Skip to content

Human-Robot Collaboration in Digital Fabrication with Concrete (2026-01)

Quantifying Productivity and Psychophysiological Strain of Human Workers

10.1007/s41693-025-00173-x

 Sawicki Bartłomiej,  Düking Peter,  Placzek Gerrit,  Masur Lukas,  Dörrie Robin,  Schwerdtner Patrick,  Kloft Harald
Journal Article - Construction Robotics, Vol. 10, Iss. 1

Abstract

Construction 5.0 advocates human–machine collaboration. Therefore, understanding the human response is crucial for design and scaling up these processes. To date, however, there is no agreed set of methodologies, which would allow quantifying the human effort in the setting of digital construction, nor allow for comparison with traditional construction processes. To close this gap, the current paper presents an experimental consideration of the physiological, biomechanical, and subjective response of human actors, conjoint with productivity of collaborative digital fabrication during Shotcrete 3D Printing (SC3DP), and compares it against the traditional cast reinforced concrete element execution. Several parameters were measured simultaneously during each of the two production processes to quantify the psychophysiological relief experienced by workers. In the SC3DP collaborative process, the following mean values were observed relative to the manual cast concrete process: carried weight – 44%, covered distance – 37%, uncomfortable spine position – 60%, perceived exertion, and demands on the Borg and Nasa Task Load Index (TLX) scales – 63%. Meanwhile, NASA-TLX perceived performance increased by 21%, accompanied by an almost threefold rise in the measured task-level productivity. Interestingly, objective physiological indicators, i.e., heart rate and blood lactate concentration, remained unchanged between the two processes. Another important finding is the high mental demand of the operator of the robotic system. Finally, this paper underlines the need for further development of methods for measuring and assessing construction workers’ psychophysical state, which should be regarded among the key productivity factors, supporting the introduction of digital construction methods in accordance with Industry 5.0 principles.

