Comprehensive Review of 3D Printed Concrete, Life Cycle Assessment, AI and ML Models (2024-12)¶
Khan Mirza, Ahmed Aayzaz, Ali Tariq, Qureshi Muhammad, Islam Saiful, Ahmed Hawreen, Ajwad Ali, Khan Muhammad
Journal Article - Sustainable Materials and Technologies, Vol. 43, No. e01164
Abstract
This paper offers an extensive assessment of 3D concrete printing (3DCP), an innovative form of construction that can revolutionize the construction industry. Its objectives include identifying the key parameters that control printability, evaluating different manufacturing processes, and examining the mechanical, physical, and other properties, as well as service life, and sustainability of 3D printed concrete. Furthermore, the review focuses on the use of artificial intelligence (AI) in enhancing 3DCP operations. The research comprehensively and methodically reviews the main characteristics of printability including extrudability, shape retention, open time, and buildability. It draws a comparison between manufacturing techniques such as the use of toolpath and the use of powders while focusing on printed speed as a means of achieving controlled layers. The engineering properties of 3D-printed concrete focus on rheology, concrete components, and printable designs in this research. Various printing parameters like time, speed, and nozzle distance are assessed for their effect on mechanical properties such as compressive strength, modulus of rupture, and tensile strength. Durability is determined by evaluating thermal properties, drying shrinkage, freeze-thaw cycling, and microstructure. The environmental effect is assessed through the features of lifecycle analysis and ecological friendliness. Accordingly, the review identifies printability factors and manufacturing techniques as vital factors that dictate the success of 3DCP. Depending on the concrete composition and the concrete mix proportions, its rheological properties are of great significance for the printable structures. This is in relation to thermal behavior, shrinkage, and freeze-thaw cycle where durability points to the need for proper assessment to assure structures' performance. The environmental impact also highlights how 3DCP can be utilized to minimize the carbon impact of construction through new materials and techniques. As illustrated in this review, there exists great potential for using 3DCP in revolutionizing sustainable construction technologies. AI models incorporated into the printing processes can lead to more improvements hence leading to the creation of even more advanced 3DCP, faster, better quality and eco-friendly. These findings are expected to help in the advancement of 3DCP technologies and be useful to researchers, engineers and practitioners in the construction industry.
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Developing and Testing of Strain-Hardening Cement-Based Composites (SHCC) in the Context of 3D Printing - Panda Biranchi, Lim Jian, Tan Ming (2019-02)
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Additive Manufacturing in Construction:
A Review on Processes, Applications, and Digital Planning Methods - Papachristoforou Michail, Mitsopoulos Vasilios, Stefanidou Maria (2018-10)
Evaluation of Workability Parameters in 3D Printing Concrete - Paritala Spandana, Singaram Kailash, Bathina Indira, Khan Mohd et al. (2023-08)
Rheology and Pumpability of Mix Suitable for Extrusion-Based Concrete 3D Printing:
A Review - Pattaje Sooryanarayana Karthik, Stynoski Peter, Lange David (2020-07)
Effect of Vibration on the Rheology of Concrete for 3D Printing - Paul Suvash, Tay Yi, Panda Biranchi, Tan Ming (2017-08)
Fresh and Hardened Properties of 3D Printable Cementitious Materials for Building and Construction - Pegna Joseph (1997-02)
Exploratory Investigation of Solid Freeform Construction - Perrot Arnaud, Rangeard Damien (2019-04)
