도로제설 이력자료 기반 제설 인프라 분석Analysis of Road Snow-removal Infrastructure using Road Snow-removal Historical Data
- Other Titles
- Analysis of Road Snow-removal Infrastructure using Road Snow-removal Historical Data
- Authors
- 김진국; 김승범; 양충헌
- Issue Date
- 2017
- Publisher
- 한국도로학회
- Keywords
- K-means Clustering; Road Snow-removal; Historical Data; regional office; snowfall intensity
- Citation
- 한국도로학회논문집, v.19, no.3, pp 83 - 90
- Pages
- 8
- Indexed
- KCI
- Journal Title
- 한국도로학회논문집
- Volume
- 19
- Number
- 3
- Start Page
- 83
- End Page
- 90
- URI
- https://scholarworks.gnu.ac.kr/handle/sw.gnu/14555
- ISSN
- 1738-7159
2287-3678
- Abstract
- PURPOSES : In this study, systematic road snow-removal capabilities were estimated based on previous historical data for road-snowremoval works. The final results can be used to aid decision-making strategies for cost-effective snow-removal works by regional offices.
METHODS: First, road snow-removal historical data from the road snow-removal management system (RSMS), operated by the Ministry of Land, Infrastructure and Transport, were employed to determine specific characteristics of the snow-removal capabilities by region. The actual owned amount and actual used amount of infrastructure were analyzed for the past three years. Second, the regional offices were classified using K-means clustering into groups “close”to one another. Actual used snow-removal infrastructure was determined from the number of snow-removal working days. Finally, the correlation between the de-icing materials used and infrastructure was analyzed.
Significant differences were found among the amounts of used infrastructure depending on snowfall intensity for each regional office during the past three years.
RESULTS: The results showed that the amount of snow-removal infrastructure used for low heavy-snowfall intensity did not appear to depend on the amount of heavy snowfall, and therefore, high variation is observed in each area.
CONCLUSIONS: This implies that the final analysis results will be useful when making decisions on snow-removal works.
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