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: 3,555 (including HTML, PDF, and XML)
HTML
PDF
XML
Total
BibTeX
EndNote
1,999
1,080
476
3,555
136
221
HTML: 1,999
PDF: 1,080
XML: 476
Total: 3,555
BibTeX: 136
EndNote: 221
Views and downloads (calculated since 03 Jun 2024)
Cumulative views and downloads
(calculated since 03 Jun 2024)
Total article views: 1,175 (including HTML, PDF, and XML)
HTML
PDF
XML
Total
BibTeX
EndNote
870
248
57
1,175
61
69
HTML: 870
PDF: 248
XML: 57
Total: 1,175
BibTeX: 61
EndNote: 69
Views and downloads (calculated since 10 Feb 2025)
Cumulative views and downloads
(calculated since 10 Feb 2025)
Total article views: 2,380 (including HTML, PDF, and XML)
HTML
PDF
XML
Total
BibTeX
EndNote
1,129
832
419
2,380
75
152
HTML: 1,129
PDF: 832
XML: 419
Total: 2,380
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: 3,555 (including HTML, PDF, and XML)
Thereof 3,518 with geography defined
and 37 with unknown origin.
Total article views: 1,175 (including HTML, PDF, and XML)
Thereof 1,147 with geography defined
and 28 with unknown origin.
Total article views: 2,380 (including HTML, PDF, and XML)
Thereof 2,371 with geography defined
and 9 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...
