from a variety of sources such as farms, processors, retailers, government organizations, and other industries. The editors have included examples of how big data can be used in the fields of bacteriology, virology and mycology to improve food safety. Additional chapters detail how the big data sources are aggregated and used in food safety and quality areas such as food spoilage and quality deterioration along the supply chain, food supply chain traceability, as well as policy and regulations. The volume also contains solutions to address standardization, data interoperability, and other data governance and data related technical challenges. Furthermore, this volume discusses how the application of machine-learning has successfully improved the speed and/or accuracy of many processes in the food supply chain, and also discusses some of the inherent challenges. Included in this volume as well is a practical example of the digital transformation that happened in Dubai, with a particular emphasis on how data is enabling better decision-making in food safety. To complete this volume, researchers discuss how although big data is and will continue to be a major disruptor in the area of food safety, it also raises some important questions with regards to issues such as security/privacy, data control and data governance, all of which must be carefully considered by governments and law makers.
商品描述(中文翻譯)
大數據技術有潛力徹底改變農業部門,特別是在食品安全和品質實踐方面。本書旨在提供對大數據在食品安全中各種應用的基礎理解。大數據需要使用複雜的方法來清理、處理和提取有用的信息,以改善決策。這本書回顧了一些這些方法和算法在現實世界食品安全研究中的應用。
與食品安全和品質相關的數據正在大量生成,來源多樣,包括農場、加工商、零售商、政府機構及其他行業。編輯們提供了大數據如何在細菌學、病毒學和真菌學領域中用於改善食品安全的例子。額外的章節詳細說明了大數據來源如何在食品安全和品質領域中進行聚合和使用,例如供應鏈中的食品腐敗和品質劣化、食品供應鏈可追溯性,以及政策和法規。本書還包含了解決標準化、數據互操作性及其他數據治理和數據相關技術挑戰的解決方案。此外,本書討論了機器學習的應用如何成功提高食品供應鏈中許多過程的速度和/或準確性,並探討了一些固有的挑戰。本書還包括了一個實際的例子,展示了在杜拜發生的數位轉型,特別強調數據如何促進食品安全中的更好決策。最後,研究人員討論了儘管大數據在食品安全領域是一個主要的顛覆者,但它也提出了一些重要問題,例如安全/隱私、數據控制和數據治理,這些都必須由政府和立法者仔細考慮。
作者簡介
Dr. Rozita Dara is the Principal Investigator of Data Management and Privacy Governance research program at the University of Guelph. Her research interest includes data analytics and data governance with a focus on digital agriculture. She current research projects include food safety, verification, and traceability including data standardization and interoperability and digital agri-food platforms.
Dr. Ronholm is an Assistant Professor in agricultural microbiology in theFaculty of Agricultural and Environmental Sciences at McGill University. She is a William Dawson Scholar. Her research focuses on defining the composition of healthy microbiomes in livestock species and devising strategies to optimize the livestock microbiome to resist bacterial infections.
作者簡介(中文翻譯)
法伯博士目前是某國際顧問公司的董事,該公司專注於與各種組織和國家進行食品安全顧問服務。此外,他也是加拿大生物技術公司Index Biosystems的高級顧問,該公司專注於食品可追溯性和真實性領域。法伯博士目前還擔任安大略省圭爾夫大學食品科學系的兼任教授及研究生院成員。
羅齊塔·達拉博士是圭爾夫大學數據管理與隱私治理研究計劃的首席研究員。她的研究興趣包括數據分析和數據治理,重點在於數位農業。她目前的研究項目包括食品安全、驗證和可追溯性,涵蓋數據標準化和互操作性以及數位農食平台。
羅恩霍姆博士是麥吉爾大學農業與環境科學院的農業微生物學助理教授。她是威廉·道森學者。她的研究專注於定義牲畜物種中健康微生物群的組成,並制定優化牲畜微生物群以抵抗細菌感染的策略。