With the rapid development of metro construction in China, construction accidents frequently happen, which are significantly attributable to workers’ unsafe behavior. Behavior-based safety (BBS) is an effective method to modify workers’ unsafe behavior. This paper introduces the study on big data-based metro construction behavior modification, aiming to solve the problem of current research without consideration of workers’ personal characters. First, the behavior modification pushing mechanism based on content-based personalized recommendation is studied. Secondly, the development of behavior modification system of metro construction (BMSMC) is introduced. Thirdly, BMSMC practical applications using the unsafe behavior rate, S as a measuring indicator is implemented. Observations at one metro construction site in Wuhan indicate that the unsafe behavior rate of modified scaffolders at this work place decreased by 69.3%. At the same time, as of unmodified scaffolders at another work place for comparison, the unsafe behavior rate decreased by 56.9%, which validates the effectiveness of this system.
| [1] |
Abbas, A., Bilal, K., Zhang, L., & Khan, S. U. (2015). A cloud based health insurance plan recommendation system: A user centered approach. Future Generation Computer Systems, 43−44, 99–109
|
| [2] |
Azar, E. R., & McCabe, B. (2012). Automated visual recognition of dump trucks in construction videos. Journal of Computing in Civil Engineering, 26, 769–781
|
| [3] |
Balabanović M., & Shoham, Y. (1997). Fab: Content-based, collaborative recommendation. Communications of the ACM, 40, 66–72
|
| [4] |
Beyer, M. A., & Laney, D. (2012). The Importance of ‘Big Data’: A Definition. Stamford, CT: Gartner
|
| [5] |
Chang, H. Y., Huang, S. C., & Lai, C. C. (2014). A personalized IPTV channel-recommendation mechanism based on the MapReduce frame work. Journal of Supercomputing, 69, 225–247
|
| [6] |
Chen, D., & Tian, H. (2012). Behavior based safety for accidents prevention and positive study in China construction project. Procedia Engineering, 43, 528–534
|
| [7] |
Chen, D., & Ren, D. (2015). Behavior based safety (BBS) for accident prevention and positive study in construction enterprise. In: 2015 International Conference on Management Engineering and Management Innovation (ICMEMI-15). Amsterdam: Atlantis Press, 50–57
|
| [8] |
Choudhry, R. M. (2014). Behavior-based safety on construction sites: A case study. Accident Analysis & Prevention, 70, 14–23
|
| [9] |
Chung, K. Y. (2014). Effect of facial makeup style recommendation on visual sensibility. Multimedia Tools and Applications, 71, 843–853
|
| [10] |
Gantz, J., & Reinsel, D. (2011). Extracting value from chaos. IDC Iview, 1142, 9–10
|
| [11] |
Geller, E. S. (2000). The Psychology of Safety Handbook. Boca Raton: CRC Press LLC
|
| [12] |
Guo, S., Luo, H., Jiang, X., & Xiong, C. (2015). Metro worker’s behavior safety knowledge visualization research. China Safety Science Journal, 25, 140–145
|
| [13] |
Han, S., & Lee, S. (2013). A vision-based motion capture and recognition framework for behavior-based safety management. Automation in Construction, 35, 131–141
|
| [14] |
Heinrich, H. W., Petersen, D., & Roos, N. (1950). Industrial Accident Prevention. New York: McGraw-Hill
|
| [15] |
Khrib, M. K., Jemni, M., & Nasraoui, O. (2009). Automatic recommendations for e-learning personalization based on web usage mining techniques and information retrieval. Educational Technology & Society, 12(4), 30–42
|
| [16] |
Li, H., Lu, M., Hsu, S. C., Gray, M., & Huang, T. (2015). Proactive behavior-based safety management for construction safety improvement. Safety Science, 75, 107–117
|
| [17] |
Likert, R. (1932). A technique for the measurement of attitudes. Archives of Psychology, 22(140), 1–55
|
| [18] |
Lingard, H., & Rowlinson, S. (1997). Behavior-based safety management in Hong Kong’s construction industry. Journal of Safety Research, 28(4), 243–256
|
| [19] |
Lingard, H., & Rowlinson, S. (2005). Occupational Health and Safety in Construction Project Management. New York: Spon Press
|
| [20] |
Liu, S. (2015). Wuhan metro construction in 2015 [Online message]. Sina Hubei. Retrieved on 2015-July-23 (in Chinese)
|
| [21] |
Mayer-Schönberger, V., & Cukier, K. (2013). Big Data: A Revolution That Will Transform How We Live, Work, and Think. New York: Houghton Mifflin Harcourt
|
| [22] |
Musto, C. (2010). Enhanced vector space models for content-based recommender systems. In: Proceedings of the Fourth ACM Conference on Recommender Systems. Barcelona: ACM, 361–364
|
| [23] |
Pazzani, M. J., & Billsus, D. (2007). Content-based recommendation systems. In: Brusilovsky, P., Kobsa, A., & Nejdl, W., eds. The Adaptive Web. Berlin: Springer, 325–341
|
| [24] |
Popescul, A., Pennock, D. M., & Lawrence, S. (2001). Probabilistic models for unified collaborative and content-based recommendation in sparse-data environments. In: Proceedings of the 17th Conference on Uncertainty in Artificial Intelligence. San Francisco: Morgan Kaufmann Publishers Inc, 437–444
|
| [25] |
Qian, X., Feng, H., Zhao, G., & Mei, T. (2014). Personalized recommendation combining user interest and social circle. IEEE Transactions on Knowledge and Data Engineering, 26(7), 1763–1777
|
| [26] |
Shrestha, K., Shrestha, P. P., Bajracharya, D., & Yfantis, E. A. (2015). Hard-hat detection for construction safety visualization. Journal of Construction Engineering, 2015, 1–8
|
| [27] |
Smith, G. R. (1999). A behavior-based approach to construction: Applied behavior analysis for construction safety. Implementation of Safety and Health on Construction Sites, 337
|
| [28] |
Teizer, J., & Vela, P. A. (2009). Personnel tracking on construction sites using video cameras. Advanced Engineering Informatics, 23(4), 452–462
|
| [29] |
Xu, S., & Luo, H. (2014). A behavior safety training system based on visual language. Journal of Civil Engineering and Management, 31(3), 51–55, 77
|
| [30] |
Zhang, M., & Fang, D. (2013). A continuous behavior-based safety strategy for persistent safety improvement in construction industry. Automation in Construction, 34, 101–107
|
| [31] |
Zhou, X. (2014). Situation of current development of domestic urban rail transit and problems to be concerned [Online forum paper]. World Rail Traffic Net. Retrieved on 2015-July-23 (in Chinese)
|
RIGHTS & PERMISSIONS
The Author(s) 2015. This article is published with open access at engineering.cae.cn