Mathematical and Statistical Approaches for Anaerobic Digestion Feedstock Optimization

Moretta, Federico, Bozzano, Giulia

  • 出版商: Springer
  • 出版日期: 2024-04-11
  • 售價: $2,190
  • 貴賓價: 9.5$2,081
  • 語言: 英文
  • 頁數: 69
  • 裝訂: Quality Paper - also called trade paper
  • ISBN: 3031564596
  • ISBN-13: 9783031564598
  • 海外代購書籍(需單獨結帳)

相關主題

商品描述

This book examines biomass mixture modeling and optimization.

The book discusses anaerobic digestion and related fermentative processes and explains their compositional dynamics. Early chapter examine macromolecules, elemental fractions, and their direct influence on methane production. Supported by an extensive data bank of substrates obtained from research, the book points out correlations that enable the estimation of global methane production for diverse biomass mixtures. Furthermore, it provides valuable insights into discerning the optimal composition capable of yielding the utmost methane output.

The book integrates cutting-edge machine learning techniques and shows how the programming language Python and Julia can be used for analysis and to optimize processes. It has many graphs, figures, and visuals.

商品描述(中文翻譯)

本書探討了生物質混合物建模和優化。書中討論了厭氧消化和相關的發酵過程,並解釋了它們的組成動力學。早期章節探討了大分子、元素分數及其對甲烷產生的直接影響。本書通過研究獲得的廣泛底物數據庫,指出了能夠估計不同生物質混合物全球甲烷產量的相關性。此外,它還提供了有價值的見解,以辨別能夠產生最大甲烷輸出的最佳組成。

本書整合了尖端的機器學習技術,並展示了如何使用Python和Julia編程語言進行分析和優化過程。書中包含了許多圖表、圖片和視覺材料。

作者簡介

Federico Moretta is a chemical engineering graduate from Politecnico di Milano. Now he is a Ph.D. student at the school of Chemical Industry and Chemical Engineering at Politecnico di Milano. His main project is about the characterization and optimization of anaerobic digestion processes. He has published various research articles in literature and presented research projects in congresses about mathematical modelling and data science of fermentative reactions and microorganism metabolism.

Giulia Bozzano is an Associate Professor of Chemical Engineering at the Department of Chemistry, Materials and Chemical Engineering Giulio Natta, Politecnico di Milano, where she obtained the M.Sc. degree and holds the course Fundamentals of Chemical Engineering for undergraduate students. She is the author of more than 120 scientific papers published across various peer-reviewed international journals and has about 2500 citations. She has been active in homogeneous and heterogeneous chemical reactors modelling, non-conventional equipment modelling (glass production furnaces, soap production plants, equipment for liquid-liquid extraction), complex kinetic schemes for gas and liquid pyrolysis (visbreaking, delayed coking, steam cracking, thermal degradation of plastics), fluid dynamics of diffusional turbulent flames and bubbles movement in liquids, characterization of complex hydrocarbon mixtures. Currently, her major interest is in anaerobic digestion modelling and optimization of biological processes for the production of sustainable energy, fuels, and biochemicals (i.e., methane, methanol, acetic acid). She supervises M.Sc. and Ph.D. thesis projects, coordinates research units in national projects with public funding, and leads industrial projects on technological advances and applied science in her research area.


作者簡介(中文翻譯)

Federico Moretta是米蘭理工大學化學工程學士畢業生。他現在是米蘭理工大學化學工業和化學工程學院的博士生。他的主要項目是關於厭氧消化過程的特性和優化。他在文獻中發表了各種研究文章,並在會議上介紹了有關發酵反應和微生物代謝的數學建模和數據科學的研究項目。

Giulia Bozzano是米蘭理工大學化學工程系的副教授,她在Giulio Natta化學、材料和化學工程系獲得了碩士學位,並為本科生開設了化學工程基礎課程。她是超過120篇科學論文的作者,發表在各種同行評審的國際期刊上,並獲得約2500次引用。她在均相和非均相化學反應器建模、非傳統設備建模(玻璃生產爐、肥皂生產廠、液液萃取設備)、氣體和液體裂解的複雜動力學方案(粘結、延遲焦化、蒸汽裂解、塑料熱降解)、擴散性湍流火焰和液體中氣泡運動的流體動力學、複雜碳氫化合物混合物的特性方面具有活躍的研究。目前,她主要關注厭氧消化建模和生物過程的優化,以生產可持續能源、燃料和生物化學品(如甲烷、甲醇、乙酸)。她指導碩士和博士論文項目,協調國家公共資助的研究單位,並在她的研究領域中領導工業項目的技術進步和應用科學。