百晓学者学者目录

刘丁

西安理工大学自动化与信息工程学院

个人简介

刘丁，西安理工大学自动化与信息工程学院教授、博士生导师，主要研究方向为自动化技术、仪器仪表工业、计算机软件及计算机应用；长期从事半导体硅单晶生长过程的建模、控制与智能检测研究，代表性工作包括Czochralski单晶硅生长过程的物理信息融合建模、多源特征融合分类算法、软测量与数据驱动预测控制等。

精选作品

期刊论文

  1. 党超亮，蒋泽豪，宋卫章，韩思鹏，同向前，刘丁，辛业春（2026）. 基于线性自抗扰控制的Vienna整流器事件驱动型预测控制研究. 《电工技术学报》.DOI
  2. 万银，刘丁，任俊超（2026）. 基于多源特征融合的工业过程微小故障诊断. 《控制与决策》.
  3. 郭润元，李安伦，刘涵，张友民，刘丁（2026）. 深度学习软测量模型对抗鲁棒性增强:一种对抗训练与攻击检测融合的对抗防御方法. 《自动化学报》.DOI
  4. 李艳恺，陈晨，刘丁（2026）. 基于Markov跳变过程的硅单晶生长系统有限时间H∞控制. 《控制与决策》.
  5. 黄伟超，杨可欣，刘丁（2026）. 基于HC-NPE-FDCVA的直拉硅单晶生长过程状态监测方法. 《仪器仪表学报》.DOI
  6. Chaoliang Dang, Jiahao Zhai, Weizhang Song, Ding Liu, Jingjing Huang (2026). Model-Free Predictive Current Control of Reduced Matrix Converter Based on Extended State Observer. Asia Energy and Electrical Engineering Symposium (AEEES).DOI
  7. Jun-Chao Ren, Ding Liu, Zi-Xing Huang, Yin Wan (2026). RL-optimized knowledge distillation for interpretable soft sensing of crystal quality in Czochralski silicon growth via wavelet dual-stream iTransformer–MKAN. Journal of Crystal Growth.DOI
  8. Yin Wan, Chun-jie HAN, Ding Liu, Hao-Nan Lei, Jun-Chao Ren (2026). Research on V/G Value Prediction Method for Silicon Single-Crystal Growth Based on Multi-Condition Invariant Feature Extraction. Crystals.DOI
  9. Yin Wan, Yu-Lin Sun, Ding Liu, Xiao-An Deng, Jun-Chao Ren (2026). DIF-LSTM: A Dual Information Filtering LSTM Network for V/G Value Prediction in Czochralski Silicon Growth. Processes.DOI
  10. Ning Li, Ding Liu, Junxi Chen (2026). Application of a Multi-Attention parallel feature fusion with Bayesian prior constraints in soft sensing for silicon single crystal growth. Journal of Crystal Growth.DOI
  11. Lingxia Mu, Yang Wei, Yuhan Jiang, Sunhao Wu, Youmin M. Zhang, Ding Liu, Biyu Lei (2026). A Hybrid Degradation Prediction Model for the Flexible Shaft Pulling Device in Crystal Growth Furnace. IEEE Transactions on Semiconductor Manufacturing.DOI
  12. Jun-Chao Ren, Ding Liu, Yinyin Li, Yin Wan (2026). Event-triggered data-driven robust adaptive predictive control for the Czochralski silicon single crystal growth process. Journal of Process Control.DOI
  13. Hao Pan, Pengju Zhang, Chen Xue, Ding Liu (2026). Interpretable Data-Driven Crystal Diameter Prediction in CZ Silicon Single-Crystal Growth via MIC-Guided and GWO-Optimized TCN–LSTM. Processes.DOI
  14. Yin Wan, Chi Zhang, Ding Liu, Jun-Chao Ren (2026). Soft measurement of interface shape variation in Czochralski silicon crystal growth using an improved transformer model. AIP Advances.DOI
  15. Xueqiong Tian, Han Liu, Runyuan Guo, Lingyun Wei, Ding Liu, Youmin M. Zhang (2026). Spatio-Temporal Delay Aware Causality: A Self-Interpretable Framework for Soft Sensing. IEEE Transactions on Industrial Informatics.DOI
  16. Jun-Chao Ren, Ding Liu, Yin Wan, Zi-Xing Huang (2026). A Knowledge-Enhanced Dual-Timescale Framework for Reliability-Aware Soft Sensing of Crystal Quality in Czochralski Silicon Growth Process. IEEE Transactions on Semiconductor Manufacturing.DOI
  17. Jun-Chao Ren, Ding Liu, Yin Wan (2026). Event-Triggered Model Predictive Control for Czochralski Silicon Single Crystal Growth Process With Packet Dropout. IEEE Transactions on Automation Science and Engineering.DOI
  18. Shuo Tong, Han Liu, Runyuan Guo, Lin Zhang, Wenqing Wang, Ding Liu, Youmin M. Zhang (2026). GA-LLMSS: Text-Spatiotemporal Graph Guided and Cross-modal Alignment Enhanced Large Language Model Empowered Soft Sensor. IEEE Internet of Things Journal.DOI
  19. 李艳恺，陈晨，刘丁，穆凌霞，黄伟超（2025）. 离散时间Markov跳变系统动态输出反馈有限时间H∞控制. 《控制与决策》.DOI
  20. Yinyin Li, Junchao Ren, Ding Liu (2025). Data-driven Czochralski Silicon Single Crystal Iterative Learning Control Based on Setpoint Optimization. 《第36届中国过程控制会议论文集（上）》.DOI
  21. 穆凌霞，田璐，冯楠，汪红鑫，张建，吴世海，刘丁（2025）. 改进滑动粗粒化和集成波动色散熵的故障诊断方法. 《智能系统学报》.
