Modelling- and Parameter-Optimization for Filament-Deformation in 3D Cementitious Material-Printing Using Support-Vector-Machine (2020-03)¶
10.1016/j.compositesb.2020.108018
, , , , ,
Journal Article - Composites Part B: Engineering, Vol. 193
Abstract
The material flow mechanism affects the printing quality considerably in 3D cementitious material printing (3DCMP) area. A numerical model was developed to investigate the material flow mechanism during the extrusion and deposition process. To quantify the effects of flow mechanism on the filament printing quality, deformation of the printed filament was proposed. Then a Support Vector Machine (SVM) was employed to study various factors on flow mechanism, hence the deformation of the printed filament. The SVM model results showed that deformation of the printed filament is independent of plastic viscosity, however, material yield stress and relative nozzle travel speed significantly affect the deformation of the printed filament. Lastly, an empirical parametric associative model was proposed to predict the filament deformation based on material yield stress and relative nozzle travel speed.
¶
18 References
- Asprone Domenico, Auricchio Ferdinando, Menna Costantino, Mercuri Valentina (2018-03)
3D Printing of Reinforced Concrete Elements:
Technology and Design Approach - Asprone Domenico, Menna Costantino, Bos Freek, Salet Theo et al. (2018-06)
Rethinking Reinforcement for Digital Fabrication with Concrete - Bos Freek, Wolfs Robert, Ahmed Zeeshan, Salet Theo (2016-08)
Additive Manufacturing of Concrete in Construction:
Potentials and Challenges of 3D Concrete Printing - Kruger Jacques, Cho Seung, Zeranka Stephan, Vintila Cristian et al. (2019-12)
3D Concrete Printer Parameter Optimization for High-Rate Digital Construction Avoiding Plastic Collapse - Lao Wenxin, Li Mingyang, Masia Lorenzo, Tan Ming (2017-08)
Approaching Rectangular Extrudate in 3D Printing for Building and Construction by Experimental Iteration of Nozzle Design - Le Thanh, Austin Simon, Lim Sungwoo, Buswell Richard et al. (2012-01)
Mix-Design and Fresh Properties for High-Performance Printing Concrete - Li Zhijian, Wang Li, Ma Guowei (2020-01)
Mechanical Improvement of Continuous Steel-Micro-Cable-Reinforced Geopolymer Composites for 3D Printing Subjected to Different Loading Conditions - Liu Zhixin, Li Mingyang, Weng Yiwei, Wong Teck et al. (2018-12)
Mixture-Design-Approach to Optimize the Rheological Properties of the Material Used in 3D Cementitious Material-Printing - Liu Zhixin, Li Mingyang, Wong Teck, Tan Ming (2018-05)
Measurement of the Fresh Rheological Properties of Material in 3D Printing - Ma Guowei, Li Zhijian, Wang Li, Wang Fang et al. (2019-01)
Mechanical Anisotropy of Aligned Fiber-Reinforced Composite for Extrusion-Based 3D Printing - Nerella Venkatesh, Mechtcherine Viktor (2019-02)
Studying the Printability of Fresh Concrete for Formwork-Free Concrete Onsite 3D Printing Technology (CONPrint3D) - Panda Biranchi, Lim Jian, Tan Ming (2019-02)
Mechanical Properties and Deformation Behavior of Early-Age Concrete in the Context of Digital Construction - Panda Biranchi, Ruan Shaoqin, Unluer Cise, Tan Ming (2018-11)
