A quality control method based on physical constraints and data-driven collaborative artificial intelligence for wind observations along high-speed railway lines
Xiong Xiong,Jiajun Chen,Yanchao Zhang,Xin Chen,Yingchao Zhang,and Xiaoling Ye
Xiong Xiong
Jiangsu Collaborative Innovation Center of Atmospheric Environment and Equipment Technology, Nanjing University of Information Science and Technology, Nanjing, 210044, China
Information and Systems Science Institute, Nanjing University of Information Science and Technology, Nanjing, 210044, China
Yanchao Zhang
Information and Systems Science Institute, Nanjing University of Information Science and Technology, Nanjing, 210044, China
Xin Chen
Information and Systems Science Institute, Nanjing University of Information Science and Technology, Nanjing, 210044, China
Yingchao Zhang
Jiangsu Collaborative Innovation Center of Atmospheric Environment and Equipment Technology, Nanjing University of Information Science and Technology, Nanjing, 210044, China
Jiangsu Collaborative Innovation Center of Atmospheric Environment and Equipment Technology, Nanjing University of Information Science and Technology, Nanjing, 210044, China
Viewed
Total article views: 3,582 (including HTML, PDF, and XML)
HTML
PDF
XML
Total
BibTeX
EndNote
2,010
1,096
476
3,582
136
221
HTML: 2,010
PDF: 1,096
XML: 476
Total: 3,582
BibTeX: 136
EndNote: 221
Views and downloads (calculated since 03 Jun 2024)
Cumulative views and downloads
(calculated since 03 Jun 2024)
Total article views: 1,195 (including HTML, PDF, and XML)
HTML
PDF
XML
Total
BibTeX
EndNote
879
259
57
1,195
61
69
HTML: 879
PDF: 259
XML: 57
Total: 1,195
BibTeX: 61
EndNote: 69
Views and downloads (calculated since 10 Feb 2025)
Cumulative views and downloads
(calculated since 10 Feb 2025)
Total article views: 2,387 (including HTML, PDF, and XML)
HTML
PDF
XML
Total
BibTeX
EndNote
1,131
837
419
2,387
75
152
HTML: 1,131
PDF: 837
XML: 419
Total: 2,387
BibTeX: 75
EndNote: 152
Views and downloads (calculated since 03 Jun 2024)
Cumulative views and downloads
(calculated since 03 Jun 2024)
Viewed (geographical distribution)
Total article views: 3,582 (including HTML, PDF, and XML)
Thereof 3,529 with geography defined
and 53 with unknown origin.
Total article views: 1,195 (including HTML, PDF, and XML)
Thereof 1,152 with geography defined
and 43 with unknown origin.
Total article views: 2,387 (including HTML, PDF, and XML)
Thereof 2,377 with geography defined
and 10 with unknown origin.
This study introduces a novel quality control method, physical constraints and data-driven collaborative artificial intelligence (PD-BX), aimed at reducing wind speed measurement errors caused by the complex environments surrounding high-speed railway lines, thereby enhancing the accuracy and reliability of measurements.
This study introduces a novel quality control method, physical constraints and...