  22. 党超亮，蒋泽豪，王艺华，同向前，刘丁，宋卫章（2025）. 基于事件触发的Vienna整流器模型预测控制. 《太阳能学报》.DOI
  23. Lingxiang Quan, Ding Liu (2025). DMASG: A denoising memory adaptive spatial guidance network for soft sensor modelling in complex manufacturing processes. Journal of Manufacturing Processes.DOI
  24. Jun-Chao Ren, Ding Liu, Yin Wan (2025). Data-Driven Coordinated Control of Czochralski Silicon Single Crystal Growth Operation Process Based on Indirect Control Strategy. IEEE Transactions on Semiconductor Manufacturing.DOI
  25. Lingxia Mu, Ding Liu, Sunhao Wu, Yuyu Liu, Peiyuan Gao, Han Liu, Youmin M. Zhang (2025). A Condition Monitoring Method via a New Signal Expansion Strategy for the Crystal Lifting and Rotating Mechanism. IEEE Transactions on Semiconductor Manufacturing.DOI
  26. Weichao Huang, Siyuan Cao, Ruyu Liu, Ding Liu (2025). Research on the thermal-fluid coupling in the growth process of Czochralski silicon single crystals based on an improved physics-informed neural network. AIP Advances.DOI
  27. Yankai Li, Chen Chen, Ding Liu, Dongping Li (2025). Anti-Disturbance Switching Control for Silicon Single Crystal Growth Systems Under Unmeasured States. IEEE Transactions on Cybernetics.DOI
  28. Fan Liu, Ding Liu, Pengju Zhang, Hao Pan, Jiayi Ti (2025). Finite-Dimensional Observer-Based Control for Time-Delayed Heat Conduction in Silicon Crystal Growth. IEEE Transactions on Semiconductor Manufacturing.DOI
  29. Weichao Huang, Kexin Yang, Ding Liu (2025). A State Monitoring Method for Czochralski Silicon Single Crystal Growth Process Based on HC-NPE-CVA. 《第44届中国控制会议论文集（9）》.DOI
  30. Lingxiang Quan, Pengju Zhang, Hao Pan, Ding Liu (2025). Deep learning-assisted crystal growth: A soft sensor approach for diameter prediction in silicon single crystals. Journal of Crystal Growth.DOI
  31. Yu-Yu Liu, Ding Liu, Shihai Wu, Yizhan Jing (2025). Hybrid-driven modeling using a BiLSTM–AdaBoost algorithm for diameter prediction in the constant diameter stage of Czochralski silicon single crystals. Scientific Reports.DOI
  32. Yu-Yu Liu, Ding Liu, Jun Chao Ren, Shi Hai Wu (2025). Incipient fault diagnosis method for silicon single crystal growth assisted by deep learning. CrystEngComm.DOI
  33. Hongxin Wang, Lingxia Mu, Nan Feng, Han Liu, Ding Liu (2024). A fault isolation method using kernel canonical variate analysis-based contribution. 《第35届中国过程控制会议论文集》.DOI
  34. 党超亮，王艺华，蒋泽豪，刘丁（2024）. 基于混合矢量调制的VIENNA预测控制研究. 《电力电子技术》.
  35. Runyuan Guo, Han Liu, Ding Liu (2024). When Deep Learning-Based Soft Sensors Encounter Reliability Challenges: A Practical Knowledge-Guided Adversarial Attack and Its Defense. IEEE Transactions on Industrial Informatics.DOI
  36. Yankai Li, Ding Liu, Dongping Li, Qingyu Wang, Chen Chen (2024). Multisource disturbances rejection control for linear systems with unmeasured states under process and measurement disturbances. Journal of the Franklin Institute.DOI
  37. Fan Liu, Ding Liu (2024). Finite-Dimensional Observer-Based Model Predictive Controller for Heat Equation in Silicon Single Crystal Growth Process with Time Delay. China Automation Congress (CAC).DOI
  38. Lei Jiang, Haotan Wei, Ding Liu (2024). Research on Abnormal State Detection of CZ Silicon Single Crystal Based on Multimodal Fusion. Sensors.DOI
  39. Jun-Chao Ren, Ding Liu, Yin Wan, Shuyan Shi, Yuyu Liu (2024). Iterative ESO-Based Data-Driven Active Disturbance Rejection Learning Control of Czochralski Silicon Single Crystal Growth Process. Proceedings of the ... American Control Conference/Proceedings of the American Control Conference.DOI
  40. Lingxiang Quan, Ding Liu (2024). Study on Shoulder Edge Breakage during the CSSCGP Based on MQBNet. Chinese Control and Decision Conference (CCDC).DOI
  41. Ni Zhang, Ding Liu (2024). LBM modeling of three-dimensional mixed convection in CZ crystal growth on curvilinear coordinates system. Results in Physics.DOI
  42. Shuyan Shi, Ding Liu, Zhiran Huo (2024). Simulation of thermal-fluid coupling in silicon single crystal growth based on gradient normalized physics-informed neural network. Physics of Fluids.DOI
  43. Yu-Yu Liu, Lingxia Mu, Pengju Zhang, Ding Liu (2024). Research on Classification Algorithm of Silicon Single-Crystal Growth Temperature Gradient Trend Based on Multi-Level Feature Fusion. Sensors.DOI
  44. Haonan Yang, Ding Liu, Jun-Chao Ren (2023). Optimization of Extreme Learning Machine Based on Improved Beetle Antennae Search for Slot Die Coating Prediction. 《第35届中国控制与决策会议论文集（8）》.DOI
