Determination of reinforcement degrees in constructing large-scale structures by using multiclass support vector machines
作者：
Highlights：
• The multiclass SVMs predict reinforcement degrees in building public structures.
• Inconsistencies in structure datasets are resolved by the proposed formulations.
• The obtained classifiers provide a reasonable interpretation with less conflicts.
• Classification rates are improved by the proposed methods for real public structures.
• The proposed models are suitable to apply to real construction sites.
摘要
•The multiclass SVMs predict reinforcement degrees in building public structures.•Inconsistencies in structure datasets are resolved by the proposed formulations.•The obtained classifiers provide a reasonable interpretation with less conflicts.•Classification rates are improved by the proposed methods for real public structures.•The proposed models are suitable to apply to real construction sites.
论文关键词：Determination of reinforcement degree,Infrastructure construction,Multiclass classification,Support vector machine
论文评审过程：Received 6 November 2021, Revised 30 March 2022, Accepted 12 April 2022, Available online 25 April 2022, Version of Record 14 May 2022.
论文官网地址：https://doi.org/10.1016/j.knosys.2022.108807
