Interface access control graph neural network method for flexible automation production of mine ventilation duct

H Hui Zhang (The Fourth Hospital of Hebei Medical University Shijiazhuang China) J Jun Qian (State Key Laboratory of Extreme Photonics and Instrumentation, International Research Center for Advanced Photonics, Centre for Optical and Electromagnetic Research, College of Optical Science and Engineering) W Wang Shun J Jiang JianLin X XiaoXi Ma

Article Details

Volume / Issue Vol. 1, Issue 1
Published June 20, 2026
ISSN 2045-2322
Publisher Nature Portfolio

Journal Info

Scientific Reports

Nature Portfolio

ISSN: 2045-2322 Open Access Life Sciences

Authors (5)

H

Hui Zhang

The Fourth Hospital of Hebei Medical University Shijiazhuang China

J

Jun Qian

State Key Laboratory of Extreme Photonics and Instrumentation, International Research Center for Advanced Photonics, Centre for Optical and Electromagnetic Research, College of Optical Science and Engineering

W

Wang Shun

J

Jiang JianLin

X

XiaoXi Ma