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A Sustainability-Based Expert System for Additive Manufacturing and CNC Machining

The objective of this research study is to develop a set of expert systems that can aid metal manufacturing facilities in selecting binder jetting, direct metal laser sintering, or CNC machining based on viable products, processes, system parameters, and inherent sustainability aspects. For the purp...

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Detalles Bibliográficos
Autores principales: Perera, Josage Chathura, Gopalakrishnan, Bhaskaran, Bisht, Prakash Singh, Chaudhari, Subodh, Sundaramoorthy, Senthil
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10537271/
https://www.ncbi.nlm.nih.gov/pubmed/37765829
http://dx.doi.org/10.3390/s23187770
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author Perera, Josage Chathura
Gopalakrishnan, Bhaskaran
Bisht, Prakash Singh
Chaudhari, Subodh
Sundaramoorthy, Senthil
author_facet Perera, Josage Chathura
Gopalakrishnan, Bhaskaran
Bisht, Prakash Singh
Chaudhari, Subodh
Sundaramoorthy, Senthil
author_sort Perera, Josage Chathura
collection PubMed
description The objective of this research study is to develop a set of expert systems that can aid metal manufacturing facilities in selecting binder jetting, direct metal laser sintering, or CNC machining based on viable products, processes, system parameters, and inherent sustainability aspects. For the purposes of this study, cost-effectiveness, energy, and auxiliary material usage efficiency were considered the key indicators of manufacturing process sustainability. The expert systems were developed using the knowledge automation software Exsys Corvid(®)V6.1.3. The programs were verified by analyzing and comparing the sustainability impacts of binder jetting and CNC machining during the fabrication of a stainless steel 316L component. According to the results of this study, binder jetting is deemed to be characterized by more favorable indicators of sustainability in comparison to CNC machining, considering the fabrication of components feasible for each technology.
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spelling pubmed-105372712023-09-29 A Sustainability-Based Expert System for Additive Manufacturing and CNC Machining Perera, Josage Chathura Gopalakrishnan, Bhaskaran Bisht, Prakash Singh Chaudhari, Subodh Sundaramoorthy, Senthil Sensors (Basel) Article The objective of this research study is to develop a set of expert systems that can aid metal manufacturing facilities in selecting binder jetting, direct metal laser sintering, or CNC machining based on viable products, processes, system parameters, and inherent sustainability aspects. For the purposes of this study, cost-effectiveness, energy, and auxiliary material usage efficiency were considered the key indicators of manufacturing process sustainability. The expert systems were developed using the knowledge automation software Exsys Corvid(®)V6.1.3. The programs were verified by analyzing and comparing the sustainability impacts of binder jetting and CNC machining during the fabrication of a stainless steel 316L component. According to the results of this study, binder jetting is deemed to be characterized by more favorable indicators of sustainability in comparison to CNC machining, considering the fabrication of components feasible for each technology. MDPI 2023-09-09 /pmc/articles/PMC10537271/ /pubmed/37765829 http://dx.doi.org/10.3390/s23187770 Text en © 2023 by the authors. https://creativecommons.org/licenses/by/4.0/Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/).
spellingShingle Article
Perera, Josage Chathura
Gopalakrishnan, Bhaskaran
Bisht, Prakash Singh
Chaudhari, Subodh
Sundaramoorthy, Senthil
A Sustainability-Based Expert System for Additive Manufacturing and CNC Machining
title A Sustainability-Based Expert System for Additive Manufacturing and CNC Machining
title_full A Sustainability-Based Expert System for Additive Manufacturing and CNC Machining
title_fullStr A Sustainability-Based Expert System for Additive Manufacturing and CNC Machining
title_full_unstemmed A Sustainability-Based Expert System for Additive Manufacturing and CNC Machining
title_short A Sustainability-Based Expert System for Additive Manufacturing and CNC Machining
title_sort sustainability-based expert system for additive manufacturing and cnc machining
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10537271/
https://www.ncbi.nlm.nih.gov/pubmed/37765829
http://dx.doi.org/10.3390/s23187770
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