百晓学者学者目录

郑俊华

副教授、副研究员,浙江科技学院

精选作品

期刊论文

2026

Ensemble Data-Centric Process Monitoring Based on Self-Training Random Subspace PCA Model

Junhua Zheng, Le Zhou, Yuting Lyu, Lingjian Ye, Zhiqiang Ge, Le Yao

IEEE Transactions on Industrial Informatics

2026

Multiitem Regularization of Deep Latent Variable Model for Semisupervised Data Regression

Junhua Zheng, Zhiqiang Ge, Le Yao

IEEE Transactions on Artificial Intelligence

2026

Mixup deep features for augmented predictive data-driven modeling and quality analytics in chemical industrial processes

Junhua Zheng, Feng Sun, YANG Zeyu, Lingjian Ye, Zhiqiang Ge

Chemometrics and Intelligent Laboratory Systems

2026

Multi-view collaborative deep information fusion framework for complex industrial process monitoring

Junhua Zheng, Le Zhou, Lingjian Ye, Zhiqiang Ge

Journal of Industrial Information Integration

2026

Ensemble self-training deep partial least squares models for stable semi-supervised predictive learning and data analytics

Junhua Zheng, Zhiqiang Ge, Li Sun

IFAC Journal of Systems and Control

2026

Multilevel Deep PLS Model for Key Performance Indicators Prediction in Plant-Wide Industrial Processes

Junhua Zheng, Lingjian Ye, Zhiqiang Ge, Li Sun

IEEE Transactions on Instrumentation and Measurement

2026

Semi-Supervised Data Distillation for Deep Soft Sensing in Industrial Cyber-Physical Systems

Zhiqiang Ge, Junhua Zheng, Li Sun

IEEE Transactions on Industrial Cyber-Physical Systems

2026

Recursive Deep Latent Variable-Based Soft Sensor for Long-Term Measurements of Key Performance Indicators in Time-Varying Environments

Junhua Zheng, Zeyu Yang, Lingjian Ye, Zhiqiang Ge, Li Sun

IEEE Transactions on Instrumentation and Measurement

2026

Spectral Wavelength Division for Multiview Deep Calibration Modeling

Junhua Zheng, Hansong Zhou, Yuting Lyu, Zeyu Yang, Zhiqiang Ge

IEEE Transactions on Instrumentation and Measurement

2026

Nonlinear Uncertainty Modeling of Supervised Deep Probabilistic Latent Features with Information Fusion across Different Layers

Junhua Zheng, Lingjian Ye, Zhiqiang Ge

IEEE Transactions on Instrumentation and Measurement

2026

Deep learning-based CD8+ T cell model for predicting prognosis and‌ targeted immunotherapy benefit in ccRCC.

Si-Teng Chen, Ning Zhang, Li-Ren Jiang, Feng Gao, Tianyi Chen, Yaoyu Yu, Junhua Zheng, W. Zhai

npj Digital Medicine

2025

[Review] Advances in Bayesian networks for industrial process analytics: Bridging data and mechanisms

Junhua Zheng, Yue Zhuo, Xiaoyu Jiang, Lingquan Zeng, Zhiqiang Ge

Expert Systems With Applications,Vol. 271

2025

When just-in-time learning meets deep learning: An industrial quality prediction practice on deep partial least squares model

Junhua Zheng, Zeyu Yang, Zhiqiang Ge

Chemometrics and Intelligent Laboratory Systems

2025

Bagging deep residual principal component analysis for ensemble industrial process monitoring

Junhua Zheng, Xinyu Liu, Zeyu Yang, Zhiqiang Ge

Process Safety and Environmental Protection

2025

Subspace Deep Learning of Independent Component Regression Model for Ensemble Spectroscopic Calibration

Junhua Zheng, Hansong Zhou, Xinyu Liu, Yuting Lyu, Zeyu Yang, Zhiqiang Ge

IEEE Sensors Journal

2025

Deep extraction and augmentation of non-Gaussian data features for multimode industrial process monitoring

Junhua Zheng, Zeyu Yang, Zhiqiang Ge

Chemical Engineering Science

2025

Deep Co-Training Partial Least Squares Model for Semi-Supervised Industrial Soft Sensing

Junhua Zheng, Le Zhou, Lingjian Ye, Zhiqiang Ge

IEEE Transactions on Systems Man and Cybernetics Systems

2025

Collaborative Deep Learning and Information Fusion of Heterogeneous Latent Variable Models for Industrial Quality Prediction