3D Printing in Concrete:
Techniques for Extrusion-Casting - Perrot Arnaud, Rangeard Damien, Courteille Eric (2018-04)
3D Printing of Earth-Based Materials:
Processing Aspects - Perrot Arnaud, Rangeard Damien, Nerella Venkatesh, Mechtcherine Viktor (2019-02)
Extrusion of Cement-Based Materials:
An Overview - Perrot Arnaud, Rangeard Damien, Pierre Alexandre (2015-02)
Structural Build-Up of Cement-Based Materials Used for 3D Printing-Extrusion-Techniques - Putten Jolien, Deprez Maxim, Cnudde Veerle, Schutter Geert et al. (2019-09)
Microstructural Characterization of 3D Printed Cementitious Materials - Putten Jolien, Schutter Geert, Tittelboom Kim (2018-09)
The Effect of Print Parameters on the (Micro)structure of 3D Printed Cementitious Materials - Qian Ye, Schutter Geert (2018-04)
Different Effects of NSF and PCE Superplasticizer on Adsorption, Dynamic Yield-Stress and Thixotropy of Cement-Pastes - Qian Ye, Schutter Geert (2018-06)
Enhancing Thixotropy of Fresh Cement-Pastes with Nano-Clay in Presence of Polycarboxylate-Ether Superplasticizer (PCE) - Rahul Attupurathu, Santhanam Manu (2020-02)
Evaluating the Printability of Concretes Containing Lightweight Coarse Aggregates - Rahul Attupurathu, Santhanam Manu, Meena Hitesh, Ghani Zimam (2018-12)
3D Printable Concrete:
Mixture-Design and Test-Methods - Rashid Ans, Khan Shoukat, Ghamdi Sami, Koç Muammer (2020-06)
Additive Manufacturing:
Technology, Applications, Markets, and Opportunities for the Built Environment - Rehman Atta, Kim Jung-Hoon (2021-07)
3D Concrete Printing:
A Systematic Review of Rheology, Mix Designs, Mechanical, Microstructural, and Durability Characteristics - Rehman Atta, Lee Sang-Min, Kim Jung-Hoon (2020-06)
Use of Municipal Solid-Waste Incineration-Ash in 3D Printable Concrete - Reiter Lex, Wangler Timothy, Anton Ana-Maria, Flatt Robert (2020-05)
Setting-on-Demand for Digital Concrete:
Principles, Measurements, Chemistry, Validation - Reiter Lex, Wangler Timothy, Roussel Nicolas, Flatt Robert (2018-06)
The Role of Early-Age Structural Build-Up in Digital Fabrication with Concrete - Roussel Nicolas (2018-05)
Rheological Requirements for Printable Concretes - Sakka Fatima, Assaad Joseph, Hamzeh Farook, Nakhoul Charbel (2019-07)
Thixotropy and Interfacial Bond Strengths of Polymer-Modified Printed Mortars - Salet Theo, Ahmed Zeeshan, Bos Freek, Laagland Hans (2018-05)
Design of a 3D Printed Concrete Bridge by Testing - Sambucci Matteo, Biblioteca Ilario, Valente Marco (2023-01)
Life Cycle Assessment (LCA) of 3D Concrete Printing and Casting Processes for Cementitious Materials Incorporating Ground Waste Tire Rubber - Sambucci Matteo, Valente Marco, Sibai Abbas, Marini Danilo et al. (2020-07)
Rubber-Cement Composites for Additive Manufacturing:
Physical, Mechanical and Thermo-Acoustic Characterization - Sanjayan Jay, Jayathilakage Roshan, Rajeev Pathmanathan (2020-11)
Vibration-Induced Active Rheology-Control for 3D Concrete Printing - Sanjayan Jay, Nematollahi Behzad, Xia Ming, Marchment Taylor (2018-04)
Effect of Surface Moisture on Inter-Layer Strength of 3D Printed Concrete - Schuldt Steven, Jagoda Jeneé, Hoisington Andrew, Delorit Justin (2021-03)
A Systematic Review and Analysis of the Viability of 3D Printed Construction in Remote Environments - Schutter Geert, Lesage Karel, Mechtcherine Viktor, Nerella Venkatesh et al. (2018-08)
Vision of 3D Printing with Concrete:
Technical, Economic and Environmental Potentials - Shakor Pshtiwan, Nejadi Shami, Paul Gavin, Gowripalan Nadarajah (2023-04)
Effects of Different Orientation-Angle, Size, Surface-Roughness, and Heat-Curing on Mechanical Behavior of 3D Printed Cement-Mortar with and without Glass-Fiber in Powder-Based 3DP - Sikora Paweł, Chougan Mehdi, Cuevas Villalobos Karla, Liebscher Marco et al. (2021-02)
