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Kariminejad M, Tormey D, Huq S, Morrison J, McAfee M. Ultrasound Sensors for Process Monitoring in Injection Moulding. SENSORS (BASEL, SWITZERLAND) 2021; 21:5193. [PMID: 34372430 PMCID: PMC8347947 DOI: 10.3390/s21155193] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 06/16/2021] [Revised: 07/22/2021] [Accepted: 07/28/2021] [Indexed: 11/17/2022]
Abstract
Injection moulding is an extremely important industrial process, being one of the most commonly-used plastic formation techniques. However, the industry faces many current challenges associated with demands for greater product customisation, higher precision and, most urgently, a shift towards more sustainable materials and processing. Accurate real-time sensing of the material and part properties during processing is key to achieving rapid process optimisation and set-up, reducing down-times, and reducing waste material and energy in the production of defective products. While most commercial processes rely on point measurements of pressure and temperature, ultrasound transducers represent a non-invasive and non-destructive source of rich information on the mould, the cavity and the polymer melt, and its morphology, which affect critical quality parameters such as shrinkage and warpage. In this paper the relationship between polymer properties and the propagation of ultrasonic waves is described and the application of ultrasound measurements in injection moulding is evaluated. The principles and operation of both conventional and high temperature ultrasound transducers (HTUTs) are reviewed together with their impact on improving the efficiency of the injection moulding process. The benefits and challenges associated with the recent development of sol-gel methods for HTUT fabrication are described together with a synopsis of further research and development needed to ensure a greater industrial uptake of ultrasonic sensing in injection moulding.
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Affiliation(s)
- Mandana Kariminejad
- Centre for Precision Engineering, Materials and Manufacturing (PEM Centre), Institute of Technology Sligo, Ash Lane, F91 YW50 Sligo, Ireland;
- Centre for Mathematical Modelling and Intelligent Systems for Health and Environment (MISHE), Institute of Technology Sligo, Ash Lane, F91 YW50 Sligo, Ireland
| | - David Tormey
- Centre for Precision Engineering, Materials and Manufacturing (PEM Centre), Institute of Technology Sligo, Ash Lane, F91 YW50 Sligo, Ireland;
| | - Saif Huq
- School of Computing and Digital Media, London Metropolitan University, 166-220 Holloway Rd, London N7 8DB, UK;
| | - Jim Morrison
- Department of Electronics and Mechanical Engineering, Letterkenny Institute of Technology, Port Rd, Gortlee, Letterkenny, F92 FC93 Donegal, Ireland;
| | - Marion McAfee
- Centre for Precision Engineering, Materials and Manufacturing (PEM Centre), Institute of Technology Sligo, Ash Lane, F91 YW50 Sligo, Ireland;
- Centre for Mathematical Modelling and Intelligent Systems for Health and Environment (MISHE), Institute of Technology Sligo, Ash Lane, F91 YW50 Sligo, Ireland
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Intelligent Injection Molding on Sensing, Optimization, and Control. ADVANCES IN POLYMER TECHNOLOGY 2020. [DOI: 10.1155/2020/7023616] [Citation(s) in RCA: 20] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 02/07/2023]
Abstract
Injection molding is one of the most significant material processing methods for mass production of plastic products. It is widely used in various industry sectors, and its products are ubiquitous in our daily life. The settings and optimization of the injection molding process dictate the geometric precision and mechanical properties of the final products. Therefore, sensing, optimization, and control of the injection molding process have a crucial influence on product quality and have become an active research field with abundant literature. This paper defines the concept of intelligent injection molding as the integral application of these three procedures—sensing, optimization, and control. This paper reviews recent studies on methods for the detection of relevant physical variables, optimization of process parameters, and control strategies of machine variables in the molding process. Finally, conclusions are drawn to discuss future research directions and technologies, as well as algorithms worthy of being explored and developed.
