Application of a Data-Driven Intelligent Information System in Infrastructure: Underwater Tunnel Case Study
文献类型：期刊论文
| 作者 | Tan, Xuyan; Chen, Weizhong; Yang, Jianping; Tan, Xianjun |
| 刊名 | JOURNAL OF PERFORMANCE OF CONSTRUCTED FACILITIES
 |
| 出版日期 | 2023-02-01 |
| 卷号 | 37期号:1 |
| 关键词 | Infrastructure Artificial intelligence (AI) Machine learning (ML) Monitoring Tunnel |
| ISSN号 | 0887-3828 |
| 英文摘要 | The intelligent management of infrastructure is crucial to maintain structural stability. Although much more attention has been paid to the development of intelligent systems, the cooperation and efficiency of different components in the system is still a remaining problem. Along this line, an optimized intelligent information system (IIS) driven by big-data technology is proposed for the smart management of infrastructure. First, the integration framework of IIS is proposed, including data collection and storage, data analysis, and data expression modules. According to this framework, the remaining problems existing in each component are pointed out and the corresponding optimization measures are given. Especially for the processing technology of massive monitoring data, some trained machine learning algorithms are introduced for data analysis. As a case study, the devised system was adopted in an underwater shield tunnel for real-time monitoring, big data analysis, and information visualization. The intelligent system and advanced data-driven models presented in this study are suitable for most infrastructures, affording useful smart management experience and data processing technology for other underground projects and promoting the intelligent development of civil engineering. |
| 学科主题 | Construction & Building Technology ; Engineering |
| 语种 | 英语 |
| WOS记录号 | WOS:000899301500013 |
| 出版者 | ASCE-AMER SOC CIVIL ENGINEERS |
| 源URL | [http://119.78.100.198/handle/2S6PX9GI/35114]  |
| 专题 | 中科院武汉岩土力学所 |
| 作者单位 | 1.Chinese Academy of Sciences; Wuhan Institute of Rock & Soil Mechanics, CAS; 2.Chinese Academy of Sciences; University of Chinese Academy of Sciences, CAS; 3.Shandong University |
| 推荐引用方式 GB/T 7714 | Tan, Xuyan,Chen, Weizhong,Yang, Jianping,et al. Application of a Data-Driven Intelligent Information System in Infrastructure: Underwater Tunnel Case Study[J]. JOURNAL OF PERFORMANCE OF CONSTRUCTED FACILITIES,2023,37(1). |
| APA | Tan, Xuyan,Chen, Weizhong,Yang, Jianping,&Tan, Xianjun.(2023).Application of a Data-Driven Intelligent Information System in Infrastructure: Underwater Tunnel Case Study.JOURNAL OF PERFORMANCE OF CONSTRUCTED FACILITIES,37(1). |
| MLA | Tan, Xuyan,et al."Application of a Data-Driven Intelligent Information System in Infrastructure: Underwater Tunnel Case Study".JOURNAL OF PERFORMANCE OF CONSTRUCTED FACILITIES 37.1(2023). |
入库方式： OAI收割
来源：武汉岩土力学研究所
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