The Effects of Nano- and Micro-Sized Additives on 3D Printable Cementitious and Alkali-Activated Composites:
A Review - Sikora Paweł, Chung Sang-Yeop, Liard Maxime, Lootens Didier et al. (2021-02)
The Effects of Nano-Silica on the Fresh and Hardened Properties of 3D Printable Mortars - Soltan Daniel, Li Victor (2018-03)
A Self-Reinforced Cementitious Composite for Building-Scale 3D Printing - Song Hongwei, Li Xinle (2021-05)
An Overview on the Rheology, Mechanical Properties, Durability, 3D Printing, and Microstructural Performance of Nanomaterials in Cementitious Composites - Srinivas Dodda, Dey Dhrutiman, Panda Biranchi, Sitharam Thallak (2022-12)
Printability, Thermal and Compressive Strength Properties of Cementitious Materials:
A Comparative Study with Silica-Fume and Limestone - Suiker Akke (2018-01)
Mechanical Performance of Wall Structures in 3D Printing Processes:
Theory, Design Tools and Experiments - Suntharalingam Thadshajini, Gatheeshgar Perampalam, Upasiri Irindu, Poologanathan Keerthan et al. (2021-06)
Fire Performance of Innovative 3D Printed Concrete Composite Wall Panels:
A Numerical Study - Suntharalingam Thadshajini, Gatheeshgar Perampalam, Upasiri Irindu, Poologanathan Keerthan et al. (2021-02)
Numerical Study of Fire and Energy Performance of Innovative Lightweight 3D Printed Concrete Wall-Configurations in Modular Building System - Suntharalingam Thadshajini, Nagaratnam Brabha, Poologanathan Keerthan, Hackney Phil et al. (2020-07)
Effect of Polypropylene-Fibers on the Mechanical Properties of Extrudable Cementitious Material - Tamimi Adil, Alqamish Habib, Khaldoune Ahlam, Alhaidary Haidar et al. (2023-03)
Framework of 3D Concrete Printing Potential and Challenges - Tao Yaxin, Lesage Karel, Tittelboom Kim, Yuan Yong et al. (2020-07)
Effect of Limestone-Powder Substitution on Fresh and Hardened Properties of 3D Printable Mortar - 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 - Ting Guan, Tay Yi, Qian Ye, Tan Ming (2019-03)
Utilization of Recycled Glass for 3D Concrete Printing:
Rheological and Mechanical Properties - Tran Mien, Ly Duy-Khuong, Nguyen Tan, Tran Nhi (2024-05)
Robust Prediction of Workability Properties for 3D Printing with Steel-Slag-Aggregate Using Bayesian Regularization and Evolution Algorithm - Uddin Md, Mahamoudou Faharidine, Deng Boyu, Elobaid Musa Moneef et al. (2023-03)
Prediction of Rheological Parameters of 3D Printed Polypropylene-Fiber-Reinforced Concrete by Machine Learning - Uddin Md, Ye Junhong, Deng Boyu, Li Lingzhi et al. (2023-04)
Interpretable Machine Learning for Predicting the Strength of 3D Printed Fiber-Reinforced Concrete - Vallurupalli Kavya, Farzadnia Nima, Khayat Kamal (2021-01)
Effect of Flow Behavior and Process-Induced Variations on Shape Stability of 3D Printed Elements:
A Review - Wang Xianlin, Banthia Nemkumar, Yoo Doo-Yeol (2023-11)
Reinforcement Bond Performance in 3D Concrete Printing:
Explainable Ensemble Learning Augmented by Deep Generative Adversarial Networks - Wang Chaofan, Chen Bing, Vo Thanh, Rezania Mohammad (2023-07)
Mechanical Anisotropy, Rheology and Carbon Footprint of 3D Printable Concrete:
A Review - Weger Daniel, Kim Heejeong, Talke Daniel, Henke Klaudius et al. (2020-07)
Lightweight Concrete 3D Printing by Selective Cement-Activation:
Investigation of Thermal Conductivity, Strength and Water-Distribution - Wei Ying, Han Song, Yu Shiwei, Chen Ziwei et al. (2024-05)
Parameter Impact on 3D Concrete Printing from Single to Multi-Layer Stacking - Weng Yiwei, Li Mingyang, Ruan Shaoqin, Wong Teck et al. (2020-03)
Comparative Economic, Environmental and Productivity-Assessment of a Concrete Bathroom Unit Fabricated Through 3D Printing and a Pre-Cast Approach - Weng Yiwei, Li Mingyang, Tan Ming, Qian Shunzhi (2018-01)
Design 3D Printing Cementitious Materials via Fuller-Thompson-Theory and Marson-Percy-Model - Weng Yiwei, Li Mingyang, Zhang Dong, Tan Ming et al. (2021-02)