  45. Renqiang Li, Xiaojuan Wang, Wenxiao Wang, Haosheng Jiang, Ding Liu, Xubin Ping (2023). Image Based Visual Servoing Model Predictive Control of Manipulator. 《第35届中国控制与决策会议论文集（7）》.DOI
  46. Runyuan Guo, Han Liu, Youmin Zhang, Ding Liu (2023). A Knowledge-Guided Adversarial Attack and Its Adversarial Training Defense for Deep Learning-Based Soft Sensor. 《第34届中国过程控制会议论文集》.DOI
  47. Weichao Huang, Jiahao Li, Ding Liu (2023). Research on Unsteady Inverse Heat Conduction Based on Dynamic Matrix Control. Energies.DOI
  48. Runyuan Guo, Han Liu, Guo Xie, You-Min Zhang, Ding Liu (2023). A Self-Interpretable Soft Sensor Based on Deep Learning and Multiple Attention Mechanism: From Data Selection to Sensor Modeling. IEEE Transactions on Industrial Informatics.DOI
  49. Yin Wan, Ding Liu, Jun-Chao Ren (2023). A modeling method of wide random forest multi-output soft sensor with attention mechanism for quality prediction of complex industrial processes. Advanced Engineering Informatics.DOI
  50. Liang-Liang Jia, Ding Liu, Jun-Chao Ren, Yin Wan, Shu-Yan Shi (2023). Thermal Field Temperature Prediction Based on SPBO-SCN for Semiconductor Silicon Single Crystal Growth Process. China Automation Congress (CAC).DOI
  51. Lei Jiang, Rui Xue, Ding Liu (2023). Node-Loss Detection Methods for CZ Silicon Single Crystal Based on Multimodal Data Fusion. Sensors.DOI
  52. Shuyan Shi, Ding Liu, Zhiran Huo (2023). Simulation of thermoelastic coupling in silicon single crystal growth based on alternate two-stage physics-informed neural network. Engineering Applications of Artificial Intelligence.DOI
  53. Yin Wan, Ding Liu, Jun-Chao Ren (2023). Iterative Learning-Based Predictive Control Method for Electronic Grade Silicon Single Crystal Batch Process. IEEE Transactions on Semiconductor Manufacturing.DOI
  54. Yin Wan, Ding Liu, Jun-Chao Ren, Shihai Wu (2023). Study on the Hierarchical Predictive Control of Semiconductor Silicon Single Crystal Quality Based on the Soft Sensor Model. Sensors.DOI
  55. Jun-Chao Ren, Ding Liu, Yin Wan (2023). Adaptive iterative extended state observer-based data-driven iterative learning model predictive control for semiconductor silicon single crystal batch process. Journal of the Franklin Institute.DOI
  56. 党超亮，王飞，穆晓宇，刘丁，同向前，宋卫章，黄晶晶（2022）. 引入电感参数辨识的Vienna整流器双矢量预测恒频控制. 《中国电机工程学报》.
  57. Runyuan Guo, Han Liu, Guo Xie, Youmin Zhang, Ding Liu (2022). Self-Interpretable Soft Sensor Based on Deep Learning and Triple Attention Mechanisms:A Knowledge-Guided,Hybrid-Driven Approach. 《第33届中国过程控制会议论文集》.DOI
  58. Ling-Xia Mu, Biyu Lei, Ding Liu (2022). A Multi-Kernel Principal Component Analysis Method for Quality-Related Fault Detection. Youth Academic Annual Conference of Chinese Association of Automation.DOI
  59. Weichao Huang, Jiahao Li, Ding Liu (2022). Real-Time Solution of Unsteady Inverse Heat Conduction Problem Based on Parameter-Adaptive PID with Improved Whale Optimization Algorithm. Energies.DOI
  60. Yuyu Liu, Ding Liu, Zezhong Song (2022). Simulation study on control characteristics of semiconductor grade monocrystalline silicon growth process. China Automation Congress (CAC).DOI
  61. Yankai Li, Biao Ren, Ding Liu (2022). Model predictive control of event triggering in silicon single crystal growth processes. China Automation Congress (CAC).DOI
  62. Yin Wan, Ding Liu, Jun-Chao Ren (2022). Performance-driven semiconductor silicon crystal quality control. Journal of Process Control.DOI
  63. Shuyan Shi, Ding Liu, Zhiran Huo (2022). Simulation of flow field in silicon single-crystal growth using physics-informed neural network with spatial information. Physics of Fluids.DOI
  64. Jun-Chao Ren, Ding Liu, Yin Wan (2022). Data-Driven and Mechanism-Based Hybrid Model for Semiconductor Silicon Monocrystalline Quality Prediction in the Czochralski Process. IEEE Transactions on Semiconductor Manufacturing.DOI
  65. Lu Kang, Ding Liu, Yali Wu, Yingzhen Zhao, Guozheng Ping (2022). Multi-furnace optimization in silicon single crystal production plants by power load scheduling. Journal of Process Control.DOI
  66. Jun-Chao Ren, Ding Liu, Yin Wan (2022). VMD-SEAE-TL-Based Data-Driven soft sensor modeling for a complex industrial batch processes. Measurement.DOI
  67. Xinyu Zhang, Ding Liu, Pengyi Lin, Ruirui Ji (2022). A Robust Method With Adaptive Inpainting for Edge Detection of Single Silicon Crystal. IEEE Sensors Journal.DOI
  68. Jing Zhang, Ding Liu, Qin-Wei Tang (2022). The CNN Deep Learning-Based Melting Process Prediction of Czochralski Monocrystalline Silicon. IEEE Access.DOI
  69. 张晶，刘丁，杜燕军（2021）. 直拉硅单晶非均匀相变温度场最优控制. 《控制理论与应用》.