Junhua Zheng, Zhiqiang Ge

IEEE Transactions on Cybernetics

2025

Local deep learning of principal component regression model for spectroscopic calibration of time-varying spectra data

Junhua Zheng, Hansong Zhou, Xinyu Liu, Zeyu Yang, Zhiqiang Ge

Measurement

2025

Multi-Rate Data Distillation for Deep Process Monitoring

Junhua Zheng, Le Zhou, Yuting Lyu, Zeyu Yang, Zhiqiang Ge

IEEE Transactions on Instrumentation and Measurement

2025

The molecular axis hnRNPU/circKCNK2/EDC4/IL-11 aggravates osteolytic bone metastasis of RCC

Yi-Qiu Wang, Ding Zhao, Jia-Yi Lu, Naiqiao Hou, Qianyun Wu, Sian Zhou, Junyao Xu, Wei Xue, Wen-Guo Cui, Junhua Zheng, Fei Wang, W. Zhai

Oncogene

2024

Laplacian regularization of linear regression model for semi-supervised industrial soft sensor development

Junhua Zheng, Lingjian Ye, Zhiqiang Ge

Expert Systems With Applications,Vol. 254

2024

基于特征补全的无线传感器网络异常数据流检测

郑俊华,魏晋宏

《传感技术学报》

2024

Semi-supervised convolutional generative adversarial networks for dynamic fault classification with manifold regularization

Junhua Zheng, Jian Wang, Lingjian Ye, Yue Zhuo

Process Safety and Environmental Protection

2024

Spectra data calibration based on deep residual modeling of independent component regression

Junhua Zheng, Zeyu Yang, Zhiqiang Ge

Chemometrics and Intelligent Laboratory Systems

2024

Deep Latent Variable Predictive Modeling With Online Bayesian Soft Attention Mechanism

Junhua Zheng, Lingjian Ye, Zhiqiang Ge

IEEE Transactions on Industrial Informatics

2024

Robust Adversarial Attacks on Imperfect Deep Neural Networks in Fault Classification

Xiaoyu Jiang, Xiangyin Kong, Junhua Zheng, Zhiqiang Ge, Xinmin Zhang, Zhihuan Song

IEEE Transactions on Industrial Informatics

2024

Leveraging Transfer Learning for Data Augmentation in Fault Diagnosis of Imbalanced Time-Frequency Images

Xiaoyu Jiang, Junhua Zheng, Ziyi Chen, Zhiqiang Ge, Zhihuan Song, Xiaoguang Ma

IEEE Transactions on Automation Science and Engineering

2024

Additive dynamic Bayesian networks for enhanced feature learning in soft sensor modeling

Junhua Zheng, Lingquan Zeng, Zeyu Yang, Zhiqiang Ge

Engineering Applications of Artificial Intelligence

2024

Semi-supervised process monitoring based on self-training PCA model

Junhua Zheng, Lingjian Ye, Zhiqiang Ge

Process Safety and Environmental Protection

2024

Reliable Soft Sensors With an Inherent Process Graph Constraint

Ruikun Zhai, Junhua Zheng, Zhihuan Song, Zhiqiang Ge

IEEE Transactions on Industrial Informatics

2024

Deep Residual Principal Component Analysis as Feature Engineering for Industrial Data Analytics

Junhua Zheng, Zeyu Yang, Zhiqiang Ge

IEEE Transactions on Instrumentation and Measurement

2024

A Systematic Monitoring Framework Utilizing Dynamic Bayesian Network in Plant-Wide Processes

Guangjie Chen, Le Zhou, Junhua Zheng, Yi Liu, Zhihuan Song

IEEE Transactions on Instrumentation and Measurement

2024

AURKA promotes renal cell carcinoma progression via regulation of CCNB1 transcription

Jiling Wen, Xuechun Wang, Guosheng Yang, Junhua Zheng

Heliyon

2024

ScRNA-seq revealed the tumor microenvironment heterogeneity related to the occurrence and metastasis in upper urinary tract urothelial carcinoma

Shi-Yong Xin, Yanwei Zhang, Zhenhua Zhang, Ziyao Li, Xian-Chao Sun, Xiang Liu, Liang Jin, Weiyi Li, Chaozhi Tang, Wang-Li Mei, Qiong Cao, Hao-Jie Wang, Zhihao Wei, Zhen Zhou, Rong-Bing Li, Xiao-Fei Wen, Guosheng Yang, Wei-Hua Chen, Junhua Zheng, L. Ye

Cancer Gene Therapy

2024

Deep learning-based diagnosis and survival prediction of patients with renal cell carcinoma from primary whole slide images.

