Xiaonan Hou - Publications, H-index & Citations

Xiaonan Hou

lancaster university

23H指数

116论文数

1.6K被引数

收录论文 52

发表时间

Physics-guided machine learning with sparse data for load-bearing capacity prediction of grouted connections in offshore wind turbine structures 基于稀疏数据的物理引导机器学习在海上风力涡轮机结构中灌浆连接承载能力预测

Ocean Engineering

IF5.5

2026-09-16

PREAI

Siyu Zhao; Zhenyu Huang; Jianqiao Ye; Xiaonan Hou

Three-dimensional DEM modeling of debonding failure in adhesive-bonded composite joints with enhanced physical interpretability 增强物理可解释性的胶接复合材料接头脱粘失效三维DEM建模

Thin-Walled Structures

IF6.6

2026-08-17

PREAI

Zewen Gu; Dechao Sun; Xiaoxuan Ding; Jianwei Zhao; Jianlin Liu; Xiaonan Hou

Predicting stress distribution in adhesive layers of composite joints with low-elasticity adherends using vector-output neural networks 利用矢量输出神经网络预测低弹性基体复合材料接头胶层中的应力分布

Structures

IF4.3

2026-06-18

PREAI

Zewen Gu; Yalong Liu; Xiaoxuan Ding; Claire Guo; Jianlin Liu; Xiaonan Hou

Physics-informed neural networks for predicting deformation and stress fields in asymmetric composite adhesive joints 物理信息神经网络用于预测非对称复合材料胶接接头的变形和应力场

Composite Structures

IF7.1

2026-06-01

PREAI

Gu, Zewen; Liu, Yalong; Ding, Xiaoxuan; Zhao, Jianwei; Liu, Jianlin; Ye, Jianqiao; Hou, Xiaonan

Mechanical behavior and borehole fracturing of Antarctic polar drilling: Experimental and peridynamic modeling 南极极地钻探的力学行为与钻孔破裂：实验与动态建模

Ocean Engineering

IF5.5

2026-05-01

PREAI

Xu, Haoran; Liu, Yongsheng; Yang, Gansheng; Li, Bing; Chen, Xiaohui; Hou, Xiaonan

Discrete element method-generated data enhance CNN-based stress field prediction accuracy and efficiency in unidirectional fibre-reinforced polymer composites 离散元法生成的数据增强了基于CNN的应力场预测在单向纤维增强聚合物复合材料中的准确性和效率

Applied Mathematical Modelling

IF5.1

2026-04-08

PREAI

Siyu Zhao; Xiaoxuan Ding; Jianqiao Ye; Xiaonan Hou

A hybrid physics-informed neural network for predicting fatigue life of axially loaded grouted connections for offshore wind turbine structures

ENGINEERING STRUCTURES

IF6.4

2026-01-21

PREAI

Zhao, Siyu; Huang, Zhenyu; Zhou, Yingwu; Xing, Feng; Hou, Xiaonan; Ye, Jianqiao

A Machine Learning-Embedded theoretical model for precise adhesive layer stress prediction in composite bonded joints 一种嵌入机器学习的理论模型，用于精确预测复合材料胶接接头的粘合层应力

Composite Structures

IF7.1

2025-12-23

PREAI

Yalong Liu; Zewen Gu; Xiaoxuan Ding; Wen Guo; Jianlin Liu; Xiaonan Hou

Micromechanical investigation of fracture behaviour in compacted graphite iron using the discrete element method 使用离散元方法对球墨铸铁断裂行为进行微力学研究

Journal of Materials Research and Technology

IF6.6

2025-12-05

OAAI

Xiaoxuan Ding; Xingling Luo; Xiangqing Kong; Zewen Gu; Xiaonan Hou

Electrochemical pre-treatment of aluminum alloy in environmentally friendly medium: Parameter optimization and bonding strengthening mechanism 铝合金在环保介质中的电化学预处理：参数优化与结合强化机制

Thin-Walled Structures

IF6.6

2025-11-07

PREAI

Qifan Hu; Zhenghui Ge; Kai Pang; Yongwei Zhu; Xiaonan Hou

Deeper-PINNs: Unlocking the power of deep physics-informed neural networks Deeper-PINNs：释放深度物理信息神经网络的力量

Applied Soft Computing

IF6.6

2025-10-06

OAAI

Feilong Jiang; Xiaonan Hou; Jianqiao Ye; Min Xia

Analysis of the effect of microstructural defects on the performance and fracture mechanism of adhesive single lap joints 微结构缺陷对胶接单搭接接头性能和断裂机制的影响分析

COMPOSITES SCIENCE AND TECHNOLOGY

IF9.8

2025-06-01

OAAI

Pang, Kai; Gu, Zewen; Ye, Jianqiao; Hou, Xiaonan

A coupled deep learning and DEM modelling approach for transverse crack prediction in UD-GFRP composites 一种耦合深度学习和离散元模拟方法，用于UD-GFRP复合材料横向裂纹预测

Composites Science and Technology

IF9.8

2025-05-19

PREAI

Zewen Gu; Xiangqing Kong; Jianlin Liu; Xiaoxuan Ding; Xiaonan Hou

Spatio-temporal attention-based hidden physics-informed neural network for remaining useful life prediction 基于时空注意力的隐物理神经网络剩余寿命预测

ADVANCED ENGINEERING INFORMATICS

IF9.9

2025-01-01

OAAI

Jiang, Feilong; Hou, Xiaonan; Xia, Min

Significantly improves the mechanical strength of aluminum alloy adhesive joint through electrochemical pretreatment in environmentally friendly medium

JOURNAL OF MANUFACTURING PROCESSES

IF6.8

2025-01-01

PREAI

Ge, Zhenghui; Hu, Qifan; Pang, Kai; Zhu, Yongwei; Hou, Xiaonan

Effect of microstructural roughness on the performance and fracture mechanism of multi-type single lap joints

COMPOSITES PART B-ENGINEERING

IF14.2

2024-11-01

OAAI

Pang, Kai; Wang, Xing-er; Ye, Jianqiao; Carnegie, Craig; Hou, Xiaonan

Research on mechanism of enhancing lubrication flow field regulation of high-speed bearing functional cage

TRIBOLOGY INTERNATIONAL

IF6.9

2023-10-01

PREAI

Wei, Chunhui; Wu, Wei; Hou, Xiaonan; Nelias, Daniel; Yuan, Shihua

Effects of defects on the transverse mechanical response of unidirectional fibre-reinforced polymers: DEM simulation and deep learning prediction

COMPOSITE STRUCTURES

IF7.1

2023-10-01

OAAI

Ding, Xiaoxuan; Gu, Zewen; Hou, Xiaonan; Xia, Min; Ismail, Yaser; Ye, Jianqiao

Morphological characterization and reconstruction of fractured heat-treated glass

JOURNAL OF NON-CRYSTALLINE SOLIDS

IF3.5

2023-09-01

OAAI

Zhu, Yuhan; Yang, Jian; Wang, Xing-er; Xie, Dongdong; Hou, Xiaonan

Effects of different concentrations of methanol on the decomposition of methane hydrate: insights from molecular dynamics simulations 不同浓度甲醇对甲烷水合物分解的影响: 分子动力学模拟的启示

JOURNAL OF MATERIALS RESEARCH AND TECHNOLOGY-JMR&T

IF6.6

2023-05-01

OAAI

Liu, Zilong; Shi, Di; Hei, Yanxiao; Sun, Xiaoliang; Chen, Junqing; Lv, Qichao; Li, Xue; Hou, Xiaonan; Xiao, Yufei

研究方向