  70. Chao-Liang Dang, Fei Wang, Ding Liu, Xiangqian Tong, Weizhang Song, Jing-Jing Huang (2021). A Fixed Operation Frequency Model Predictive Control for LCL-Filter NPC-type Inverter. 2021 IEEE International Conference on Predictive Control of Electrical Drives and Power Electronics (PRECEDE).DOI
  71. Chaoliang Dang, Fei “Fred” Wang, Xiangqian Tong, Ding Liu, Xiaoyu Mu, Weizhang Song (2021). An Improved Voltage Sensorless Model Predictive Direct Power Control for Vienna Rectifier. IEEE International Power Electronics and Application Symposium (PEAS).DOI
  72. Junchao Ren, Ding Liu, Hao-Peng Yang (2021). Mechanism and Data-based Hybrid Model for Czochralski Silicon Single Crystal Growth Process. China Automation Congress (CAC).DOI
  73. Lu Kang, Ding Liu, Yali Wu, Guozheng Ping (2021). Scheduling optimization of silicon single crystal production process based on adaptive improved particle swarm optimization. China Automation Congress (CAC).DOI
  74. Yin Wan, Ding Liu, Yuyu Zhang, Jun-Chao Ren (2021). Modeling of Czochralski silicon single crystal growth process based on improved stack autoencoding. China Automation Congress (CAC).DOI
  75. Shuyan Shi, Ding Liu, Zhongdan Zhao (2021). Parameter estimation of time fractional heat conduction equation for monocrystalline silicon. China Automation Congress (CAC).DOI
  76. Yin Wan, Ding Liu, Junchao Ren (2021). Hybrid integrated modeling of thermal field temperature in Cz silicon single crystal growth process based on VMD-CNN-LSTM-ELM. 《第40届中国控制会议论文集（3）》.DOI
  77. Jun-Chao Ren, Ding Liu, Yin Wan (2021). Modeling and application of Czochralski silicon single crystal growth process using hybrid model of data-driven and mechanism-based methodologies. Journal of Process Control.DOI
  78. Yin Wan, Ding Liu, Congcong Liu, Jun-Chao Ren (2021). Data-Driven Model Predictive Control of Cz Silicon Single Crystal Growth Process With V/G Value Soft Measurement Model. IEEE Transactions on Semiconductor Manufacturing.DOI
  79. Jun-Chao Ren, Ding Liu, Yin Wan (2021). Model-Free Adaptive Iterative Learning Control Method for the Czochralski Silicon Monocrystalline Batch Process. IEEE Transactions on Semiconductor Manufacturing.DOI
  80. Ni Zhang, Ding Liu, Yin Wan (2021). Numerical Modeling and Control of the Dynamic Single Silicon Crystal Growth Process. IEEE Transactions on Semiconductor Manufacturing.DOI
  81. 任俊超，刘丁，万银（2020）. 基于混合集成建模的硅单晶直径自适应非线性预测控制. 《自动化学报》.DOI
  82. 万银，刘丁，任俊超，刘聪聪（2020）. 基于栈式自编码网络的直拉硅单晶生长过程V/G软测量建模. 《仪器仪表学报》.DOI
  83. Lu Kang, Ding Liu, Yali Wu, Yingzhen Zhao (2020). Scheduling optimization of silicon single crystal production process based on improved particle swarm algorithm. Chinese Automation Congress.DOI
  84. Jing Zhang, Ding Liu, Yani Pan (2020). Suppression of oxygen and carbon impurity deposition in the thermal system of Czochralski monocrystalline silicon. Journal of Semiconductors.DOI
  85. Xinyu Zhang, Ding Liu, Yuan Yang, Junli Liang (2020). An Intelligent Particle Filter With Adaptive M-H Resampling for Liquid-Level Estimation During Silicon Crystal Growth. IEEE Transactions on Instrumentation and Measurement.DOI
  86. Yin Wan, Ding Liu, Junchao Ren, Congcong Liu, Jie Sun (2020). Model-Free Sliding Mode Iterative Learning Control for Cz Silicon Single Crystal Diameter. 《第三十九届中国控制会议论文集（5）》.DOI
  87. 赵小国，刘丁，景坤雷（2019）. 融合改进蚁狮算法和T-S模糊模型的噪声非线性系统辨识. 《控制与决策》.DOI
  88. J. Xin, Kai-Yuan Gao, Shan Mao, Bo Yan, Ding Liu (2019). A Bayesian Filtering Approach for Error Mitigation in Ultra-Wideband Ranging. Italian National Conference on Sensors.DOI
  89. J. Xin, Rong Yu, Ding Liu, Youmin Zhang (2019). Thermal stress deformation prediction for rotary air-preheater rotor using deep learning approach. International journal of Modeling, identification and control.DOI
  90. Jun-Chao Ren, Ding Liu, Zhan Wang, Yin Wan (2019). Data-driven model-free adaptive sliding mode control for melt surface temperature of Czochralski silicon monocrystal growth process. Chinese Automation Congress.DOI
  91. Yin Wan, Ding Liu, Jun-Chao Ren, Congcong Liu (2019). Research on Internal Temperature Distribution of Crystals in CZ Silicon Single Crystal Growth Process Based on Finite Element Model. Chinese Automation Congress.DOI
