- 期刊
Application of a Decision Tree Method with a Spatiotemporal Object Database for Pavement Maintenance and Management
並列摘要
In recent years, pavement engineering has gradually shifted from new construction work to pavement maintenance and management. Since pavement engineers of the Taipei City Government change frequently, objective data is used to make decisions pertaining to road maintenance in Taipei City instead of relying on engineers' experience. In this study, three methods (ID3, C5.0 and SVM) have been chosen to test for use in the decision-making process related to road maintenance of Taipei City. The results show the correct classification rates of the decision trees are 76.67% (C5.0), 64.52% (ID3), and 66.67% (SVM). The decision tree of C5.0 was compared with engineer's experience, with 70% conformity between these two methods. Although the accuracy of the classification could be further improved, the decision tree of C5.0 could be used for pavement maintenance instead of human judgment.
並列關鍵字
pavement management system ； data mining ； decision tree ； SVM ； pavement maintenance ； management延伸閱讀
- Makendran, C., Murugasan, R., & Velmurugan, S. (2015). Performance Prediction Modelling for Flexible Pavement on Low Volume Roads Using Multiple Linear Regression Analysis. Journal of Applied Mathematics, 2015(), 105-111-009. https://doi.org/10.1155/2015/192485
- 吳晉鳴（2013）。Analysis of Transmission Error Probability and Construction of Maximum-lifetime Data Gathering Trees in Sensor Networks〔碩士論文，國立清華大學〕。華藝線上圖書館。https://www.airitilibrary.com/Article/Detail?DocID=U0016-2511201311370568
- 羅南璋、張偉顗、黃凱易（2011）。Modeling and Mapping the Spatial Distribution Pattern of Schima superba Via Decision Tree and Discriminant Analysis。林業研究季刊，33(1)，49-63。https://doi.org/10.29898/SHBQ.201103.0005
- 王來旺、呂宜倫（2016）。The Study of Applying Decision Tree Approach to Data Mining - An Example of Forecast Compressive Strength of Concrete。商業現代化學刊，8(2)，115-130。https://doi.org/10.6132/JCM.2016.8.2.07
- Choubane, B. (2011). A Suite of Pavement Evaluation Tools for Improved Pavement Data Analysis, Enhanced Safety, and Reduced Costs. International Journal of Pavement Research and Technology, 4(5), IV-V. https://doi.org/10.6135/ijprt.org.tw/2011.4(5).iv