Investigation of Inter-Layer Adhesion of 3D Printable Cementitious Material from the Aspect of Printing-Process - Weng Yiwei, Lu Bing, Li Mingyang, Liu Zhixin et al. (2018-09)
Empirical Models to Predict Rheological Properties of Fiber-Reinforced Cementitious Composites for 3D Printing - Weng Yiwei, Qian Shunzhi, He Lewei, Li Mingyang et al. (2018-05)
3D Printable High-Performance Fiber-Reinforced Cementitious Composites For Large-Scale Printing - Weng Yiwei, Ruan Shaoqin, Li Mingyang, Mo Liwu et al. (2019-06)
Feasibility Study on Sustainable-Magnesium-Potassium-Phosphate Cement-Paste for 3D Printing - Wolfs Robert, Bos Freek, Salet Theo (2018-02)
Early-Age Mechanical Behaviour of 3D Printed Concrete:
Numerical Modelling and Experimental Testing - Wolfs Robert, Bos Freek, Salet Theo (2019-03)
Hardened Properties of 3D Printed Concrete:
The Influence of Process Parameters on Inter-Layer Adhesion - Wolfs Robert, Bos Freek, Salet Theo (2019-06)
Triaxial Compression Testing on Early-Age Concrete for Numerical Analysis of 3D Concrete Printing - Wolfs Robert, Salet Theo, Roussel Nicolas (2021-10)
Filament-Geometry-Control in Extrusion-Based Additive Manufacturing of Concrete:
The Good, the Bad and the Ugly - Xiao Jianzhuang, Ji Guangchao, Zhang Yamei, Ma Guowei et al. (2021-06)
Large-Scale 3D Printing Concrete Technology:
Current Status and Future Opportunities - Xiao Jianzhuang, Zou Shuai, Yu Ying, Wang Yu et al. (2020-09)
3D Recycled Mortar Printing:
System-Development, Process-Design, Material-Properties and On-Site-Printing - Yao Yue, Hu Mingming, Maio Francesco, Cucurachi Stefano (2019-08)
Life Cycle Assessment of 3D Printing Geopolymer Concrete:
An Ex‐Ante Study - Yao Xiaofei, Lyu Xin, Sun Junbo, Wang Bolin et al. (2023-03)
AI-Based Performance Prediction for 3D Printed Concrete Considering Anisotropy and Steam-Curing Condition - Ye Junhong, Teng Fei, Yu Jie, Yu Shiwei et al. (2023-08)
Development of 3D Printable Engineered Cementitious Composites with Incineration-Bottom-Ash for Sustainable and Digital Construction - Ye Junhong, Zhang Jiangdi, Yu Jie, Yu Jiangtao et al. (2023-11)
Flexural Behaviors of 3D Printed Lightweight Engineered Cementitious Composites (ECC) Slab with Hollow Sections - Ye Junhong, Zhuang Zicheng, Teng Fei, Yu Jie et al. (2024-07)
Comparative Environmental-Assessment of 3D Concrete Printing with Engineered Cementitious Composites - Yu Jing, Leung Christopher (2018-09)
Impact of 3D Printing-Direction on Mechanical Performance of Strain-Hardening Cementitious Composite (SHCC) - Yu Shiwei, Sanjayan Jay, Du Hongjian (2022-07)
Effects of Cement Mortar Characteristics on Aggregate-Bed 3D Concrete Printing - Zareiyan Babak, Khoshnevis Behrokh (2017-06)
Inter-Layer Adhesion and Strength of Structures in Contour Crafting:
Effects of Aggregate-Size, Extrusion-Rate, and Layer-Thickness - Zhang Kaijian, Lin Wenqiang, Zhang Qingtian, Wang Dehui et al. (2024-07)
Evaluation of Anisotropy and Statistical Parameters of Compressive Strength for 3D Printed Concrete - Zhang Hanghua, Xiao Jianzhuang, Duan Zhenhua, Zou Shuai et al. (2022-06)
Effects of Printing Paths and Recycled Fines on Drying Shrinkage of 3D Printed Mortar - Zhang Yu, Zhang Yunsheng, Liu Guojian, Yang Yonggan et al. (2018-04)
Fresh Properties of a Novel 3D Printing Concrete Ink - Zhang Yu, Zhang Yunsheng, She Wei, Yang Lin et al. (2019-01)
Rheological and Hardened Properties of the High-Thixotropy 3D Printing Concrete - Zhang Yu, Zhang Yunsheng, Yang Lin, Liu Guojian et al. (2021-02)
Hardened Properties and Durability of Large-Scale 3D Printed Cement-Based Materials - Zhou Wen, Zhang Yamei, Ma Lei, Li Victor (2022-04)
Influence of Printing Parameters on 3D Printing Engineered Cementitious Composites - Zhu Binrong, Nematollahi Behzad, Pan Jinlong, Zhang Yang et al. (2021-04)
