Acknowledgement
This work was supported by the National Research Foundation of Korea(NRF) grant funded by the Korea government(MSIT) (No. NRF-2021R1A2C1013188).
References
- Abotaleb, Ibrahim, Khaled Nassar, and Ossama Hosny. (2016). "Layout Optimization of Construction Site Facilities with Dynamic Freeform Geometric Representations." Automation in Construction, Elsevier, 66, pp. 15-28. https://doi.org/10.1016/j.autcon.2016.02.007
- Algfoor, Zeyad Abd, Mohd Shahrizal Sunar, and Hoshang Kolivand. (2015). "A comprehensive study on pathfinding techniques for robotics and video games." International Journal of Computer Games Technology, Hindawi, p. 7.
- Andayesh, Mohsen, and Farnaz Sadeghpour. (2013). "Dynamic Site Layout Planning through Minimization of Total Potential Energy." Automation in Construction, Elsevier, 31, pp. 92-102. https://doi.org/10.1016/j.autcon.2012.11.039
- Andayesh, Mohsen, Sadeghpour, Farnaz. (2014). "A Comparative Study of Different Approaches for Finding the Shortest Path on Construction Sites." Procedia Engineering, Elsevier, 85, pp. 33-41. https://doi.org/10.1016/j.proeng.2014.10.526
- Bellman, Richard. (1957). "A Markovian Decision Process." Journal of mathematics and mechanics , INDIANA UNIVERSITY, pp. 679-684.
- Bengio, Yoshua, Jer̂ome Louradour, Ronan Collobert, and Jason Weston. (2009). "Curriculum Learning." Proceedings of the 26th Annual International Conference on Machine Learning , ACM, Montreal, Quebec, Canada.
- Benjaoran, Vacharapoom, and Vachara Peansupap. (2020). "Grid-Based Construction Site Layout Planning with Particle Swarm Optimisation and Travel Path Distance." Construction Management and Economics, Taylor & Francis, 38(8), pp. 673-688. https://doi.org/10.1080/01446193.2019.1600708
- Bergstra, James, and Yoshua Bengio. (2012). "Random Search for Hyper-Parameter Optimization." Journal of Machine Learning Research, 13, pp. 281-305.
- El-Rayes, Khaled, and Ahmed Khalafallah. (2005). "Tradeoff between Safety and Cost in Planning Construction Site Layouts." Journal of Construction Engineering and Management, ASCE, 131(11), pp. 1186-1195. https://doi.org/10.1061/(ASCE)0733-9364(2005)131:11(1186)
- El-Rayes, Khaled, and Hisham Said. (2009). "Dynamic Site Layout Planning Using Approximate Dynamic Programming." Journal of Computing in Civil Engineering, ASCE, 23(2), pp. 119-127. https://doi.org/10.1061/(ASCE)0887-3801(2009)23:2(119)
- Juliani, A., Berges, V.P., Teng, E., Cohen, A., Harper, J., Elion, C., Goy, C., Gao, Y., Henry, H., Mattar, M., and Lange, D. (2018). "Unity: A General Platform for Intelligent Agents." ArXiv Preprint ArXiv:1809.02627.
- Kim, H.S., Lee, H.S., Park, M.S. Chung, B.Y. and Hwang, S.J. (2016). "Automated Hazardous Area Identification Using Laborers' Actual and Optimal Routes." Automation in Construction, Elsevier, 65, pp. 21-32. https://doi.org/10.1016/j.autcon.2016.01.006
- Kim, M.G., Ham, Y.J. Koo, C.W., and Kim, T.W. (2023). "Simulating Travel Paths of Construction Site Workers via Deep Reinforcement Learning Considering Their Spatial Cognition and Wayfinding Behavior." Automation in Construction, Elsevier, 147, 104715.
- Kim, M.G., Ryu, H.G., and Kim, T.W. (2021). "A Typology Model of Temporary Facility Constraints for Automated Construction Site Layout Planning." Applied Sciences (Switzerland), MDPI, 11(3), pp. 1-21. https://doi.org/10.3390/app11031027
- Kumar, Srinath S., and Jack C.P. Cheng. (2015). "A BIM-Based Automated Site Layout Planning Framework for Congested Construction Sites." Automation in Construction, Elsevier, 59, pp. 24-37. https://doi.org/10.1016/j.autcon.2015.07.008
- Mawdesley, Michael J., Saad H. Al-jibouri, and Hongbo Yang. (2002). "Genetic Algorithms for Construction Site Layout in Project Planning." Journal of Construction Engineering and Management, ASCE, 128(5), pp. 418-426. https://doi.org/10.1061/(ASCE)0733-9364(2002)128:5(418)
- Narvekar, S., Peng, B., Leonetti, M., Sinapov, J., Taylor, M.E., and Stone, P. (2020). "Curriculum Learning for Reinforcement Learning Domains: A Framework and Survey." Journal of Machine Learning Research, 21, pp. 7382-7431.
- Rezaee, M., Shakeri, E., Ardeshir, A., and Malekitabar, H. (2021). "Optimizing Travel Distance of Construction Workers Considering Their Behavioral Uncertainty Using Fuzzy Graph Theory." Automation in Construction, Elsevier, 124, 103574.
- Sanad, Haytham M., Mohammad A. Ammar, and Moheeb E. Ibrahim. (2008). "Optimal Construction Site Layout Considering Safety and Environmental Aspects." Journal of Construction Engineering and Management, ASCE, 134(7), pp. 536-544. https://doi.org/10.1061/(ASCE)0733-9364(2008)134:7(536)
- Schulman, J., Wolski, F., Dhariwal, P., Radford, A., and Klimov, O. (2017). "Proximal Policy Optimization Algorithms." arXiv preprint arXiv:1707.06347.
- Sutton, R.S., and A.G. Barto. (2018). Reinforcement Learning: An Introduction, MIT press.
- Wilson, David Bruce. (1996). "Generating Random Spanning Trees More Quickly than the Cover Time." Proceedings of the Annual ACM Symposium on Theory of Computing, ACM, Philadelphia PA, USA.