  92. Xinyu Zhang, Ding Liu, Hanya Jiang, Junli Liang (2019). Particle Filter With Unknown Statistics to Estimate Liquid Level in the Silicon Single-Crystal Growth. IEEE Transactions on Instrumentation and Measurement.DOI
  93. Jing Zhang, Qin-Wei Tang, Ding Liu (2019). Research Into the LSTM Neural Network-Based Crystal Growth Process Model Identification. IEEE Transactions on Semiconductor Manufacturing.DOI
  94. Ding Liu, Ni Zhang, Lei Jiang, Xiaoguo Zhao, Wei-Feng Duan (2019). Nonlinear Generalized Predictive Control of the Crystal Diameter in CZ-Si Crystal Growth Process Based on Stacked Sparse Autoencoder. IEEE Transactions on Control Systems Technology.DOI
  95. Jing Zhang, Jun-Chao Ren, Ding Liu (2019). Effect of crucible rotation and crystal rotation on the oxygen distribution at the solid-liquid interface during the growth of Czochralski monocrystalline silicon under superconducting horizontal magnetic field. Results in Physics.DOI
  96. Xiaoguo Zhao, Kunlei Jing, Ding Liu, Xiaomei Yan (2018). Improved Ant Lion Optimizer and its application in modeling of Czochralski crystal growth. Chinese Control and Decision Conference (CCDC).DOI
  97. Zhe Yang, Ding Liu, Gang Zheng, Yi Hua Deng (2018). Roll Eccentricity Repetitive Compensation Control Based on Sparse Fourier Transform for Cold Rolling Mill. Chinese Automation Congress.DOI
  98. Jing Zhang, Yin Wan, Ding Liu, Jun-Chao Ren (2018). Optimization of control parameters in microdefect Czochralski monocrystalline silicon growth. Chinese Automation Congress.DOI
  99. Xinyu Zhang, Hanya Jiang, Ding Liu, Yajuan Zhang (2018). Silicon Melt Liquid Level Detection Based on Parallel CRPF. Chinese Automation Congress.DOI
  100. Weichao Huang, Ding Liu (2018). Dual Loop Feedforward Control for Czochralski Silicon Single Crystal Growth. Chinese Automation Congress.DOI
  101. Ni Zhang, Ding Liu (2018). Numerical simulation of MHD oscillatory mixed convection in CZ crystal growth by Lattice Boltzmann method. Results in Physics.DOI
  102. 刘丁，赵小国，赵跃（2017）. 直拉硅单晶生长过程建模与控制研究综述. 《控制理论与应用》.
  103. Ding Liu, Weichao Huang, Ni Zhang (2017). Numerical simulation of convection and heat transfer in Czochralski crystal growth by multiple-relaxation-time LBM. AIP Advances.DOI
  104. Ni Zhang, Ding Liu, Weichao Huang (2017). Modeling and simulation on melt flow and thermal in crystal growth. Chinese Control Conference (CCC).DOI
  105. 刘丁，张新雨，陈亚军（2016）. 基于多目标人工鱼群算法的硅单晶直径检测图像阈值分割方法. 《自动化学报》.DOI
  106. Shangbin Jiao, Di Sun, Ding Liu, Wei Chao Huang (2016). Research on the weak signal detection method based on adaptive vibrational resonance. Chinese Control Conference (CCC).DOI
  107. Shangbin Jiao, Kou Jie, Ding Liu, Qing Zhang (2016). Stochastic resonance of asymmetric bistable system driven by binary signals under α stable noise. Chinese Control Conference (CCC).DOI
  108. Xin Guo, Hai‐Peng Ren, Ding Liu (2016). An Optimized PI Controller Design for Three Phase PFC Converters Based on Multi-Objective Chaotic Particle Swarm Optimization. Journal of Power Electronics.DOI
  109. Jing Zhang, Ding Liu, Yue Zhao (2016). GPC based adaptive crowning growth control in CZ-Si process. Chinese Control Conference (CCC).DOI
  110. Xin Guo, Hai‐Peng Ren, Ding Liu, Jun Suo, Shutao Peng (2016). A novel soft switching two-stage heating power supply topology for silicon growth furnace. Chinese Control Conference (CCC).DOI
  111. 弋英民，刘丁，黄莹（2015）. 未知观测噪声时机器人同步定位与地图构建. 《控制理论与应用》.
  112. Han Liu, Yi Deng, Li-Fan Zhang, Ding Liu (2015). Neuro-fuzzy control based on on-line least square support vector machines. Cybersecurity and Cyberforensics Conference.DOI
  113. Guo Xie, Minying Ye, Xin-Hong Hei, Fucai Qian, Han Liu, Ding Liu, Bangcheng Sun, Junbin Mu (2015). 2P15 An analysis of High-Speed Train Axle Temperature Based on Fuzzy C-Means Clustering Algorithm(Shotgun Session).DOI
  114. Huang Weichao, Ding Liu, Ni Zhang (2015). Influence of thermal and flow distribution for the Czochralski growth process of Si under external magnetic field.DOI
  115. Junli Liang, Miaohua Zhang, Ding Liu, Wenyi Wang (2015). Shape Fitting for the Shape Control System of Silicon Single Crystal Growth. IEEE Transactions on Industrial Informatics.DOI
  116. 辛菁，白蕾，刘丁（2014）. 基于自适应kalman滤波的机器人6DOF无标定视觉定位. 《系统仿真学报》.DOI
  117. 张新雨，刘丁，汪姣，李琦（2014）. 一种检测单晶炉热场温度的新方法. 《控制理论与应用》.
