Heuristic solution using decision tree model for enhanced XML schema matching of bridge structural calculation documents

作     者：Sang IPARK Sang-Ho LEE Sang I.PARK;Sang-Ho LEE

作者机构：Department of CivilEnvironmental and Architectural EngineeringUniversity of Colorado at BoulderBoulderco 80309USA Department of"Civil and Environmental EngineeringYonsei UniversitySeoul 03722Korea 

出 版 物：《Frontiers of Structural and Civil Engineering》 (结构与土木工程前沿（英文版）)

年 卷 期：2020年第14卷第6期

页      面：1403-1417页

核心收录：

学科分类：1305[艺术学-设计学（可授艺术学、工学学位）] 081406[工学-桥梁与隧道工程] 08[工学] 0813[工学-建筑学] 0814[工学-土木工程] 082301[工学-道路与铁道工程] 0823[工学-交通运输工程] 

基　　金：This research was supported by Basic Science Research Program through the National Research Foundation of Korea(NRF)funded by the Ministry of Education(2016R1A6A3A11934917) 

主　　题：structural calculation document bridge structure XML Schema matching weight factor data mining decision tree model 

摘      要：Research on the quality of data in a structural calculation document(SCD)is lacking,although the SCD ofa bridge is used as an essential reference during the entire lifecycle of the *** Schema matching enables qualitative improvement of the stored *** study aimed to enhance the applicability of XML Schema matching,which improves the speed and quality of information stored in bridge ***,the authors proposed a method of reducing the computing time for the schema matching of bridge *** computing speed of schema matching was increased by 13 to 1800 times by reducing the checking process of the ***,the authors developed a heuristic solution for selecting the optimal weight factors used in the matching process to maintain a high accuracy by introducing a decision *** decision tree model was built using the content elements stored in the SCD,design companies,bridge types,and weight factors as input variables,and the matching accuracy as the target *** inverse-calculation method was applied to extract the weight factors from the decision tree model for high-accuracy schema matching results.