Problems of artificial intelligence in construction

Purpose. The study presents the key aspects of the introduction and use of artificial intelligence (AI) in the construction industry. The challenges faced by builders when implementing AI, such as the high cost of equipment and the need for retraining, are discussed. The advantages of AI are also considered, including improving design efficiency, reducing costs and improving control over construction processes. Special attention is paid to the use of AI in monitoring construction sites, risk forecasting, automation of typical operations and the use of autonomous technology. The article emphasizes that despite the existing problems, it is a powerful tool for the transformation of the construction industry, which can significantly improve the quality and speed of construction.

Methods. The research uses methods of statistical and comparative analysis, the «golden square» method in the context of digitalization of the IC, focused on managing complex situations.

Results. A classifier of threats and risks for IC in difficult situations has been developed from the point of view of the sustainable development of artificial intelligence in the construction industry.

Conclusion. Artificial intelligence in construction opens up new horizons for improving efficiency and optimizing processes. From BIM technologies to autonomous robots and drones, and is becoming an integral part of the modern construction industry. However, despite all the advantages, there are also challenges, such as the high cost of equipment and the need for retraining. Nevertheless, the potential in construction is huge, and its implementation promises significant improvements in the quality, speed and safety of construction work. The paper provides an overview of the problems of IC in modern conditions. The analysis of the application of the "golden square" method in the context of digitalization of the IC, focused on managing complex situations, is presented. A classifier of threats and risks for the UK in difficult situations from the point of view of sustainable development has been developed.

1. Chekardovskaya I. A., Chekardovsky M. N. Golden Square. Methodology for determining quantitative indicators of non-gas transfer production. Delovoi zhurnal Neftegaz. RU = Business Magazine Neftegaz. RU. 2015; (11-12): 72-77. (In Russ.).

2. Shiryaeva N. P., Grishkova A.V., Morozov A. Y., et al. The life cycle of energy. Energy management and the adoption of optimal solutions. Tambov: Izdatel'stvo Pershina R.V.; 2014. 190 p.

3. Petukhov G.B., Yakunin V.I. Methodological foundations of external design of purposeful processes and purposeful systems. Moscow: AST; 2006. 504 p. (In Russ.).

4. Chekardovsky M. N., Zhilina T. S., Shalagin I. Yu., Mironov V. V. Comparative analysis of methods for calculating the efficiency of heat transfer in frame-panel housing construction. International Journal of Civil Engineering. 2018; 9(6): 40-47.

5. Chekardovsky M. N., Chekardovsky S. M., Chekardovskaya I. A. Development of a method for assessing the level of production efficiency. Asia Life Sciences. 2019; (1): 527-538.

6. Petrov A., Popov A., A Pushkarev., Chekardovsky M. Methodology for using the open source Protégé platform in development measuring and computing systems for diagnostics of thermal networks. In: Materials of the CEUR seminar. Moscow; 2021.

7. Akulov K., Golik V., Chekardovsky M., Serebrennikov A. Research of heat exchange pipes with spikes. In: XV International Conference "Actual problems of architecture, civil engineering, energy efficiency and ecology – 2016". Les Ulis: EDP Sciences–France; 2016. 73: 01027. https://doi.org/10.1051/matecconf/20167301027.

8. Chekardovsky M., Chekardovsky S., Ilyukhin K., Gladenko A. Improved algorithm for calculating the turbo expander of gas distribution stations. In: XV International Conference "Actual problems of architecture, civil engineering, energy efficiency and ecology – 2016". Les Ulis: EDP Sciences–France; 2016. 73: 01020. https://doi.org/10.1051/matecconf/20167301020.

9. Chekardovsky M. N., Chekardovsky S. M., Chekardovskaya I. A., Mikhailenko A. I. Investigation of thermodynamic parameters of a microturbine for autonomous cogeneration. In: IOP Conference Series: Materials Science and Engineering, Tyumen: Publishing House of the Physical Institute; 2016. P. 012005. DOI 10.1088/1757-899X/154/1/012005.

10. Chekardovsky M. N., Chekardovsky S. M., Robbers A. A., Ponomareva T. G. Frequency model of oscillatory processes in gas turbine drives of compressor stations of main gas pipelines. In: IOP Conference Series: Materials Science and Engineering, Tyumen: Publishing House of the Physical Institute; 2016. P. 012023. DOI: 10.1088/1757899X/154/1/012023.

11. Chekardovsky M. N., Chekardovsky S. M., Ilyukhin K. N. Methods for determining thermodynamic parameters of gas pumping units of gas pipelines. In: IOP conference series: Materials Science and Engineering. Tyumen: Publishing House of the Physical Institute; 2016. P. 012027. DOI: 10.1088/1757-899X/154/1/012027.

12. Zhilina K. V., Tyutyunov D. N., Burtsev A. P. One of the options for managing the heat supply system of buildings and structures using mathematical analysis methods. Izvestiya YugoZapadnogo gosudarstvennogo universiteta = Proceedings of the Southwest State University. 2024; 28(2): 56-70 (In Russ.). https://doi.org/10.21869/2223-1560-2024-28-2-56-70

13. Burtsev A. P., Bulgakov A.V., Yakovleva V. N. Variant of air flow control according to the "smart house" scheme using a complex multilayer plate heat exchanger. BST: Byulleten' stroitel'noi tekhniki = BST: Bulletin of construction machinery. 2023; (7): 60-63. (In Russ.).

14. Yezhov V. S., Semicheva N. E., Tyutyunov D. N., Burtsev A. P., Perepelitsa N. S., Burtsev A. P. A Mathematical Model for Automated Heat Flow Control of an EnergyEfficient Ventilation System. Izvestiya Yugo-Zapadnogo gosudarstvennogo universiteta = Proceedings of the Southwest State University. 2021; 25(1): 38-52 (In Russ.). https://doi.org/10.21869/2223-1560-2021-25-1-38-52.

15. Yezhov V. S., Semicheva N. E., Burtsev A. P., et al. Experimental study of the main characteristics of a complex multilayer plate heat exchanger. In: IOP conference series: Materials Science and Engineering. Tyumen; 2022. 1242(1): 012042. DOI: 10.1088/1757899x/1242/1/012042.