Si-Teng Chen, Xi-Yue Wang, Jun Zhang, Li-Ren Jiang, Feng Gao, Jin-Peng Xiang, Sen Yang, Wei Yang, Junhua Zheng, Xiao Han

Pathology (Sydney)

2024

Deep learning-based multi-model prediction for disease-free survival status of patients with clear cell renal cell carcinoma after surgery: a multicenter cohort study

Si-Teng Chen, Feng Gao, Tuanjie Guo, Li-Ren Jiang, Ning Zhang, Xiang Wang, Junhua Zheng

International Journal of Surgery

2023

Ensemble Data Augmentation for Imbalanced Fault Diagnosis

Xiaoyu Jiang, Junhua Zheng, Xinzhen Zhuang, Zhiqiang Ge

IEEE Transactions on Instrumentation and Measurement

2023

Semi-Supervised Process Data Regression and Application Based on Latent Factor Analysis Model

Junhua Zheng, Yangxuan Liu, Yi Liu, Beiping Hou, Yuan Yao, Le Zhou

IEEE Transactions on Instrumentation and Measurement

2023

Artificial intelligence-based non-invasive tumor segmentation, grade stratification and prognosis prediction for clear-cell renal-cell carcinoma

Si-Teng Chen, Dandan Song, Lei Chen, Tuanjie Guo, Beibei Jiang, Aie Liu, X. Pan, Tao Wang, Heting Tang, Guihua Chen, Zhong Xue, Xiang Wang, Ning Zhang, Junhua Zheng

Precision Clinical Medicine

2023

CD44 Is a Prognostic Biomarker Correlated With Immune Infiltrates and Metastasis in Clear Cell Renal Cell Carcinoma

Junjie Ma, Ruo-Yu Wu, Zhi-Guo Chen, Yu-Qing Zhang, W. Zhai, Ru-Jian Zhu, Junhua Zheng

Anticancer Research

2023

Loss of MIR503HG facilitates papillary renal cell carcinoma associated lymphatic metastasis by triggering NOTCH1/VEGFC signaling

Yi-Qiu Wang, Xinyi Zheng, Wenjie Huang, Jia-Yi Lu, Naiqiao Hou, Jia Qi, Junjie Ma, W. Xue, Junhua Zheng, W. Zhai

International Journal on Biological Sciences

2023

Prognostic Significance of Grade Discrepancy Between Primary Tumor and Venous Thrombus in Nonmetastatic Clear-cell Renal Cell Carcinoma: Analysis of the REMEMBER Registry and Implications for Adjuvant Therapy.

Zhen-Jie Wu, Hui Chen, Qi Chen, Silun Ge, Neng-Wang Yu, R. Campi, J. Gómez Rivas, R. Autorino, M. Rouprêt, S. Psutka, R. Mehrazin, F. Porpiglia, K. Bensalah, P. Black, M. Mir, A. Minervini, H. Djaladat, V. Margulis, R. Bertolo, A. Caliò, U. Carbonara, D. Amparore, Leonardo D. Borregales, C. Ciccarese, P. Diana, S. Erdem, L. Marandino, M. Marchioni, C. Muselaers, C. Palumbo, N. Pavan, A. Pecoraro, E. Roussel, H. Warren, S. Pandolfo, R. Chen, Wenquan Zhou, W. Zhai, Miaoxia He, Yaoming Li, Bo Han, Jie Wan, Xing Zeng, Ju-Nan Yan, Yao Fu, C. Ji, Xiang Fan, Guang-Yuan Zhang, Cheng Zhao, Tai-Le Jing, An-Bang Wang, Chen-Chen Feng, Hongwei Zhao, Di Sun, Liang Wang, Sheng Tai, Cheng Zhang, Shao-Hao Chen, Yixun Liu, Zhi-Peng Xu, Hai-Feng Wang, Jin-Li Gao, Fu-Bo Wang, Ji-Wen Cheng, He Miao, Q. Rao, Jianning Wang, N. Xu, Gong-Xian Wang, Chao-Zhao Liang, Zhi-Yu Liu, D. Xia, Junsong Jiang, Xiong-Bing Zu, Ming Chen, Hong-Qian Guo, Wei-Jun Qin, Zhe Wang, W. Xue, B. Shi, Xiaojun Zhou, Shao-Gang Wang, Junhua Zheng, Jingping Ge, Xiang Feng, Minming Li, Cheng Chen, L. Qu, Lin-Hui Wang

European Urology Oncology

2023

Spatio-temporal heterogeneity in cancer evolution and tumor microenvironment of renal cell carcinoma with tumor thrombus.

