Cargando…
A Review of the Intelligent Optimization and Decision in Plastic Forming
The plastic forming process involves many influencing factors and has some inevitable disturbance factors, rendering the multi-objective collaborative optimization difficult. With the rapid development of big data and artificial intelligence (AI) technology, intelligent process optimization has beco...
Autores principales: | , , , , , , , |
---|---|
Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2022
|
Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9573599/ https://www.ncbi.nlm.nih.gov/pubmed/36234360 http://dx.doi.org/10.3390/ma15197019 |
_version_ | 1784810912658489344 |
---|---|
author | Tang, Xuefeng Wang, Zhizhou Deng, Lei Wang, Xinyun Long, Jinchuan Jiang, Xin Jin, Junsong Xia, Juchen |
author_facet | Tang, Xuefeng Wang, Zhizhou Deng, Lei Wang, Xinyun Long, Jinchuan Jiang, Xin Jin, Junsong Xia, Juchen |
author_sort | Tang, Xuefeng |
collection | PubMed |
description | The plastic forming process involves many influencing factors and has some inevitable disturbance factors, rendering the multi-objective collaborative optimization difficult. With the rapid development of big data and artificial intelligence (AI) technology, intelligent process optimization has become one of the critical technologies for plastic forming. This paper elaborated on the research progress on the intelligent optimization of plastic forming and the data-driven process planning and decision-making system in plastic forming process optimization. The development trend in intelligent optimization of the plastic forming process was researched. This review showed that the intelligent optimization algorithm has great potential in controlling forming quality, microstructure, and performance in plastic forming. It is a general trend to develop an intelligent optimization model of the plastic forming process with high integration, versatility, and high performance. Future research will take the data-driven expert system and digital twin system as the carrier, integrate the optimization algorithm and model, and realize the multi-scale, high-precision, high-efficiency, and real-time optimization of the plastic forming process. |
format | Online Article Text |
id | pubmed-9573599 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-95735992022-10-17 A Review of the Intelligent Optimization and Decision in Plastic Forming Tang, Xuefeng Wang, Zhizhou Deng, Lei Wang, Xinyun Long, Jinchuan Jiang, Xin Jin, Junsong Xia, Juchen Materials (Basel) Review The plastic forming process involves many influencing factors and has some inevitable disturbance factors, rendering the multi-objective collaborative optimization difficult. With the rapid development of big data and artificial intelligence (AI) technology, intelligent process optimization has become one of the critical technologies for plastic forming. This paper elaborated on the research progress on the intelligent optimization of plastic forming and the data-driven process planning and decision-making system in plastic forming process optimization. The development trend in intelligent optimization of the plastic forming process was researched. This review showed that the intelligent optimization algorithm has great potential in controlling forming quality, microstructure, and performance in plastic forming. It is a general trend to develop an intelligent optimization model of the plastic forming process with high integration, versatility, and high performance. Future research will take the data-driven expert system and digital twin system as the carrier, integrate the optimization algorithm and model, and realize the multi-scale, high-precision, high-efficiency, and real-time optimization of the plastic forming process. MDPI 2022-10-10 /pmc/articles/PMC9573599/ /pubmed/36234360 http://dx.doi.org/10.3390/ma15197019 Text en © 2022 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 | Review Tang, Xuefeng Wang, Zhizhou Deng, Lei Wang, Xinyun Long, Jinchuan Jiang, Xin Jin, Junsong Xia, Juchen A Review of the Intelligent Optimization and Decision in Plastic Forming |
title | A Review of the Intelligent Optimization and Decision in Plastic Forming |
title_full | A Review of the Intelligent Optimization and Decision in Plastic Forming |
title_fullStr | A Review of the Intelligent Optimization and Decision in Plastic Forming |
title_full_unstemmed | A Review of the Intelligent Optimization and Decision in Plastic Forming |
title_short | A Review of the Intelligent Optimization and Decision in Plastic Forming |
title_sort | review of the intelligent optimization and decision in plastic forming |
topic | Review |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9573599/ https://www.ncbi.nlm.nih.gov/pubmed/36234360 http://dx.doi.org/10.3390/ma15197019 |
work_keys_str_mv | AT tangxuefeng areviewoftheintelligentoptimizationanddecisioninplasticforming AT wangzhizhou areviewoftheintelligentoptimizationanddecisioninplasticforming AT denglei areviewoftheintelligentoptimizationanddecisioninplasticforming AT wangxinyun areviewoftheintelligentoptimizationanddecisioninplasticforming AT longjinchuan areviewoftheintelligentoptimizationanddecisioninplasticforming AT jiangxin areviewoftheintelligentoptimizationanddecisioninplasticforming AT jinjunsong areviewoftheintelligentoptimizationanddecisioninplasticforming AT xiajuchen areviewoftheintelligentoptimizationanddecisioninplasticforming AT tangxuefeng reviewoftheintelligentoptimizationanddecisioninplasticforming AT wangzhizhou reviewoftheintelligentoptimizationanddecisioninplasticforming AT denglei reviewoftheintelligentoptimizationanddecisioninplasticforming AT wangxinyun reviewoftheintelligentoptimizationanddecisioninplasticforming AT longjinchuan reviewoftheintelligentoptimizationanddecisioninplasticforming AT jiangxin reviewoftheintelligentoptimizationanddecisioninplasticforming AT jinjunsong reviewoftheintelligentoptimizationanddecisioninplasticforming AT xiajuchen reviewoftheintelligentoptimizationanddecisioninplasticforming |