Skip to content

How Homogenous Is Your 3D Printed Concrete? (2026-04)

A New Approach to Assessing Anisotropy Using Weibull Statistics

10.1617/s11527-026-03098-1

Jamhiri Babak,  Buswell Richard,  Blanco Ana
Journal Article - Materials and Structures, Vol. 59, Iss. 4

Abstract

Material volumes created using extrusion-based 3D concrete printing (3DCP) are inherently anisotropic due to the network of inter-filament regions which are exposed to the ambient environment to varying degrees. Consequently, the strength characteristics are dependent on these factors and the toolpath used during deposition. Additionally, the agglomeration process presents a greater opportunity to embed defects, such as air voids. The strength outcomes in printed material are therefore practically difficult to control and hence significant variability is observed both against cast equivalent and between printed samples. Reliably measuring anisotropy is critical for monitoring production quality and informing structural design calculations. Current anisotropy indices rely on mean strength values, making them sensitive to missing loading orientations, data scatter and test conditions, which is problematic for creating robust measures for practical use. However, the random nature of the presence of defects in printed material aligns particularly well with the weakest link theory, suggesting that the Weibull model is theoretically ideal for characterisation. Using the flexural data from 15 laboratories from the RILEM TC 304-ADC interlaboratory dataset, it is demonstrated that not only can a two-parameter Weibull model be reliably characterised, but its robustness is demonstrated to be superior to the existing approaches, reducing the statistical uncertainty between 48 and 64%. The Weibull modulus, directly captures strength variability and size effects which provides a statistically consistent anisotropy index comparable across different laboratories and test setups, offering a practical method for quality assurance in 3D printed concrete.

