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Book
Machine Learning Applied to Composite Materials
Author:
ISBN: 9811962782 9811962774 Year: 2022 Publisher: Singapore : Springer Nature Singapore : Imprint: Springer,

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Abstract

This book introduces the approach of Machine Learning (ML) based predictive models in the design of composite materials to achieve the required properties for certain applications. ML can learn from existing experimental data obtained from very limited number of experiments and subsequently can be trained to find solutions of the complex non-linear, multi-dimensional functional relationships without any prior assumptions about their nature. In this case the ML models can learn from existing experimental data obtained from (1) composite design based on various properties of the matrix material and fillers/reinforcements (2) material processing during fabrication (3) property relationships. Modelling of these relationships using ML methods significantly reduce the experimental work involved in designing new composites, and therefore offer a new avenue for material design and properties. The book caters to students, academics and researchers who are interested in the field of material composite modelling and design.


Book
Mare Plasticum - The Plastic Sea : Combatting Plastic Pollution Through Science and Art
Authors: --- ---
ISBN: 3030389456 3030389448 Year: 2020 Publisher: Cham : Springer International Publishing : Imprint: Springer,

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This book, written by a multidisciplinary team of authors comprising scientists, artists and communicators, explores one of the most pressing issues of our time – the menace plastics pose to marine environments and organisms. It takes readers on a journey that begins on the beaches of Galicia, where the beach litter formed the starting point for an exhibition that combines art and science to alert the audience to the urgent need for action. The journey culminates with a short “plastic story”, which reveals a disturbing vision of the future significance of plastics for humans, and an example of how comics can deliver information to a younger audience. Along the way there is plenty of fascinating science, such as insights into the impacts of plastics and microplastics; the new marine ecosystem, known as the “plastisphere”; and the current status of the oceans, from the Arctic to the Mediterranean. The book also explores the historical developments; sustainable solutions, including the use of circular economy methodologies; and protective measures, like those being tried in China and the Far East. Lastly, it describes the role played by rivers as transport vectors for plastic, with special reference to the Danube, and to complete the picture, since most of the plastic is of terrestrial origin, it investigates problems related to microplastics in soils.

Keywords

Ecology . --- Pollution. --- Environment. --- Water. --- Biophysics. --- Biological physics. --- Arts. --- Ecology. --- Pollution, general. --- Environment, general. --- Water, general. --- Biological and Medical Physics, Biophysics. --- Arts, Fine --- Arts, Occidental --- Arts, Western --- Fine arts --- Humanities --- Biological physics --- Biology --- Medical sciences --- Physics --- Hydrology --- Chemical pollution --- Chemicals --- Contamination of environment --- Environmental pollution --- Pollution --- Contamination (Technology) --- Asbestos abatement --- Bioremediation --- Environmental engineering --- Environmental quality --- Factory and trade waste --- Hazardous waste site remediation --- Hazardous wastes --- In situ remediation --- Lead abatement --- Pollutants --- Refuse and refuse disposal --- Balance of nature --- Bionomics --- Ecological processes --- Ecological science --- Ecological sciences --- Environment --- Environmental biology --- Oecology --- Environmental sciences --- Population biology --- Environmental aspects --- Ecology --- Plastic marine debris. --- Marine pollution. --- Marine environment pollution --- Marine water pollution --- Ocean pollution --- Offshore water pollution --- Sea pollution --- Seawater --- Coastal zone management --- Oceanography --- Water --- Marine resources conservation --- Debris, Marine plastic --- Debris, Plastic marine --- Marine plastic debris --- Marine debris --- Plastic scrap --- Contaminació del mar --- Plàstics --- Arts, Primitive --- Productes sintètics --- Cautxú sintètic --- Escumes plàstiques --- Microplàstics --- Niló --- Plàstics biodegradables --- Polímers vinílics --- Resines fenòliques --- Termoplàstics --- Elastòmers --- Indústria del plàstic --- Contaminació de l'aigua --- Aigua de mar --- Vessaments de petroli

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