Towards circularity of plastics: A materials informatics perspective

Plastic pollution and the associated adversities have been intensively researched recently, providing ample solutions with diverse possibilities and yielding a considerable corpus of literature in plastic waste management (PWM). Regardless of the vast range of techniques formulated, such as mechanic...

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Main Authors: Sivan, Dawn, Zafar, Saima, Rohit, R. V., R., Vipin Raj, Satheeshkumar, K., Raj, Veena, Kohbalan, Moorthy, Izan Izwan, Misnon, Ramakrishna, Seeram, Jose, Rajan
Format: Article
Language:English
English
Published: Elsevier 2024
Subjects:
Online Access:http://umpir.ump.edu.my/id/eprint/42790/1/Towards%20circularity%20of%20plastics-%20A%20materials%20informatics%20perspective.pdf
http://umpir.ump.edu.my/id/eprint/42790/2/Towards%20circularity%20of%20plastics-%20A%20materials%20informatics%20perspective_ABST.pdf
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author Sivan, Dawn
Zafar, Saima
Rohit, R. V.
R., Vipin Raj
Satheeshkumar, K.
Raj, Veena
Kohbalan, Moorthy
Izan Izwan, Misnon
Ramakrishna, Seeram
Jose, Rajan
author_facet Sivan, Dawn
Zafar, Saima
Rohit, R. V.
R., Vipin Raj
Satheeshkumar, K.
Raj, Veena
Kohbalan, Moorthy
Izan Izwan, Misnon
Ramakrishna, Seeram
Jose, Rajan
author_sort Sivan, Dawn
collection UMP
description Plastic pollution and the associated adversities have been intensively researched recently, providing ample solutions with diverse possibilities and yielding a considerable corpus of literature in plastic waste management (PWM). Regardless of the vast range of techniques formulated, such as mechanical recycling and chemical depolymerization, many of these approaches have limitations including significant costs, ecological threats, and inefficiencies in handling diverse plastic types. Manual analysis of these challenges and the reported solutions from the vast collection of interdisciplinary research papers is extremely laborious. Herein, using tools of data science to create a network of ∼350,000 papers and subsequent clustering to identify various protocols for PWM and determining the main paths of their knowledge evolution, we review their progress. The broad objective of this analysis is to provide a comprehensive understanding of different PWM techniques, with a focus on the importance of integrated, technologically advanced, and environmentally conscious approaches to solve plastic pollution. We identify four major categories of PWM (physical, chemical, physio-chemical, and biological) and analyze their mechanistic details. Our study highlights the critical need for the establishment of more sustainable PWM methodologies, supporting the integration of artificial intelligence to refine process optimization and cultivate interdisciplinary collaboration focused on advancing a circular economy and reducing plastic waste. Together with a deep discussion on the gaps between the set goals and the current achievements identified, these analyses could be a useful tool to confront the PW crisis.
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spelling UMPir427902024-10-14T06:42:23Z http://umpir.ump.edu.my/id/eprint/42790/ Towards circularity of plastics: A materials informatics perspective Sivan, Dawn Zafar, Saima Rohit, R. V. R., Vipin Raj Satheeshkumar, K. Raj, Veena Kohbalan, Moorthy Izan Izwan, Misnon Ramakrishna, Seeram Jose, Rajan Q Science (General) QA75 Electronic computers. Computer science Plastic pollution and the associated adversities have been intensively researched recently, providing ample solutions with diverse possibilities and yielding a considerable corpus of literature in plastic waste management (PWM). Regardless of the vast range of techniques formulated, such as mechanical recycling and chemical depolymerization, many of these approaches have limitations including significant costs, ecological threats, and inefficiencies in handling diverse plastic types. Manual analysis of these challenges and the reported solutions from the vast collection of interdisciplinary research papers is extremely laborious. Herein, using tools of data science to create a network of ∼350,000 papers and subsequent clustering to identify various protocols for PWM and determining the main paths of their knowledge evolution, we review their progress. The broad objective of this analysis is to provide a comprehensive understanding of different PWM techniques, with a focus on the importance of integrated, technologically advanced, and environmentally conscious approaches to solve plastic pollution. We identify four major categories of PWM (physical, chemical, physio-chemical, and biological) and analyze their mechanistic details. Our study highlights the critical need for the establishment of more sustainable PWM methodologies, supporting the integration of artificial intelligence to refine process optimization and cultivate interdisciplinary collaboration focused on advancing a circular economy and reducing plastic waste. Together with a deep discussion on the gaps between the set goals and the current achievements identified, these analyses could be a useful tool to confront the PW crisis. Elsevier 2024-09-27 Article PeerReviewed pdf en http://umpir.ump.edu.my/id/eprint/42790/1/Towards%20circularity%20of%20plastics-%20A%20materials%20informatics%20perspective.pdf pdf en http://umpir.ump.edu.my/id/eprint/42790/2/Towards%20circularity%20of%20plastics-%20A%20materials%20informatics%20perspective_ABST.pdf Sivan, Dawn and Zafar, Saima and Rohit, R. V. and R., Vipin Raj and Satheeshkumar, K. and Raj, Veena and Kohbalan, Moorthy and Izan Izwan, Misnon and Ramakrishna, Seeram and Jose, Rajan (2024) Towards circularity of plastics: A materials informatics perspective. Materials Today Sustainability, 28 (101001). pp. 1-21. ISSN 2589-2347. (Published) https://doi.org/10.1016/j.mtsust.2024.101001 https://doi.org/10.1016/j.mtsust.2024.101001
spellingShingle Q Science (General)
QA75 Electronic computers. Computer science
Sivan, Dawn
Zafar, Saima
Rohit, R. V.
R., Vipin Raj
Satheeshkumar, K.
Raj, Veena
Kohbalan, Moorthy
Izan Izwan, Misnon
Ramakrishna, Seeram
Jose, Rajan
Towards circularity of plastics: A materials informatics perspective
title Towards circularity of plastics: A materials informatics perspective
title_full Towards circularity of plastics: A materials informatics perspective
title_fullStr Towards circularity of plastics: A materials informatics perspective
title_full_unstemmed Towards circularity of plastics: A materials informatics perspective
title_short Towards circularity of plastics: A materials informatics perspective
title_sort towards circularity of plastics a materials informatics perspective
topic Q Science (General)
QA75 Electronic computers. Computer science
url http://umpir.ump.edu.my/id/eprint/42790/1/Towards%20circularity%20of%20plastics-%20A%20materials%20informatics%20perspective.pdf
http://umpir.ump.edu.my/id/eprint/42790/2/Towards%20circularity%20of%20plastics-%20A%20materials%20informatics%20perspective_ABST.pdf
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