Fig. 1. Industrial accidents per 100,000 people at Construction Site in Korea
Fig. 2. Study Process
Fig. 3. Cluster analysis of fall accident in spring
Fig. 4. Cluster analysis of fall accident in summer
Fig. 5. Cluster analysis of fall accident in autumn
Fig. 6. Cluster analysis of fall accident in winter
Table 1. Cumulative results of seasonal fall accident factor
Table 2. Fall accident principal component analysis in spring
Table 3. Fall accident principal component analysis in summer
Table 4. Fall accident principal component analysis in autumn
Table 5. Winter Construction Site Fall Accident Principal Component Analysis
Table 6. Characteristics of seasonal construction fall accident and status of data reduction
References
- Kwon, B.S. (2010). "A Study on the Improvement of Current Construction Safety Management System." Master Thesis, Incheon University, Korea.
- Beak. Y.M. (2017). "Text Minning Using R." Hanul Academy.
- Charles J. Kiber, and Richard J. Coble (1995). "Integrating Safety and Environmental Regulation of Construction Industry." Journal of Construction Engineering and Management, 121(1), pp. 95-99. https://doi.org/10.1061/(ASCE)0733-9364(1995)121:1(95)
- Enno Koekn, Rupesh K. Jothari, and Ching-Shing Pan (1995). "Safety in Developing Countries: Professional and Bureaucratic Problems." Journal of Construction Engineering and Management, 121(3), pp.261-265 https://doi.org/10.1061/(ASCE)0733-9364(1995)121:3(261)
- Fabrizio Sebstiai (2002). "Machine Learning in Automated Text Categorization." ACM Computing Surverys, 34(1), pp. 1-47. https://doi.org/10.1145/505282.505283
- Heinrish, H.W. (1980). "Industrial Accident Prevention." McGraw-Hill.
- Herry F. Kaiser (1976). "An index of Factorial Simplicity." Journal of Psychometrika, 39(1), pp. 31-36. https://doi.org/10.1007/BF02291575
- Hinze, J., Fredley, and J., Pedersen, C. (2000). "Identifying Root Causes of Construction Injuries." USA Journal of Construction Engineering and Management, ASCE, 126(1), pp. 52-56. https://doi.org/10.1061/(ASCE)0733-9364(2000)126:1(52)
- Hinze, Jimmie, and Gambatese, John. (1996). Addressing Construction Worker Safety in Project Design, Research Report Team of Washington; Texas at Austin University, 1996-06.
- Jimmie Hinze (2003). "Fator That Influence Safety performance of Specialty Contractors." USA Journal of Construction Engineering and Management, ACSE, 129(2), pp. 159-167. https://doi.org/10.1061/(ASCE)0733-9364(2003)129:2(159)
- Kim, C.H. (2015). "A study on analysing basic safety-health training and improving effectiveness of safety training in small and medium-sized construction site." Master Thesis, Kyunghee University, Korea.
- Koller D., and Sahami M. (1997). "Hierarchically classifying documments using very few words." Proceeding of 1997 the Fourteenth International Conference on Machine Learing.
- Korea Occupational Safety & Health Agency (2018). "Press Release." 2018.02.
-
Lee, Y.S., Kim, D.Y., and Oh, H.U. (2013). "Assessment of
$CO_2$ Emissions of Vehicles in Highway Sections Using Principal Component Analysis." Korean journal of the korean society of civil engineers, KSCE, 33(5), pp. 1981-1987. https://doi.org/10.12652/Ksce.2013.33.5.1981 - Lee, Y.S., Kim, J.S., Choi, S.C., and Kim, C.E. (2011). "A study on the plan of improvement to reduce the occurrence of accidents of small construction site." Korean Journal of Korea Management Engineering Society, KMES, 16(3), pp. 99-113.
- Michael Crawley (2014). "The R Book." Acorn publisher.
- Ministry of Employment and Labor (2017). "Press Release." 2017.07.
- Ministry of Employment and Labor (2018). "Press Release." 2018.01.
- Oh, G.S. (2010). "Analysis of Relationship between Fatal Accidents Causes and Consciousness of Scapegoatism in Construction Site." Proceeding of 2010 KIBC Conference, Korea.
- Park, D.M., and Oh, S.W. (2016). "Big Data Analytics of Broadcasting News." Broadcast Research Institute, 28(1), pp. 7-51.
- Park, H.G. (2018). "An Empirical Study on the Efficient Operation of the Safety Monitoring Team in Construction Site." Doctor Thesis, Myungji university, Korea.
- Quan, C.H., Lee, Y.T., Kim, Y.J., and Lee, Y.D. (2003). "Design and Implementation of a High Performance Wev Crawler." Journal of Korea Society of Industrial Information System, KSIE, 13(4), pp. 64-72.
- Seo, D.M., and Jung, H.M. (2013). "Intelligent Web Crawler for Supporting Big Data Analysis Services." Journal of The Korea Contents Association, JKCA, 13(12), pp. 575-584. https://doi.org/10.5392/JKCA.2013.13.12.575
- Seo, J. (2015). Data R Love: Analysis of Data for Introductory Using R, Ar-Eum.
- Shin, J.Y. (2015). "Analysis and Prevention Measures for Construction Accidents." SSANGYONG ENGINEERING & CONSTRUCTION Technology Research Institute, 71, pp. 10-16.
- The Office for Government Policy Coordination (2018). "Countermeasures to Reduce Industrial Accident Deaths." 2018.01.
- Yun, J.M. (2015). "Improvement Measures of Safety & Health Education for Construction Disaster Reduction." Master Thesis, Hanbat National University, Korea.