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Yang B, Ding MY, Hu L, Li GJ, Miao JB, Gao X, Li XB, Zhang B, Su LF, Chen P, Qian JS. Melt Crystallization Behavior of Injection-Molded High-Density Polyethylene Based Upon a Solidification Kinetic Analysis. J MACROMOL SCI B 2019. [DOI: 10.1080/00222348.2018.1476429] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/16/2022]
Affiliation(s)
- Bin Yang
- aCollege of Chemistry & Chemical Engineering, Anhui Provincial Laboratory of High-Performance Rubber & Products, and Key Laboratory of Environment-Friendly Polymeric Materials of Anhui Province, Anhui University, Hefei, Anhui, China
| | - Meng-Ya Ding
- aCollege of Chemistry & Chemical Engineering, Anhui Provincial Laboratory of High-Performance Rubber & Products, and Key Laboratory of Environment-Friendly Polymeric Materials of Anhui Province, Anhui University, Hefei, Anhui, China
| | - Lei Hu
- aCollege of Chemistry & Chemical Engineering, Anhui Provincial Laboratory of High-Performance Rubber & Products, and Key Laboratory of Environment-Friendly Polymeric Materials of Anhui Province, Anhui University, Hefei, Anhui, China
| | - Gui-Jing Li
- bSchool of Materials Science & Engineering, Zhejiang University, Hangzhou, P.R. China
| | - Ji-Bin Miao
- aCollege of Chemistry & Chemical Engineering, Anhui Provincial Laboratory of High-Performance Rubber & Products, and Key Laboratory of Environment-Friendly Polymeric Materials of Anhui Province, Anhui University, Hefei, Anhui, China
| | - Xuan Gao
- aCollege of Chemistry & Chemical Engineering, Anhui Provincial Laboratory of High-Performance Rubber & Products, and Key Laboratory of Environment-Friendly Polymeric Materials of Anhui Province, Anhui University, Hefei, Anhui, China
| | - Xiao-Bao Li
- aCollege of Chemistry & Chemical Engineering, Anhui Provincial Laboratory of High-Performance Rubber & Products, and Key Laboratory of Environment-Friendly Polymeric Materials of Anhui Province, Anhui University, Hefei, Anhui, China
| | - Bin Zhang
- aCollege of Chemistry & Chemical Engineering, Anhui Provincial Laboratory of High-Performance Rubber & Products, and Key Laboratory of Environment-Friendly Polymeric Materials of Anhui Province, Anhui University, Hefei, Anhui, China
| | - Li-Fen Su
- aCollege of Chemistry & Chemical Engineering, Anhui Provincial Laboratory of High-Performance Rubber & Products, and Key Laboratory of Environment-Friendly Polymeric Materials of Anhui Province, Anhui University, Hefei, Anhui, China
| | - Peng Chen
- aCollege of Chemistry & Chemical Engineering, Anhui Provincial Laboratory of High-Performance Rubber & Products, and Key Laboratory of Environment-Friendly Polymeric Materials of Anhui Province, Anhui University, Hefei, Anhui, China
| | - Jia-Sheng Qian
- aCollege of Chemistry & Chemical Engineering, Anhui Provincial Laboratory of High-Performance Rubber & Products, and Key Laboratory of Environment-Friendly Polymeric Materials of Anhui Province, Anhui University, Hefei, Anhui, China
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Xia N, Zhao P, Kuang T, Zhao Y, Zhang J, Fu J. Nondestructive measurement of layer thickness in water-assisted coinjection-molded product by ultrasonic technology. J Appl Polym Sci 2018. [DOI: 10.1002/app.46540] [Citation(s) in RCA: 12] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/05/2023]
Affiliation(s)
- Neng Xia
- The State Key Laboratory of Fluid Power and Mechatronic Systems, College of Mechanical Engineering; Zhejiang University; Hangzhou 310027 China
- The Key Laboratory of 3D Printing Process and Equipment of Zhejiang Province, College of Mechanical Engineering; Zhejiang University; Hangzhou 310027 China
| | - Peng Zhao
- The State Key Laboratory of Fluid Power and Mechatronic Systems, College of Mechanical Engineering; Zhejiang University; Hangzhou 310027 China
- The Key Laboratory of 3D Printing Process and Equipment of Zhejiang Province, College of Mechanical Engineering; Zhejiang University; Hangzhou 310027 China
| | - Tangqing Kuang
- School of Mechatronical & Vehicle Engineering; East China Jiaotong University; Nanchang 330013 China
| | - Yao Zhao
- The State Key Laboratory of Fluid Power and Mechatronic Systems, College of Mechanical Engineering; Zhejiang University; Hangzhou 310027 China
- The Key Laboratory of 3D Printing Process and Equipment of Zhejiang Province, College of Mechanical Engineering; Zhejiang University; Hangzhou 310027 China
| | - Jianfeng Zhang
- The State Key Laboratory of Fluid Power and Mechatronic Systems, College of Mechanical Engineering; Zhejiang University; Hangzhou 310027 China
- The Key Laboratory of 3D Printing Process and Equipment of Zhejiang Province, College of Mechanical Engineering; Zhejiang University; Hangzhou 310027 China
| | - Jianzhong Fu
- The State Key Laboratory of Fluid Power and Mechatronic Systems, College of Mechanical Engineering; Zhejiang University; Hangzhou 310027 China
- The Key Laboratory of 3D Printing Process and Equipment of Zhejiang Province, College of Mechanical Engineering; Zhejiang University; Hangzhou 310027 China
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