5th International Symposium on Machine Learning & Big Data in Geoscience (5ISMLG)​

10-13 May 2026, Hong Kong

Building and Implementation of Tunnel Intelligent Agents in Extreme Environments

Speaker:

Hehua Zhu, Tongji University

Abstract:

Starting from the challenges posed by extreme environments in deep underground engineering, this presentation reveals the time constraints and cognitive limitations associated with the “golden hour” in tunneling. To address the “small data” challenges arising from significant geological variability and sparse monitoring, this presentation emphasizes the necessity of incorporating physics and knowledge of complex systems. A rapid analysis approach that seamlessly integrates physics, knowledge and data should be developed. On this basis, the presentation clarifies the pathway for transitioning from digital twins to engineering intelligent agents. We propose to develop tunnel intelligent agents equipped with five core capabilities: “self-sensing, self-decision-making, self-control, self-organization, and self-learning.” These technologies have been implemented and validated in projects such as the Ehan High-speed Grand Canyon Tunnel. Finally, the presentation highlights the need to establish an autonomous “machine-environment” collaborative system based on a System of Systems (SOS) architecture. This would enable a paradigm shift from a “human-machine-environment” framework with minimal human assistance to a fully integrated “machine-environment” framework characterized by unmanned operations.

Biography:

Hehua Zhu is now Distinguished Professor in Geotechnical Engineering at Tongji University and an Academician of the Chinese Academy of Engineering, and Director of State Key Laboratory of Disaster Reduction in Civil Engineering. He received his Bachelor’s and Master’s Degrees in Mining Engineering from Chongqing University in 1983 and 1986, respectively, and his PhD was awarded in Structural Engineering (Civil Engineering) at Tongji University in 1989. He did his post-doctoral research at the Geo-Research Institute of Osaka and Kyoto University, Japan, from 1993 to 1995. He proposed a generalized 3D Hoek-Brown rock strength criterion together with Prof. Lianyang Zhang, which was also called generalized Zhang-Zhu rock strength criterion (GZZ) recommended as ISRM standard. He was awarded with the Humboldt Research Prize in 2015 and the T.H.H. medal at ICCES’13 in 2013. He created an International journal of Underground Space.
.

滚动至顶部