Improving the 3D Printability of High-Volume Fly-Ash Mixtures via the Use of Nano-Attapulgite-Clay - Paul Suvash, Zijl Gideon, Tan Ming, Gibson Ian (2018-05)
A Review of 3D Concrete Printing Systems and Materials Properties:
Current Status and Future Research Prospects - Roussel Nicolas (2018-05)
Rheological Requirements for Printable Concretes - Tay Yi, Li Mingyang, Tan Ming (2019-04)
Effect of Printing Parameters in 3D Concrete Printing:
Printing Region and Support Structures - Tay Yi, Qian Ye, Tan Ming (2019-05)
Printability-Region for 3D Concrete Printing Using Slump- and Slump-Flow-Test - Weng Yiwei, Li Mingyang, Liu Zhixin, Lao Wenxin et al. (2018-12)
Printability and Fire Performance of a Developed 3D Printable Fiber-Reinforced Cementitious Composites under Elevated Temperatures
46 Citations
- Kiyani Muhammad, Kamal Muhammad, Hussain Syed, Emaan Rajja et al. (2026-01)
A Novel Arch Infill for 3D Concrete Printed Beams:
A Comparative Study of Flexural Performance Against Truss and Solid Designs - Iqbal Imtiaz, Kasim Tala, Besklubova Svetlana, Mustafa Ali et al. (2025-12)
Passive Determination of Anisotropic Compressive Strength of 3D Printed Concrete Using Multiple Neural Networks Enhanced with Explainable Machine Learning (XML) - Shang Yuqing, Yu Zheming, Ma Wei, Wei Jun et al. (2025-10)
Research on 3D Printing Materials and Printing Parameters of Basalt Fiber Reinforced Concrete - Verma Shilpi, Parghi Anant (2025-10)
Machine Learning-Based Prediction of Compressive Strength in Additive Manufacturing of Concrete Technology - Murtaza Ghulam, Baldinelli Giorgio (2025-08)
Revolutionizing Architecture:
3D Printing in Large Construction Industry and Strategic Innovations for Enhanced Performance - Kiyani Muhammad, Hussain Syed, Emaan Rajja, Kamal Muhammad et al. (2025-08)
Influence of Process Parameters on 3D Concrete Printing:
A Step Towards Standardized Approaches - Disu Oluwatimilehin, Ismail Sikiru, Wood Luke, Chrysanthou Andreas et al. (2025-08)
Experimental Study on Buildability of 3D-Printed Cement-Based Structures Using Aluminium Sulphate - Liu Zhixin, Si Liang, Liu Yebao, Li Mingyang et al. (2025-08)
Optimization of Printing Parameters Based on Computational Fluid Dynamics for Uniform Filament Mass Distribution at Corners in 3D Cementitious Material Printing - Rizzieri Giacomo, Meni Simone, Cremonesi Massimiliano, Ferrara Liberato (2025-07)
A Particle Finite Element Method for Investigating the Influence of Material and Process Parameters in 3D Concrete Printing - An Dong, Rahman Mahfuzur, Zhang Y., Yang Chunhui (2025-05)
Effects of Key 3D Concrete Printing Process Parameters on Layer Shape:
Experimental Study and Smooth Particle Hydrodynamics Modelling - Jiang Yu, Zhang Qingxin, Tabbaa Abir, Daly Ronan (2025-03)
The Critical Role of Time-Dependent Rheology for Improved Quality Control of 3D Printed Cementitious Structures - Liu Zhenbang, Li Mingyang, Wang Xiangyu, Wong Teck et al. (2025-03)
Investigate Mechanisms of Different Printing Parameters on the Mechanical Anisotropy of 3D Concrete Printing Elements by Using Computed Tomography Scan and Computational Fluid Dynamics Methods - Chen Meng, Li Jiahui, Zhang Tong, Zhang Mingzhong (2025-01)
3D Printability of Recycled Steel-Fiber-Reinforced Ultra-High-Performance Concrete - Ma Xin-Rui, Wang Xian-Lin, Chen Shi-Zi (2024-09)