Sian Zhou, Junhua Zheng, W. Zhai, Yong-Hui Chen

Cancer Letters

2023

Serum extracellular vesicles derived hsa-miR-320d as an indicator for progression of clear cell renal cell carcinoma

Yi-jun Xue, Tianyi Chen, Naiqiao Hou, Xiao-Rong Wu, W. Kong, Ji-Wei Huang, Jin Zhang, Yong-Hui Chen, Junhua Zheng, W. Zhai, W. Xue

Discover Oncology

2023

Deep learning-based pathology signature could reveal lymph node status and act as a novel prognostic marker across multiple cancer types

Si-Teng Chen, Jin-Peng Xiang, Xi-Yue Wang, Jun Zhang, Sen Yang, Wei Yang, Junhua Zheng, Xiao Han

British Journal of Cancer

2023

Development and verification of a deep learning-based m6A modification model for clinical prognosis prediction of renal cell carcinoma

Si-Teng Chen, En-Cheng Zhang, Tuanjie Guo, Tao Wang, Jinyuan Chen, Ning Zhang, Xiang Wang, Junhua Zheng

Journal of Cancer Research and Clinical Oncology

2023

Predictive genomic biomarkers of therapeutic effects in renal cell carcinoma

Wei-Tao Yan, Naiqiao Hou, Junhua Zheng, W. Zhai

Cellular Oncology

2023

Clinical values of circulating tumor cells count in localized renal cell carcinoma

Qirui Wang, Zhi-Le Li, W. Zhai, Junhua Zheng

Translational Cancer Research

2023

piRNA-1742 promotes renal cell carcinoma malignancy by regulating USP8 stability through binding to hnRNPU and thereby inhibiting MUC12 ubiquitination

Wen-Tao Zhang, Zong-Tai Zheng, Ke-Yi Wang, W. Mao, Xue Li, Guang-Chun Wang, Yuan-yuan Zhang, Jian-Hua Huang, Ning Zhang, Pengfei Wu, Ji Liu, Hai-Min Zhang, J. Che, Bo Peng, Junhua Zheng, Wei Li, Xudong Yao

Experimental and Molecular Medicine

2022

基于实时离线计算一体化处理的烟草商业客户数据治理研究

郑俊华,刘荣,陈星,梁思捷,李华磊

《软件导刊》

2022

Dynamic Bayesian Networks for Feature Learning and Transfer Applications in Remaining Useful Life Estimation

Lingquan Zeng, Junhua Zheng, Le Yao, Zhiqiang Ge

IEEE Transactions on Instrumentation and Measurement

2022

Subspace Gaussian process regression model for ensemble nonlinear multivariate spectroscopic calibration

Junhua Zheng, Yingkai Gong, Wei Liu, Le Zhou

Chemometrics and Intelligent Laboratory Systems

2022

Lifelong Bayesian Learning Machines for Streaming Industrial Big Data

Zeyu Yang, Junhua Zheng, Zhiqiang Ge

IEEE Transactions on Systems Man and Cybernetics Systems

2022

Deep learning of complex process data for fault classification based on sparse probabilistic dynamic network

Junhua Zheng, Chao Wu, Qingqiang Sun, Zhihuan Song, Le Zhou

Journal of the Taiwan Institute of Chemical Engineers

2022

Semi-Supervised Deep Dynamic Probabilistic Latent Variable Model for Multimode Process Soft Sensor Application

Le Yao, Bingbing Shen, Linlin Cui, Junhua Zheng, Zhiqiang Ge

IEEE Transactions on Industrial Informatics

2022

Dynamic ensemble selection based improved random forests for fault classification in industrial processes

Junhua Zheng, Yue Liu, Zhiqiang Ge

IFAC Journal of Systems and Control

2022

Characteristics of Gut Microbiota in Patients With Clear Cell Renal Cell Carcinoma

Yang Chen, Junjie Ma, Yunze Dong, Zi-Yu Yang, Na Zhao, Qian-Cheng Liu, W. Zhai, Junhua Zheng

Frontiers in Microbiology

2022

Combination of preoperative plasma fibrinogen and neutrophil-to-lymphocyte ratio to predict the prognosis for patients undergoing laparoscopic nephrectomy for renal cell carcinoma.