  118. 张新雨，刘丁，杨文，杨延西（2014）. 基于人工鱼群霍夫变换的单晶硅直径检测. 《仪器仪表学报》.DOI
  119. 刘丁（2014）. 全国高校自动化专业“卓越工程师教育培养计划＂调研报告. 《中国大学教学》, No. 4.下载原文
  120. Yi Deng, Han Liu, Huilong Wang, Ding Liu (2014). Implicit Generalized Predictive Control of multivariable systems based on online Least Square Support Vector Machines of inverse system. Proceedings of the 33rd Chinese Control Conference.DOI
  121. Jing Zhang, Ding Liu, Yue Zhao, Shangbin Jiao (2014). Impact of heat shield structure in the growth process of Czochralski silicon derived from numerical simulation. Chinese Journal of Mechanical Engineering.DOI
  122. Ding Liu, Zhang Jing (2014). Research on some control issues in the Czochralski process of solar grade mono-crystal silicon.DOI
  123. 梁炎明，苏芳，李琦，刘丁（2013）. 基于支持向量机回归的T-S模糊模型自组织算法及应用. 《自动化学报》.
  124. 钱富才，李江，刘丁（2013）. 统计特性已知的复杂系统控制器设计方法. 《控制与决策》.DOI
  125. Jiang Lei, Ding Liu, Yue Zhao, Jiao Shang-Bin (2013). The detection method of the silicon melting process in the CZ single-crystal furnace. International Conference on Control and Automation.DOI
  126. 梁炎明，刘丁，伍光宇（2012）. 基于自适应重叠系数的T-S模型在线辨识算法及应用. 《控制与决策》.
  127. Yan-Ming Liang, Ding Liu, Guang Wu (2012). Online T-S model identification algorithm based on adaptive overlap coefficient and its application.
  128. Lei Jiang, Ding Liu, Yue Zhao, Zhi-Shang Liu (2012). Study on Solid-liquid Interface Morphology Simulation Method and Control Parameters of Cz-Si under Multi-stream Coupled Environment. Rengong jingti xuebao.
  129. Ding Liu (2012). 3D Optimization Design and Realization of the Asymmetric Cusp Magnetic Field. Journal of Xi'an University of Technology.
  130. 梁炎明，刘丁，赵跃（2011）. 基于自适应噪声抵消的CZ单晶炉炉膛温度信号处理. 《控制理论与应用》.
  131. 梁炎明，刘丁（2011）. 一种T-S模糊模型的自组织辨识算法及应用. 《仪器仪表学报》.DOI
  132. 弋英民，刘丁（2010）. 基于单目视觉的轮式机器人同步定位与地图构建. 《仪器仪表学报》.
  133. 梁炎明，刘丁，任海鹏，赵跃（2010）. 基于自适应陷波的直拉单晶直径跟踪. 《仪器仪表学报》.DOI
  134. 阎晓妹，刘丁，郭会军（2010）. 分数阶Chen混沌系统的径向基函数神经滑模控制. 《控制理论与应用》.
  135. 朱少平，钱富才，刘丁（2010）. 基于两级算法的混沌控制. 《控制理论与应用》.
  136. 辛菁，刘丁，徐庆坤（2010）. 基于LS-SVR的机器人空间4DOF无标定视觉定位. 《控制理论与应用》.
  137. 钱富才，朱少平，刘丁（2010）. 噪声未知的LQG控制问题研究. 《控制理论与应用》.
  138. 弋英民，刘丁，李人厚（2010）. 基于势场路径规划的机器人同步定位与地图构建. 《控制与决策》.DOI
  139. Xiaoping Xu, Fucai Qian, Ding Liu, Guangjun Liu (2010). Study on identification algorithm of a class of nonlinear model. International Congress on Image and Signal Processing (CISP).DOI
  140. Xiaoping Xu, Fucai Qian, Ding Liu, Feng Wang (2010). Identification of a nonlinear block-oriented model. International Conference on Natural Computation (ICNC).DOI
  141. Xiaomei Yan, Ding Liu (2010). Chaos control of fractional order Lü system via RBF neural network sliding mode controller. World Congress on Intelligent Control and Automation.DOI
  142. Ding Liu, Junli Liang (2010). A Bayesian Approach to Diameter Estimation in the Diameter Control System of Silicon Single Crystal Growth. IEEE Transactions on Instrumentation and Measurement.DOI
  143. 辛菁，刘丁，杨延西（2009）. 基于AIA优化LS-SVR的参数选取及在非线性系统辨识中的应用(英文). 《系统仿真学报》.DOI
  144. 梁炎明，刘丁，李琦，刘涵，宋念龙（2009）. 基于证据推理的电站锅炉空预器热点检测. 《传感技术学报》.
  145. Xiaomei Yan, Ding Liu (2009). Control and projective synchronization of fractional-order chaotic systems based on sliding mode control. IEEE Conference on Industrial Electronics and Applications (ICIEA).DOI
  146. 高振斌，钱富才，刘丁（2008）. 基于最大互信息指标的对偶控制研究. 《自动化学报》.
  147. 辛菁，刘丁，杨延西（2008）. 基于图像的机器人视觉伺服免疫控制. 《仪器仪表学报》.DOI
  148. 高振斌，钱富才，刘丁（2008）. 多变量自适应极点配置对偶控制的研究. 《控制与决策》.
  149. 焦尚彬，刘丁（2008）. 基于最小二乘支持向量机的绝缘子盐密光纤在线检测. 《仪器仪表学报》.DOI
  150. 郑岗，刘丁，张震，李好文（2008）. 基于提离点的脉冲涡流测厚研究. 《仪器仪表学报》.DOI
  151. 高振斌，钱富才，刘丁（2008）. 基于LMI的不确定随机系统输出反馈保性能控制. 《信息与控制》.
  152. 刘涵，刘丁（2008）. 基于支持向量机的参数自整定PID非线性系统控制. 《控制理论与应用》.