Trustworthy Machine Learning-Enhanced 3D Concrete Printing:
Predicting Bond Strength and Designing Reinforcement Embedment Length - Malik Umair, Riaz Raja, Rehman Saif, Usman Muhammad et al. (2024-07)
Advancing Mix-Design Prediction in 3D Printed Concrete:
Predicting Anisotropic Compressive Strength and Slump-Flow - Cui Weijiu, Sun Haijun, Zhou Jiangang, Wang Sheng et al. (2024-07)
Geometric Quality Evaluation of Three-Dimensional Printable Concrete Using Computational Fluid Dynamics - Zhou Zhijie, Geng Jian, Jin Chen, Liu Genjin et al. (2024-06)
Influence of Residue Soil on the Properties of Fly-Ash-Slag-Based Geopolymer Materials for 3D Printing - Cheng Hanbin, Radlińska Aleksandra, Hilman Michael, Liu Feihong et al. (2024-05)
Modeling Concrete-Deposition via 3D Printing Using Reproducing Kernel-Particle-Method - Wei Ying, Han Song, Yu Shiwei, Chen Ziwei et al. (2024-05)
Parameter Impact on 3D Concrete Printing from Single to Multi-Layer Stacking - Wei Ying, Han Song, Chen Ziwei, Lu Jianxian et al. (2024-04)
Numerical Simulation of 3D Concrete Printing Derived from Printer Head and Printing Process - Alhussain Ali, Duarte José, Brown Nathan (2024-02)
Developing a Data-Driven Filament-Shape-Prediction-Model for 3D Concrete Printing - Yu Hao, Zhang Weiwei, Yin Binbin, Sun Weikang et al. (2024-01)
Modeling Extrusion-Process and Layer-Deformation in 3D Concrete Printing via Smoothed Particle-Hydrodynamics - Reinold Janis, Daadouch Koussay, Meschke Günther (2023-11)
Numerical Simulation of Three Dimensional Concrete Printing Based on a Unified Fluid and Solid Mechanics Formulation - Pan Tinghong, Guo Rongxin, Fu Chaoshu, Ji Xuping et al. (2023-10)
Extrusion-Based 3D Concrete Printing with Different Flow-Direction - Yu Qian, Zhu Binrong, Li Xuesen, Meng Lingqi et al. (2023-04)
Investigation of the Rheological and Mechanical Properties of 3D Printed Eco-Friendly Concrete with Steel-Slag - Zhao Yasong, Gao Yangyunzhi, Chen Gaofeng, Li Shujun et al. (2023-04)
Development of Low-Carbon Materials from GGBS and Clay-Brick-Powder for 3D Concrete Printing - Quah Tan, Tay Yi, Lim Jian, Tan Ming et al. (2023-03)
Concrete 3D Printing:
Process-Parameters for Process-Control, Monitoring and Diagnosis in Automation and Construction - Li Mingyang, Liu Zhixin, Ho Jin, Wong Teck (2023-03)
Improving Homogeneity of 3D Printed Cementitious Material-Distribution for Radial Tool-Path - Geng Songyuan, Luo Qiling, Liu Kun, Li Yunchao et al. (2023-02)
Research Status and Prospect of Machine Learning in Construction 3D Printing - Ahmed Ghafur (2023-01)
A Review of 3D Concrete Printing:
Materials and Process Characterization, Economic Considerations and Environmental Sustainability - Yang Liming, Sepasgozar Samad, Shirowzhan Sara, Kashani Alireza et al. (2022-12)
Nozzle Criteria for Enhancing Extrudability, Buildability and Inter-Layer Bonding in 3D Printing Concrete - Nguyen Vuong, Li Shuai, Liu Junli, Nguyen Kien et al. (2022-11)
Modelling of 3D Concrete Printing Process:
A Perspective on Material and Structural Simulations - Liu Zhixin, Li Mingyang, Wong Teck (2022-11)
Investigations of Nozzle-Configuration and Process Parameters on Porosity Formation of the 3D Printed Structure - Pan Tinghong, Guo Rongxin, Jiang Yaqing, Ji Xuping et al. (2022-11)
