研究方向
黄杰,1992年5月生,工学博士(后),硕士研究生导师。博士毕业于重庆大学,国家公派联合培养(荷兰埃因霍芬理工大学)。赖远明院士团队成员,校内博士后合作导师为张学富教授。主要从事深地工程、智能建造、新一代信息技术、面向国家重大工程需求的研究工作。主要涉及两个方向:
(一)基于人工智能和岩体声学,实现深地工程动力灾害的实时判别和超前预警,具体研究内容:三维受载岩石断裂及声发射特征、神经网络对岩石断裂声学图像特征的注意力机制、预训练神经网络等;面向工程场景:战略性矿产开采、城市地下空间开发、核废料深地处置等;
(二)基于新一代信息技术,实现复杂危险土木工况下的智能化和无人化,具体研究内容:图像数据处理、数据结构、人工智能算法、计算机视觉及机器人组件等;面向工程场景:行业垂直AI模型、AI驱动机械控制、AI Agent等。
团队科研经费充足,未来土木科技研究院和前沿技术交叉研究院正在建设中,可为研究生提供优良的科研平台。欢迎对上述方向感兴趣的同学咨询报考!电话:18200128920(同微信);邮箱:jhuang@cqjtu.edu.cn
学术成果
[1] Song Zhenlong, Zhang ZhenGuo, Zhang Gongheng, Huang Jie, Wu Mingyang, (2022). Identifying the types of loading mode for rock fracture via convolutional neural networks. Journal of Geophysical Research: Solid Earth.
[2] Huang Jie, Qin Chao-Zhong, Niu Yong, Li Rui, Song Zhenlong, Wang Xiaodong, (2022). A method for monitoring acoustic emissions in geological media under coupled 3-D stress and fluid flow. Journal of Petroleum Science and Engineering.
[3] Huang Jie, Liao Zhiwei, Qianting Hu, Song Zhenlong, Wang Xiaodong, (2022). Fracture mechanism of tight sandstone under high and complex 3-D stress compression: Insights from acoustic emission. Journal of Petroleum Science and Engineering.
[4] Huang Jie, Qianting Hu, Qin Chao-Zhong, Song Zhenlong, Wang Xiaodong, (2022). Pre-peak acoustic emission characteristics of tight sandstone failure under true triaxial stress. Journal of Natural Gas Science and Engineering.
[5] Huang Jie, Hu Qianting, Song Zhenlong, Zhang Gongheng, Qin Chaozhong, Wu Mingyang, Wang Xiaodong, (2021). Classification of cracking sources of different engineering media via machine learning. Fatigue & Fracture of Engineering materials & Structures.
[6] Huang Jie, Song Zhenlong, Liao Zhiwei, Zhao Wanchun, Wang Dong, (2020). Quantification of cracks and the evolution of permeability for reservoir rock under coupled THM: equipment development and experimental research. Geomechanics and Geophysics for Geo-Energy and Geo-Resources.
[7] Li Jingjun, Huang Jie*, Niu Jiangang, Wan Chaojun, (2019). Mesoscopic study on axial compressive damage of steel fiber reinforced lightweight aggregate concrete. Construction and Building Materials.
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