J. Ni, Yi-Di Wang, Haixian Zhang, Ke-Yi Wang, Wei Song, M. Luo, J. Che, J. Geng, Yun-Fei Xu, Xudong Yao, Junhua Zheng, Ming Chen, Bo Peng, W. Mao

American Journal of Cancer Research

2022

Patient-derived organoids potentiate precision medicine in advanced clear cell renal cell carcinoma

Yi-jun Xue, Bingran Wang, Y. Tao, Jun Xia, Kedi Yuan, Junhua Zheng, W. Zhai, W. Xue

Precision Clinical Medicine

2022

Correction: Tumor-educated B cells promote renal cancer metastasis via inducing the IL-1β/HIF-2α/Notch1 signals

Saiyang Li, Chi Huang, Guang-Hui Hu, Junjie Ma, Yong-Hui Chen, Jin Zhang, Yi-Ran Huang, Junhua Zheng, W. Xue, Yun-Fei Xu, W. Zhai

Cell Death and Disease

2022

Novel insights into the roles and therapeutic implications of MUC1 oncoprotein via regulating proteins and non-coding RNAs in cancer

Wei Li, Yineng Han, Chen-Min Sun, Xue Li, Junhua Zheng, J. Che, Xudong Yao, D. Kufe

Theranostics

2022

Transfection with Plasmid-Encoding lncRNA-SLERCC nanoparticle-mediated delivery suppressed tumor progression in renal cell carcinoma

W. Mao, Ke-Yi Wang, Wen-Tao Zhang, Shu-Qiu Chen, Jin-Bo Xie, Zong-Tai Zheng, Xue Li, Ning Zhang, Yuanyuan Zhang, Hai-Min Zhang, Bo Peng, Xudong Yao, J. Che, Junhua Zheng, Ming Chen, Wei Li

Journal of experimental & clinical cancer research : CR

2022

VHL and DNA damage repair pathway alterations as potential clinical biomarkers for first-line TKIs in metastatic clear cell renal cell carcinomas

Jia-Le Zhou, Jun-Yun Wang, W. Kong, Jin Zhang, Xiao-Rong Wu, Ji-Wei Huang, Junhua Zheng, Yong-Hui Chen, W. Zhai, W. Xue

Cellular Oncology

2021

C chemokines are prognostic biomarkers correlated with diverse immune cell infiltrations in clear cell renal cell carcinoma

Zhi-Guo Chen, Ruo-Yu Wu, Junjie Ma, Junhua Zheng

Translational Cancer Research

2021

MicroRNA-629-5p promotes osteosarcoma proliferation and migration by targeting caveolin 1

Chun-Sheng Gao, Jun Gao, Ge Zeng, Huichao Yan, Junhua Zheng, Wei-Chun Guo

Brazilian journal of medical and biological research = Revista brasileira de pesquisas medicas e biologicas

2018

REGγ deficiency suppresses tumor progression via stabilizing CK1ε in renal cell carcinoma

Shaojun Chen, Qingwei Wang, Longsheng Wang, Hui Chen, Xiao Gao, Dongkui Gong, Junjie Ma, Syeda Kubra, Xudong Yao, Xiao-Tao Li, Lei Li, W. Zhai, Junhua Zheng

Cell Death and Disease

2016

Prostate-specific antigen and prostate cancer in Chinese men undergoing initial prostate biopsies in comparison with Western cohorts : data from the PBCG and CPCC

Rui Chen, D. Sjoberg, Yi-Ran Huang, Li-Ping Xie, Liqun Zhou, Da-Lin He, Andrew J. Vickers, Ying Sun, Qiang Ding, Qiang Wei, Peng-Fei Shao, Ye Tian, Zhong-Quan Sun, Junhua Zheng, Zhang-Qun Ye

2014

Adiponectin-Induced Antitumor Activity on Prostatic Cancers through Inhibiting Proliferation

Qi-Ruo Gao, Junhua Zheng

Cell Biochemistry and Biophysics

2011

Erythropoietin Increases Expression and Function of Transient Receptor Potential Canonical 5 Channels

Ying Liu, Yun-Fei Xu, F. Thilo, U. Friis, B. Jensen, Alexandra Scholze, Junhua Zheng, Martin Tepel

HYPERTENSION

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