  153. 刘丁，吴雄君，杨延西，辛菁（2008）. 基于改进变尺度混沌优化的自标定位置视觉伺服. 《自动化学报》.
  154. 徐小平，钱富才，刘丁，王峰（2008）. 基于改进粒子群优化算法的新型小波神经网研究. 《信息与控制》.
  155. 徐小平，钱富才，刘丁，王峰（2008）. 基于PSO算法的系统辨识方法. 《系统仿真学报》.DOI
  156. 刘丁，刘涵（2008）. 基于支持向量机的非线性离散动力学系统控制. 《控制理论与应用》.
  157. Ren Haipeng, Liu Ding (2007). Synchronization of chaos using radial basis functions neural networks. Journal Of Systems Engineering And Electronics, Vol. 18, No. 1.DOI
  158. 刘涵，刘丁（2007）. 基于支持向量机的一类混沌系统自适应逆控制. 《控制理论与应用》.
  159. 任海鹏，刘丁（2007）. 基于贝努力映射和CPLD的混沌A／D转换器. 《仪器仪表学报》.DOI
  160. 刘丁，李晓斌，左磊（2007）. 基于最小二乘支持向量机的N型热电偶非线性校正及应用. 《仪器仪表学报》.
  161. 辛菁，刘丁，杨延西，徐庆坤（2007）. 基于自适应免疫整定的机器人无标定自抗扰视觉伺服控制. 《控制理论与应用》.
  162. 李晓斌，刘丁，左磊（2007）. RBF-PSO在N型热电偶非线性校正中的应用. 《传感技术学报》.
  163. 李晓斌，刘丁，左磊（2007）. 基于WNN-PSO的压力测量与校正方法. 《传感技术学报》.
  164. 钱富才，高振斌，刘丁（2007）. 双线性系统多目标控制问题研究. 《自动化学报》.DOI
  165. 高振斌，钱富才，刘丁（2007）. 不确定随机系统LQG对偶控制. 《信息与控制》.
  166. 刘丁，王飞（2006）. BSSLAB:基于SCILAB的盲源分离仿真软件包. 《系统仿真学报》.
  167. 刘丁（2006）. 自动控制理论. 《机械工业》.
  168. 杨延西，刘丁，辛菁（2006）. 基于LS-SVM的机器人逆运动学建模. 《系统仿真学报》.DOI
  169. 刘涵，刘丁（2006）. 基于模糊sigmoid核的支持向量机回归建模. 《控制理论与应用》.
  170. 刘丁，李攀，张晓晖（2006）. 一种基于区间分割的网络控制系统时延补偿方法. 《信息与控制》.
  171. 刘丁，刘晓丽，杨延西（2006）. 基于AGA的ADRC及其应用研究. 《系统仿真学报》.
  172. 刘丁，刘涵，李琦，余进（2006）. 基于图像特征的电站锅炉空气预热器热点检测系统. 《仪器仪表学报》.
  173. 杨延西，刘丁（2006）. 基于模糊遗传算法的二自由度PID控制器优化设计. 《仪器仪表学报》.
  174. 钱富才，刘丁，周伟（2006）. 线性约束系统镇定算法研究. 《2006中国控制与决策学术年会》.
  175. 刘庆丰，王华民，刘丁（2006）. 级联型多电平逆变器中的谐波控制. 《电工技术学报》.
  176. 刘丁（2006）. 以特色增实力以贡献求发展——地方院校可持续发展之路的探索与实践. 《中国高教研究》, No. 2.下载原文
  177. Ding Liu, Han Liu (2006). Chaos control in Lorenz systems based on adaptive inverse control of support vector machines.DOI
  178. Hai‐Peng Ren, Ding Liu (2006). Nonlinear feedback control of chaos in permanent magnet synchronous motor. IEEE Transactions on Circuits and Systems II Analog and Digital Signal Processing.DOI
  179. 刘丁，任海鹏，李虎明（2005）. 基于Lyapunov指数的弱周期信号检测. 《仪器仪表学报》.
  180. 杨延西，刘丁（2005）. 基于ANFIS的温度传感器非线性校正方法. 《仪器仪表学报》.DOI
  181. 刘军，刘丁，白华煜（2005）. 模糊神经网络控制器参数修正方法研究. 《仪器仪表学报》.
  182. 刘军，刘丁，钱富才，王玲芝（2005）. 基于模糊神经网络大容量输油泵多变量控制. 《控制理论与应用》.
  183. 李晓斌，刘丁，郭军献，张晓晖（2005）. 真空退火炉的建模与优化. 《控制与决策》.
  184. 杨延西，刘丁，高异（2005）. 火电厂锅炉主汽温模糊免疫PID-Smith预估控制. 《系统仿真学报》.DOI
  185. 任海鹏，刘丁（2005）. 基于非线性跟踪的混沌反控制(英文). 《系统仿真学报》.DOI
  186. 李晓斌，刘丁（2005）. 基于智能方法的真空退火炉建模与控制. 《信息与控制》.
  187. 刘涵，刘丁，李琦（2005）. 基于支持向量机的混沌时间序列非线性预测. 《系统工程理论与实践》, Vol. 25, No. 9.下载原文
  188. Ding Liu, Hai‐Peng Ren, Li Song, Huming Li (2005). Weak signal detection based on chaotic oscillator.DOI
  189. Gang Zheng, Xiaomei Yan, Haowen Li, Ding Liu (2005). Classification of voltage sag based on wavelet transform and wavelet network.DOI
  190. Xiaobin Li, Ding Liu (2005). Modeling and Optimal for Vacuum Annealing Furnace Based on Wavelet Neural Networks with Adaptive Immune Genetic Algorithm. Lecture notes in computer science.DOI
  191. Hai‐Peng Ren, Ding Liu (2005). Bifurcation behaviours of peak current controlled PFC boost converter. Chinese Physics.DOI
  192. 倪云峰，刘丁（2004）. 智能控制器在机器人机械手位置控制中的应用. 《长安大学学报(自然科学版)》.