Flow and Deformation Behaviors of Cementitious Materials Through Nozzles with Different Geometric Parameters:
Experimental and Numerical Approaches - Khan Shoukat, Koç Muammer (2022-10)
Numerical Modelling and Simulation for Extrusion-Based 3D Concrete Printing:
The Underlying Physics, Potential, and Challenges - Khosravani Mohammad, Haghighi Azadeh (2022-08)
Large-Scale Automated Additive Construction:
Overview, Robotic Solutions, Sustainability, and Future Prospect - Ahmed Ghafur, Askandar Nasih, Jumaa Ghazi (2022-07)
A Review of Large-Scale 3DCP:
Material-Characteristics, Mix-Design, Printing-Process, and Reinforcement-Strategies - Zhang Chao, Jia Zijian, Wang Xianggang, Jia Lutao et al. (2022-05)
A Two-Phase Design-Strategy Based on the Composite of Mortar and Coarse Aggregate for 3D Printable Concrete with Coarse Aggregate - Cao Xiangpeng, Yu Shiheng, Cui Hongzhi, Li Zongjin (2022-04)
3D Printing Devices and Reinforcing Techniques for Extruded Cement-Based Materials:
A Review - Zhang Chao, Deng Zhicong, Chen Chun, Zhang Yamei et al. (2022-03)
Predicting the Static Yield-Stress of 3D Printable Concrete Based on Flowability of Paste and Thickness of Excess-Paste-Layer - Reinold Janis, Nerella Venkatesh, Mechtcherine Viktor, Meschke Günther (2022-02)
Extrusion-Process-Simulation and Layer-Shape-Prediction During 3D Concrete Printing Using the Particle-Finite-Element-Method - Liu Chao, Xiong Yuanliang, Chen Yuning, Jia Lutao et al. (2022-01)
Effect of Sulphoaluminate Cement on Fresh and Hardened Properties of 3D Printing Foamed Concrete - Zhang Chao, Nerella Venkatesh, Krishna Anurag, Wang Shen et al. (2021-06)
Mix-Design Concepts for 3D Printable Concrete:
A Review - Ning Xin, Liu Tong, Wu Chunlin, Wang Chao (2021-04)
3D Printing in Construction:
Current Status, Implementation Hindrances, and Development Agenda - Chen Mingxu, Yang Lei, Zheng Yan, Li Laibo et al. (2021-01)
Rheological Behaviors and Structure Build-Up of 3D Printed Polypropylene- and Polyvinyl-Alcohol-Fiber-Reinforced Calcium-Sulphoaluminate-Cement Composites - He Lewei, Chow Wai, Li Hua (2020-06)
Effects of Inter-Layer Notch and Shear Stress on Inter-Layer Strength of 3D Printed Cement-Paste
BibTeX
@article{liu_li_weng_qian.2020.MaPOfFDi3CMPUSVM,
author = "Zhixin Liu and Mingyang Li and Yiwei Weng and Ye Qian and Teck Neng Wong and Ming Jen Tan",
title = "Modelling- and Parameter-Optimization for Filament-Deformation in 3D Cementitious Material-Printing Using Support-Vector-Machine",
doi = "10.1016/j.compositesb.2020.108018",
year = "2020",
journal = "Composites Part B: Engineering",
volume = "193",
}
Formatted Citation
Z. Liu, M. Li, Y. Weng, Y. Qian, T. N. Wong and M. J. Tan, “Modelling- and Parameter-Optimization for Filament-Deformation in 3D Cementitious Material-Printing Using Support-Vector-Machine”, Composites Part B: Engineering, vol. 193, 2020, doi: 10.1016/j.compositesb.2020.108018.
Liu, Zhixin, Mingyang Li, Yiwei Weng, Ye Qian, Teck Neng Wong, and Ming Jen Tan. “Modelling- and Parameter-Optimization for Filament-Deformation in 3D Cementitious Material-Printing Using Support-Vector-Machine”. Composites Part B: Engineering 193 (2020). https://doi.org/10.1016/j.compositesb.2020.108018.