21 References

  1. Allouzi Rawan, Azhari Wael, Allouzi Rabab (2020-05)
    Conventional Construction and 3D Printing:
    A Comparison Study on Material-Cost in Jordan
  2. Batikha Mustafa, Jotangia Rahul, Baaj Mohamad, Mousleh Ibrahim (2021-12)
    3D Concrete Printing for Sustainable and Economical Construction:
    A Comparative Study
  3. Davila Delgado Juan, Oyedele Lukumon, Ajayi Anuoluwapo, Akanbi Lukman et al. (2019-07)
    Robotics and Automated Systems in Construction:
    Understanding Industry-Specific Challenges for Adoption
  4. Dörrie Robin, David Martin, Freund Niklas, Lowke Dirk et al. (2023-10)
    In-Process Integration of Reinforcement for Construction Elements During Shotcrete 3D Printing
  5. Dörrie Robin, Freund Niklas, Herrmann Eric, Baghdadi Abtin et al. (2023-09)
    Automated Force-Flow-Oriented Reinforcement Integration for Shotcrete 3D Printing
  6. Dörrie Robin, Kloft Harald (2022-06)
    Force-Flow Compliant Robotic Path-Planning Approach for Reinforced Concrete Elements Using SC3DP
  7. Dörrie Robin, Kloft Harald, Sawicki Bartłomiej, Freund Niklas et al. (2024-09)
    Automated Reinforcement Integration in Shotcrete 3D Printing Through Green State Milling
  8. Freund Niklas, David Martin, Dröder Klaus, Lowke Dirk (2024-09)
    Vibrated Short Rebar Insertion:
    The Effect of Integration Time on the Resulting Bond Quality
  9. Freund Niklas, Mai (née Dressler) Inka, Lowke Dirk (2020-07)
    Studying the Bond Properties of Vertical Integrated Short Reinforcement in the Shotcrete 3D Printing Process
  10. Hack Norman, Dörfler Kathrin, Walzer Alexander, Wangler Timothy et al. (2020-03)
    Structural Stay-in-Place Formwork for Robotic In-Situ Fabrication of Non-Standard Concrete Structures:
    A Real-Scale Architectural Demonstrator
  11. Hack Norman, Jantzen Carsten, Brohmann Leon, Gerke Markus et al. (2022-06)
    A Closed-Loop Workflow for Quality Inspection and Integrated Post-Processing of 3D Printed Concrete Elements
  12. Kloft Harald, Dörfler Kathrin, Bährens Meike, Dielemans Gido et al. (2022-09)
    The Research Infrastructure of the SFB TRR 277 AMC:
    Additive Manufacturing in Construction
  13. Kloft Harald, Krauss Hans-Werner, Hack Norman, Herrmann Eric et al. (2020-05)
    Influence of Process Parameters on the Inter-Layer Bond Strength of Concrete Elements Additive Manufactured by Shotcrete 3D Printing
  14. Kloft Harald, Sawicki Bartłomiej, Bos Freek, Dörrie Robin et al. (2024-09)
    Interaction of Reinforcement, Process, and Form in Digital Fabrication with Concrete
  15. Lindemann Hendrik, Gerbers Roman, Ibrahim Serhat, Dietrich Franz et al. (2018-09)
    Development of a Shotcrete 3D Printing (SC3DP) Technology for Additive Manufacturing of Reinforced Freeform Concrete Structures
  16. Monkman Sean, Hernandez Margarita, Moreno Daniel (2024-09)
    A Case Study in Industrialized 3D Printing:
    A One Hundred Home Community Near Austin, Texas
  17. Neudecker Stefan, Bruns Christopher, Gerbers Roman, Heyn Jakob et al. (2016-05)
    A New Robotic Spray Technology for Generative Manufacturing of Complex Concrete-Structures without Formwork
  18. Sawicki Bartłomiej, Chen Zhuo, Leusmann Thorsten, Kloft Harald (2026-01)
    Shotcrete 3D Printed Reinforced Concrete Beam:
    Design, Testing, and Comparison Against Conventional Cast Reinforced Concrete Solution
  19. Slepicka Martin, Mawas Karam, Borrmann André, Maboudi Mehdi et al. (2023-09)
    Digital Twinning in Additive Manufacturing:
    Closing the Digital-Physical-Digital Loop by Automated Integration of Captured Geometric Data into Fabrication Information Models
  20. Soto Borja, Agustí-Juan Isolda, Hunhevicz Jens, Joss Samuel et al. (2018-05)
    Productivity of Digital Fabrication in Construction:
    Cost and Time-Analysis of a Robotically Built Wall
  21. 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

0 Citations

BibTeX
@article{sawi_duki_plac_masu.2026.HRCiDFwC,
  author            = "Bartłomiej Sawicki and Peter Düking and Gerrit Placzek and Lukas Masur and Robin Dörrie and Patrick Schwerdtner and Harald Kloft",
  title             = "Human-Robot Collaboration in Digital Fabrication with Concrete: Quantifying Productivity and Psychophysiological Strain of Human Workers",
  doi               = "10.1007/s41693-025-00173-x",
  year              = "2026",
  journal           = "Construction Robotics",
  volume            = "10",
  number            = "1",
}
Formatted Citation

B. Sawicki, “Human-Robot Collaboration in Digital Fabrication with Concrete: Quantifying Productivity and Psychophysiological Strain of Human Workers”, Construction Robotics, vol. 10, no. 1, 2026, doi: 10.1007/s41693-025-00173-x.

Sawicki, Bartłomiej, Peter Düking, Gerrit Placzek, Lukas Masur, Robin Dörrie, Patrick Schwerdtner, and Harald Kloft. “Human-Robot Collaboration in Digital Fabrication with Concrete: Quantifying Productivity and Psychophysiological Strain of Human Workers”. Construction Robotics 10, no. 1 (2026). https://doi.org/10.1007/s41693-025-00173-x.