3D Concrete Printing of Permanent Formwork for Concrete Column Construction - Zhu Binrong, Pan Jinlong, Nematollahi Behzad, Zhou Zhenxin et al. (2019-07)
Development of 3D Printable Engineered Cementitious Composites with Ultra-High Tensile Ductility for Digital Construction - Zhu Binrong, Wang Yufei, Sun Junbo, Wei Yang et al. (2023-10)
An Experimental Study on the Influence of Waste-Rubber-Particles on the Compressive, Flexural and Impact Properties of 3D Printable Sustainable Cementitious Composites - Zhuang Zicheng, Xu Fengming, Ye Junhong, Hu Nan et al. (2024-06)
A Comprehensive Review of Sustainable Materials and Tool-Path-Optimization in 3D Concrete Printing - Zuo Zibo, Gong Jian, Huang Yulin, Zhan Yijian et al. (2019-03)
Experimental Research on Transition from Scale 3D Printing to Full-Size Printing in Construction
10 Citations
- Ding Yao, Liu Yifan, Yang Bo, Liu Jiepeng et al. (2026-01)
Application of Artificial Intelligence Technology in 3D Concrete Printing Quality Inspection and Control:
A State-of-the-Art Review - Liu Xinhao, Hu Jiajun, Xiong Guiyan, Cundy Andrew et al. (2025-12)
Long-Term Durability and Degradation Mechanisms of 3D Printed Geopolymers (3DPG) With/Without Healing Agents in Marine Environments - Geng Renyu, Jiang Jinming, Du Pengcong, Zhang Huiliang et al. (2025-11)
Multiscale Thermal Optimization of 3D-Printed Walls:
Integrating Structure, Material, and Process with Fire-Thermal Synergy - Mousavi Moein, Rangaraju Prasad (2025-09)
Freeze-Thaw Durability of 3D Printed Concrete:
A Comprehensive Review of Mechanisms, Materials, and Testing Strategies - Liu Shijie, Liu Tong, Alqurashi Muwaffaq, Abdou Elabbasy Ahmed et al. (2025-09)
Advancing 3D-Printed Fiber-Reinforced Concrete for Sustainable Construction:
A Comparative Optimization Based Study of Hybrid Machine Intelligence Models for Predicting Mechanical Strength and CO₂ Emissions - 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 - Šána Vladimír, Litoš Jiří (2025-07)
Load-Bearing Capacity of the 3D Printed Concrete Structure Based on a Static Assessment and Load Test in Scale 1:1 - Lin Wenyu, Wang Li, Li Zhijian, Bai Gang et al. (2025-06)
Multi-Scale Fabrication and Challenges in 3D Printing of Special -Shaped Concrete Structures - Geng Songyuan, Cheng Boyuan, Long Wujian, Luo Qiling et al. (2025-05)
Co-Driven Physics and Machine Learning for Intelligent Control in High-Precision 3D Concrete Printing - Mohamed Osama, Mishra Anamika, Isam Fida (2025-05)
An Overview of 3D Printed Concrete for Building Structures:
Material Properties, Sustainability, Future Opportunities, and Challenges
BibTeX
@article{khan_ahme_ali_qure.2025.CRo3PCLCAAaMM,
author = "Mirza Aamish Hassan Khan and Aayzaz Ahmed and Tariq Ali and Muhammad Zeeshan Qureshi and Saiful Islam and Hawreen Ahmed and Ali Ajwad and Muhammad Ali Khan",
title = "Comprehensive Review of 3D Printed Concrete, Life Cycle Assessment, AI and ML Models: Materials, Engineered Properties and Techniques for Additive Manufacturing",
doi = "10.1016/j.susmat.2024.e01164",
year = "2025",
journal = "Sustainable Materials and Technologies",
volume = "43",
pages = "e01164",
}
Formatted Citation
M. A. H. Khan, “Comprehensive Review of 3D Printed Concrete, Life Cycle Assessment, AI and ML Models: Materials, Engineered Properties and Techniques for Additive Manufacturing”, Sustainable Materials and Technologies, vol. 43, p. e01164, 2025, doi: 10.1016/j.susmat.2024.e01164.
Khan, Mirza Aamish Hassan, Aayzaz Ahmed, Tariq Ali, Muhammad Zeeshan Qureshi, Saiful Islam, Hawreen Ahmed, Ali Ajwad, and Muhammad Ali Khan. “Comprehensive Review of 3D Printed Concrete, Life Cycle Assessment, AI and ML Models: Materials, Engineered Properties and Techniques for Additive Manufacturing”. Sustainable Materials and Technologies 43 (2025): e01164. https://doi.org/10.1016/j.susmat.2024.e01164.