任俊箫｜西南科技大学｜学者主页

2026

MultiFreq-Net:一种基于卷积特征学习的旋转机械复杂故障诊断框架

任俊箫，李欣，史旭阳，彭波，高雪峰

《西南科技大学学报》

2026

Multi-Transform Domain Fusion Architecture for High-Speed Train Bogie Fault Diagnosis in Speed-Varying Conditions

Junxiao Ren, Xuefeng Gao, Qiang Li, Junlin Li, Zengyan Li

IEEE Transactions on Intelligent Transportation Systems

DOI

2026

A hybrid correntropy criterion and its application to robust broad learning systems

Ji Zhao, Yi Tang, Junxiao Ren, Qiang Li, Xuyang Shi, Zhiming Wang

Neurocomputing

DOI

2026

MSFD-EFNet: Multi-Scale Frequency Decomposition and Edge-Enhanced Fusion Network for Infrared and Visible Image Fusion

Zengyan Li, Bo Peng, Qi Li, Yaqiang Jiang, Junxiao Ren, Junlin Li

Lecture notes in computer science

DOI

2026

Adaptive wavelet-enhanced data-driven framework for surface quality prediction in ultra-precision manufacturing

Xuefeng Gao, Junxiao Ren, Chunyu Zhang, Qiang Li, Junlin Li

Mechanical Systems and Signal Processing

DOI

2026

Dual-stream symbiotic architecture: Mitigating rotational speed domain feature distribution shift for adaptive bearing fault diagnosis

Xuefeng Gao, Qiang Li, Junxiao Ren, Junlin Li, Yuhao Jiang

Neurocomputing

DOI

2025

PEC-GAT: A Context-Aware Gated Transformer for Intelligent Bearing Life Prediction with Multi-Scale Position-Encoded Convolutions

Xing Xiong, Junxiao Ren, Q. Li, 成喜曹

IEEE International Conference on Parallel and Distributed Systems (ICPADS)

DOI

2025

A cross-domain multi-scale feature fusion network based on graph convolution for intelligent fault diagnosis

Quanyu Zhong, Qiang Li, Junxiao Ren, Xin Chen, Dong Liu, Qiang Yang

Engineering Applications of Artificial Intelligence

DOI

2025

A Drone Sound Recognition Approach Using Adaptive Feature Fusion and Cross-Attention Feature Enhancement

Junxiao Ren, Zijia Wang, Ji Zhao, Xinggui Liu

Electronics

DOI

2025

A hybrid network based on multi-scale convolutional neural network and bidirectional gated recurrent unit for EEG denoising

Qiang Li, Yan Zhou, Junxiao Ren, Qiao Wu, Ji Zhao

Neuroscience

DOI

2025

A multi-scale integrated learning model with attention mechanisms for UAV audio signal detection

Junlin Li, Zhao Ji, Junxiao Ren, Xuefeng Gao, Zengyan Li

Signal Image and Video Processing

DOI

2024

Enhancing Adversarial Robustness for High-Speed Train Bogie Fault Diagnosis Based on Adversarial Training and Residual Perturbation Inversion

Desheng Wang, Weidong Jin, Yunpu Wu, Junxiao Ren

IEEE Transactions on Industrial Informatics

DOI

2024

Research on Fault Diagnosis of Rotating Machinery Based on Multi-Scale Causal Dilation Convolution

Junxiao Ren, Hao Zhao, Xuefeng Gao, Junlin Li, Quanyu Zhong

International Conference on Pattern Recognition and Artificial Intelligence (PRAI)

DOI

2023

Research on Performance Degradation Estimation of Key Components of High-Speed Train Bogie Based on Multi-Task Learning

Junxiao Ren, Wei-Dong Jin, Yun-Pu Wu, Zhang Sun, Liang Li

Entropy

DOI

2022

Performance Degradation Estimation of High-Speed Train Bogie Based on 1D-ConvLSTM Time-Distributed Convolutional Neural Network

Junxiao Ren, Wei-Dong Jin, Liang Li, Yun-Pu Wu, Zhang Sun

Computational Intelligence and Neuroscience

DOI

2022

A grouping-attention convolutional neural network for performance degradation estimation of high-speed train lateral damper

Junxiao Ren, Wei-Dong Jin, Yun-Pu Wu, Zhang Sun

Applied intelligence (Boston)

DOI

2022

Performance Degradation Estimation of High-speed Train Bogie based on a Novel Multi-Scale Convolution Module

Junxiao Ren, Wei-Dong Jin, Liang Li

2022 IEEE 2nd International Conference on Electronic Technology, Communication and Information (ICETCI)

DOI

2022

Research on Small Target Detection Algorithm of Catenary Based on DA-YOLOv4

Bo Li, Wei-Dong Jin, Junxiao Ren

International Conferences on Computing, Networks and Internet of Things

DOI

2021

Detecting Unexpected Faults of High-Speed Train Bogie Based on Bayesian Deep Learning

