Author(s)

Peng Liu ¹, Gongxing Yan ¹, Xia Zhou ¹

Affiliation(s)

¹ School of Intelligent Construction, Luzhou Vocational and Technical College, Luzhou, 646000, Sichuan, China

Corresponding Author

Gongxing Yan

ABSTRACT

In manufacturing, high-quality products require a combination of efficient digital design tools, intelligent automated production equipment, and integrated online collaborative management systems. This study proposes an intelligent design and automated production solution for prefabricated buildings and develops a digital design system for prefabricated buildings, along with its supporting intelligent design software and a full-process online collaborative management platform. Low cost and high standardization are the most important characteristics and advantages of prefabricated buildings, which is why they are widely used globally. Based on machine learning algorithms, this study investigates the digital design system for prefabricated buildings, analyzes existing problems, and proposes suggestions related to the application of the digital design system to achieve full-process information management in prefabricated building construction.

KEYWORDS

Assembled Building; Machine Learning Algorithms; Digital Design; Applied Science

CITE THIS PAPER

Peng Liu, Gongxing Yan, Xia Zhou. Evaluation on Digital Design System of Assembled Building Based on Machine Learning Algorithm. Journal of Artificial Intelligence Practice (2026). Vol. 9, No. 1, 122-131. DOI: http://dx.doi.org/10.23977/jaip.2026.090114.

REFERENCES

[1] Wang, Haining. "Carbon emissions factor evaluation for assembled building during prefabricated component transportation phase." Energy Exploration & Exploitation 39.1 (2021): 385-408.
[2] Sun, Wei, and Yi Cui. "Simulation analysis on continuous collapse resistance of assembled building structure under multi-dimensional earthquake." International Journal of Industrial and Systems Engineering 39.2 (2021): 220-235.
[3] Lin, Min, Jia-ling Xu, and Xiang-wei Zhang. "Research on Intelligent Manufacturing of Low Risk Assembled Building Based on RFID and BIM Technology." Journal of Guangdong Polytechnic Normal University 40.3 (2019): 49-54.
[4] Liangjun, Liu. "A Study of Green Building Policy on Service Innovation Performance: Context in Assembled Building with Steel-Structure Developers." International Journal of Science and Business 14.1 (2022): 273-294.
[5] Tamke, Martin, Paul Nicholas, and Mateusz Zwierzycki. "Machine learning for architectural design: Practices and infrastructure." International Journal of Architectural Computing 16.2 (2018): 123-143.
[6] Nicholas, Paul. "Integrating real-time multi-resolution scanning and machine learning for Conformal Robotic 3D Printing in Architecture." International Journal of Architectural Computing 18.4 (2020): 371-384.
[7] Ramsgaard Thomsen, Mette. "Towards machine learning for architectural fabrication in the age of industry 4.0." International Journal of Architectural Computing 18.4 (2020): 335-352.
[8] Seyedzadeh, Saleh. "Machine learning for estimation of building energy consumption and performance: a review." Visualization in Engineering 6.1 (2018): 1-20.
[9] Zheng, Xiaolei, and Tao Yang. "Eco-upgrading Evaluation of Energy Conservation and Emission Reduction Effect of Assembled Green Building with Renewable Energy." Ekoloji 28.108 (2019): 1101-1105.
[10] Wang, Wenjing, and Chunyuan Liu. "Simulation of Temperature Loss Characteristics of Assembled Buildings in Cold Regions Based on BIM Technology." Ekoloji 28.108 (2019): 1017-1022.
[11] Berlak, Joachim, Stefan Hafner, and Volker G. Kuppelwieser. "Digitalization's impacts on productivity: A model-based approach and evaluation in Germany's building construction industry." Production Planning & Control 32.4 (2021): 335-345.
[12] Li, Xiao-Juan. "Research on investment risk influence factors of prefabricated building projects." Journal of Civil Engineering and Management 26.7 (2020): 599-613.
[13] Ji, Yingbo. "BIM-based life-cycle environmental assessment of prefabricated buildings." Engineering, Construction and Architectural Management 27.8 (2020): 1703-1725.

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