38 References

  1. Alanazi Nawaf, Kolawole John, Buswell Richard, Susmel Luca (2022-05)
    The Theory of Critical Distances to Assess the Effect of Cracks & Manufacturing-Defects on the Static Strength of 3D Printed Concrete
  2. Aminpour Nima, Memari Ali (2024-12)
    Analysis of Anisotropic Behavior in 3D Concrete Printing for Mechanical Property Evaluation
  3. Bos Freek, Menna Costantino, Robens-Radermacher Annika, Wolfs Robert et al. (2025-06)
    Approach and Main Results:
    Mechanical Properties of 3D Printed Concrete
  4. Buswell Richard, Silva Wilson, Jones Scott, Dirrenberger Justin (2018-06)
    3D Printing Using Concrete-Extrusion:
    A Roadmap for Research
  5. Dobrzanski James, Xu Jie, Bartek Rasti, Becker Daniel et al. (2025-04)
    From Digital Crafting to Digital Manufacturing:
    Automated Production Using Hybrid 3D Concrete Printing
  6. Geng Zifan, She Wei, Zuo Wenqiang, Lyu Kai et al. (2020-09)
    Layer-Interface Properties in 3D Printed Concrete:
    Dual Hierarchical Structure and Micromechanical Characterization
  7. Keita Emmanuel, Bessaies-Bey Hela, Zuo Wenqiang, Belin Patrick et al. (2019-06)
    Weak Bond Strength Between Successive Layers in Extrusion-Based Additive Manufacturing:
    Measurement and Physical Origin
  8. Kolawole John, Buswell Richard, Mahmood Sultan, Isa Muhammed et al. (2025-02)
    On the Origins of Anisotropy of Extrusion-Based 3D Printed Concrete:
    The Roles of Filament Skin and Agglomeration
  9. Le Thanh, Austin Simon, Lim Sungwoo, Buswell Richard et al. (2012-01)
    Hardened Properties of High-Performance Printing Concrete
  10. Le Thanh, Austin Simon, Lim Sungwoo, Buswell Richard et al. (2012-01)
    Mix-Design and Fresh Properties for High-Performance Printing Concrete
  11. Liu Xingzi, Xu Jie, Dobrzanski James, Kolawole John et al. (2025-05)
    Factors Affecting the Flexural Performance of Reinforced 3D Printed Concrete Beams
  12. Liu Dawei, Zhang Zhigang, Zhang Xiaoyue, Chen Zhaohui (2023-09)
    3D Printing Concrete Structures:
    State of the Art, Challenges, and Opportunities
  13. Lowke Dirk, Anton Ana-Maria, Buswell Richard, Jenny Ercan et al. (2024-09)
    Digital Fabrication with Concrete Beyond Horizontal Planar Layers
  14. Ma Guowei, Li Zhijian, Wang Li, Wang Fang et al. (2019-01)
    Mechanical Anisotropy of Aligned Fiber-Reinforced Composite for Extrusion-Based 3D Printing
  15. Mechtcherine Viktor, Muthukrishnan Shravan, Robens-Radermacher Annika, Wolfs Robert et al. (2025-06)
    Compressive Strength and Modulus of Elasticity:
    Mechanical Properties of 3D Printed Concrete
  16. Mechtcherine Viktor, Nerella Venkatesh, Will Frank, Näther Mathias et al. (2019-08)
    Large-Scale Digital Concrete Construction:
    CONPrint3D Concept for On-Site, Monolithic 3D Printing
  17. Medicis Carolina, Gonzalez Sergio, Alvarado Yezid, Vacca Hermes et al. (2022-09)
    Mechanical Performance of Commercially Available Premix UHPC-Based 3D Printable Concrete
  18. Nair Sooraj, Tripathi Avinaya, Neithalath Narayanan (2021-09)
    Examining Layer-Height Effects on the Flexural and Fracture Response of Plain and Fiber-Reinforced 3D Printed Beams
  19. Panda Biranchi, Tan Ming (2018-03)
    Experimental Study on Mix Proportion and Fresh Properties of Fly-Ash-Based Geopolymer for 3D Concrete Printing
  20. Pi Yilin, Lu Cong, Li Baoshan, Zhou Junhui (2023-10)
    Crack Propagation and Failure Mechanism of 3D Printing Engineered Cementitious Composites (3DP-ECC) Under Bending Loads
  21. Robens-Radermacher Annika, Kujath Cezary, Bos Freek, Mechtcherine Viktor et al. (2025-06)
    Design and Implementation of a Database System for Querying, Sharing, and Analyzing Experimental Data:
    Mechanical Properties of 3D Printed Concrete
  22. Roussel Nicolas, Buswell Richard, Ducoulombier Nicolas, Ivanova Irina et al. (2022-06)
    Assessing the Fresh Properties of Printable Cement-Based Materials:
    High-Potential Tests for Quality-Control
  23. Sapata Alise, Šinka Māris, Šahmenko Genādijs, Korat Bensa Lidija et al. (2025-02)
    Establishing Benchmark Properties for 3D-Printed Concrete:
    A Study of Printability, Strength, and Durability
  24. Schutter Geert, Lesage Karel, Mechtcherine Viktor, Nerella Venkatesh et al. (2018-08)
    Vision of 3D Printing with Concrete:
    Technical, Economic and Environmental Potentials
  25. Singh Amardeep, Liu Qiong, Xiao Jianzhuang, Lyu Qifeng (2022-02)
    Mechanical and Macrostructural Properties of 3D Printed Concrete Dosed with Steel-Fibers under Different Loading-Direction
  26. Song Xinlei, Xu Quanbiao, Wang Hailong, Sun Xiaoyan et al. (2025-05)
    Flowability-Dependent Anisotropic Mechanical Properties of 3D Printing Concrete:
    Experimental and Theoretical Study
  27. Surehali Sahil, Tripathi Avinaya, Neithalath Narayanan (2023-08)
    Anisotropy in Additively Manufactured Concrete Specimens Under Compressive Loading:
    Quantification of the Effects of Layer-Height and Fiber-Reinforcement
  28. Wang Chaofan, Chen Bing, Vo Thanh, Rezania Mohammad (2023-07)
    Mechanical Anisotropy, Rheology and Carbon Footprint of 3D Printable Concrete:
    A Review
  29. Wang Xianggang, Dong Enlai, Jia Zijian, Jia Lutao et al. (2024-09)
    Specimen-Size-Effect on Compressive Strength of 3D Printed Concrete Containing Coarse Aggregate with Varying Water-to-Binder-Ratios
  30. Wolfs Robert, Versteege Jelle, Santhanam Manu, Bhattacherjee Shantanu et al. (2025-06)
    Flexural and Tensile Strength:
    Mechanical Properties of 3D Printed Concrete
  31. Xiao Jianzhuang, Ji Guangchao, Zhang Yamei, Ma Guowei et al. (2021-06)
    Large-Scale 3D Printing Concrete Technology:
    Current Status and Future Opportunities
  32. Yan Kang-Tai, Li Lingzhi, Ye Junhong, Bazarov Dilshod et al. (2024-05)
    Anisotropic Size-Effect of 3D Printed LC3-Based Engineered Cementitious Composites
  33. Ye Junhong, Cui Can, Yu Jiangtao, Yu Kequan et al. (2021-02)
    Effect of Polyethylene-Fiber Content on Workability and Mechanical-Anisotropic Properties of 3D Printed Ultra-High-Ductile Concrete
  34. Ye Junhong, Yang Minxin, Yu Jiangtao, Dai Yecheng et al. (2023-10)
    Size-Effect on Flexural and Fracture Behaviors of 3D Printed Engineered Cementitious Composites:
    Experimental and Numerical Studies
  35. Yu Jie, Teng Fei, Ye Junhong, Zhang Dong et al. (2025-01)
    Size-Dependent Model to Predict the Flexural-Strength of 3D Printed Engineered Cementitious Composites Beams
  36. Yu Shiwei, Xia Ming, Sanjayan Jay, Yang Lin et al. (2021-07)
    Microstructural Characterization of 3D Printed Concrete
  37. Zeng Jun-Jie, Li Pei-Lin, Yan Zitong, Zhou Jie-Kai et al. (2023-08)
    Behavior of 3D Printed HPC Plates with FRP-Grid-Reinforcement Under Bending
  38. Zhang Yuying, Zhu Xiaohong, Li Muduo, Zhang Chao et al. (2025-04)
    3D Printing Technology in Concrete Construction

0 Citations

BibTeX
@article{jamh_busw_blan.2026.HHIY3PC,
  author            = "Babak Jamhiri and Richard A. Buswell and Ana Blanco",
  title             = "How Homogenous Is Your 3D Printed Concrete?: A New Approach to Assessing Anisotropy Using Weibull Statistics",
  doi               = "10.1617/s11527-026-03098-1",
  year              = "2026",
  journal           = "Materials and Structures",
  volume            = "59",
  number            = "4",
}
Formatted Citation

B. Jamhiri, R. A. Buswell and A. Blanco, “How Homogenous Is Your 3D Printed Concrete?: A New Approach to Assessing Anisotropy Using Weibull Statistics”, Materials and Structures, vol. 59, no. 4, 2026, doi: 10.1617/s11527-026-03098-1.

Jamhiri, Babak, Richard A. Buswell, and Ana Blanco. “How Homogenous Is Your 3D Printed Concrete?: A New Approach to Assessing Anisotropy Using Weibull Statistics”. Materials and Structures 59, no. 4 (2026). https://doi.org/10.1617/s11527-026-03098-1.