Yun-Pu Wu, Wei-Dong Jin, Yan Li, Zhang Sun, Junxiao Ren

IEEE Transactions on Vehicular Technology

DOI

2020

A CNN-Based Structure for Performance Degradation Estimation of High-Speed Train Lateral Damper

Junxiao Ren, Wei-Dong Jin, Yun-Pu Wu

IEEE Access

DOI

2019

基于孪生卷积网络的高速列车转向架故障辨识

吴昀璞，金炜东，任俊箫

《系统仿真学报》

DOI

2019

Fault Diagnosis of High-Speed Train Bogie Based on Synchrony Group Convolutions

Yun-Pu Wu, Wei-Dong Jin, Junxiao Ren, Zhang Sun

Shock and Vibration

DOI

2019

A multi-perspective architecture for high-speed train fault diagnosis based on variational mode decomposition and enhanced multi-scale structure

Yun-Pu Wu, Wei-Dong Jin, Junxiao Ren, Zhang Sun

Applied intelligence (Boston)

DOI

2017

基于图像处理的铁轨表面缺陷检测设计

任俊箫

《西南科技大学》

2016

Thickness measurement of flake particle with super resolution interpolation method

Qiang Li, Yating Wu, Junxiao Ren

Chinese Control Conference (CCC)

DOI

Fault Identification of High-Speed Train Bogie Based on Siamese Fault Identification of High-Speed Train Bogie Based on Siamese Convolutional Neural Network Convolutional Neural Network

Yun-Pu Wu, Weidong Jin, Junxiao Ren

任俊箫

精选作品

期刊论文

MultiFreq-Net:一种基于卷积特征学习的旋转机械复杂故障诊断框架

Multi-Transform Domain Fusion Architecture for High-Speed Train Bogie Fault Diagnosis in Speed-Varying Conditions

A hybrid correntropy criterion and its application to robust broad learning systems

MSFD-EFNet: Multi-Scale Frequency Decomposition and Edge-Enhanced Fusion Network for Infrared and Visible Image Fusion

Adaptive wavelet-enhanced data-driven framework for surface quality prediction in ultra-precision manufacturing

Dual-stream symbiotic architecture: Mitigating rotational speed domain feature distribution shift for adaptive bearing fault diagnosis

PEC-GAT: A Context-Aware Gated Transformer for Intelligent Bearing Life Prediction with Multi-Scale Position-Encoded Convolutions

A cross-domain multi-scale feature fusion network based on graph convolution for intelligent fault diagnosis

A Drone Sound Recognition Approach Using Adaptive Feature Fusion and Cross-Attention Feature Enhancement

A hybrid network based on multi-scale convolutional neural network and bidirectional gated recurrent unit for EEG denoising

A multi-scale integrated learning model with attention mechanisms for UAV audio signal detection

Enhancing Adversarial Robustness for High-Speed Train Bogie Fault Diagnosis Based on Adversarial Training and Residual Perturbation Inversion

Research on Fault Diagnosis of Rotating Machinery Based on Multi-Scale Causal Dilation Convolution

Research on Performance Degradation Estimation of Key Components of High-Speed Train Bogie Based on Multi-Task Learning

Performance Degradation Estimation of High-Speed Train Bogie Based on 1D-ConvLSTM Time-Distributed Convolutional Neural Network

A grouping-attention convolutional neural network for performance degradation estimation of high-speed train lateral damper

Performance Degradation Estimation of High-speed Train Bogie based on a Novel Multi-Scale Convolution Module

Research on Small Target Detection Algorithm of Catenary Based on DA-YOLOv4

Detecting Unexpected Faults of High-Speed Train Bogie Based on Bayesian Deep Learning

A CNN-Based Structure for Performance Degradation Estimation of High-Speed Train Lateral Damper

基于孪生卷积网络的高速列车转向架故障辨识

Fault Diagnosis of High-Speed Train Bogie Based on Synchrony Group Convolutions

A multi-perspective architecture for high-speed train fault diagnosis based on variational mode decomposition and enhanced multi-scale structure

基于图像处理的铁轨表面缺陷检测设计

Thickness measurement of flake particle with super resolution interpolation method

Fault Identification of High-Speed Train Bogie Based on Siamese Fault Identification of High-Speed Train Bogie Based on Siamese Convolutional Neural Network Convolutional Neural Network

会议论文

Noise Resistance Study for Performance Degradation Estimation of High-Speed Train Bogie Based on Multi-Scale Time U-Net

Few-shot image classification with improved similarity relationships in self-knowledge distillation

研究方向