  193. 辛菁，刘丁，杜金华，杨延西（2004）. 基于遗传整定的模糊免疫PID控制器在液位控制系统中的应用研究. 《信息与控制》.
  194. 任海鹏，刘丁（2004）. BOOST变换器中混沌现象及其控制的仿真研究. 《系统仿真学报》.
  195. 郑岗，左鹏飞，刘丁（2004）. 动态优先级思想在CAN总线网络中的应用. 《测控技术》.DOI
  196. 刘丁，杜金华，赵跃，宋念龙（2004）. 基于Internet的工业过程控制系统中网络时延分析与研究. 《第五届全球智能控制与自动化大会会议论文集（2）》.
  197. 钱富才，刘丁，李云霞（2004）. 基于两级算法的对偶控制. 《控制理论与应用》.
  198. 刘军，刘丁，韩霞，白华煜（2004）. 模糊神经网络控制器的优化设计. 《系统工程理论与实践》, Vol. 24, No. 5.下载原文
  199. Ze-Ming Fan, Tong Li, Ding Liu, Wen-Sheng Wang (2004). A fault diagnosis method of the main transformer in the power train using compound data fusion method. International Conference on Machine Learning and Cybernetics.DOI
  200. Ding Liu, Yan Daniel Zhao (2004). Nonlinear blind source separation based on radial basis function. World Congress on Intelligent Control and Automation.DOI
  201. Bai-Wu WAN, Ding Liu, Xiaoe Ruan (2004). New Trend in Control of Steady-state Large-scale Systems *. IFAC Proceedings Volumes.DOI
  202. Jun Liu, Ding Liu, Hua-Yu Bai, Pu-Sheng Wu (2004). The optimal design of neural fuzzy controller. International Conference on Machine Learning and Cybernetics.DOI
  203. Ding Liu, Jinhua Du, Yue Zhao, Song Nianlong (2004). Study on the time-delay of internet-based i industry process control system. World Congress on Intelligent Control and Automation.DOI
  204. Ding Liu, Hai‐Peng Ren, Xiaoyan Liu (2004). Chaos control in permanent magnet synchronous motor. IEEE International Symposium on Circuits and Systems proceedings.DOI
  205. 刘军，刘丁，张光辉（2003）. 输油泵模糊控制器的设计及优化. 《控制理论与应用》.
  206. 任海鹏，刘丁（2003）. 一类模型未知系统的辨识和混沌化控制(英文). 《控制理论与应用》.
  207. 杨延西，刘丁（2003）. 基于简单模糊逻辑的冗余度机器人动力学路径规划新方法. 《计算机工程与应用》.
  208. 杨延西，刘丁，闫振杰（2003）. 图像反馈机器人视觉伺服系统仿真. 《系统仿真学报》.DOI
  209. 杨延西，刘丁，辛菁，刘涵（2003）. MOTOMAN-SV3XL机器人手眼视觉立体定位系统. 《计算机工程与应用》.
  210. 钱富才，刘丁，刘军（2003）. 不可分动态离散系统的两级最优控制算法. 《系统工程理论与实践》, Vol. 23, No. 2.下载原文
  211. Ding Liu, Liu Xiaoyan (2003). Informax algorithm based on linear ICA neural network for BSS problems. World Congress on Intelligent Control and Automation.DOI
  212. Gang Zheng, Mei-Xiang Shi, Ding Liu, Jian Yao, Zhu-Mei Miao (2003). Power quality disturbance classification based on rule-based and wavelet-multi-resolution decomposition. International Conference on Machine Learning and Cybernetics.DOI
  213. Hai‐Peng Ren, Ding Liu (2003). Anti-control of chaos based on fuzzy neural networks inverse system method. International Conference on Machine Learning and Cybernetics.DOI
  214. Ding Liu (2003). Identification and chaotifying control of a class of system without mathematical model. Control theory & applications.
  215. Jun Liu, Ding Liu, Guanghui Zhang, Pu-Sheng Wu (2003). An optimal design of fuzzy controller for high power oil transfer system. International Conference on Machine Learning and Cybernetics.DOI
  216. 刘丁，余志平，杨延西（2002）. 基于DSP的无刷直流电机无传感器控制系统设计. 《电机与控制学报》.
  217. 杨延西，刘丁，李琦，郑岗（2002）. 基于BP-GA混合学习算法的神经网络短期负荷预测. 《信息与控制》.
  218. 辛菁，刘丁，杨延西，刘涵（2002）. 基于MATCOM的VC与MATLAB集成应用研究. 《现代电子技术》.
  219. 任海鹏，刘丁，郑岗（2002）. 一种基于遗传算法的板形模式识别方法. 《重型机械》.
  220. 任海鹏，刘丁（2002）. 六辊UC轧机轧制过程混沌的轨迹跟踪控制. 《控制理论与应用》.
  221. 钱富才，刘丁，杨恒占（2001）. 基于Hopfield网络的不可分稳态大系统递阶优化控制. 《系统工程理论与实践》, Vol. 21, No. 11.下载原文
  222. 刘丁，赵跃，宋念龙，刘涵（2000）. 高温型电涡流间隙传感器的设计与研制. 《仪器仪表学报》.
  223. 刘丁，毛德柱，王云飞（2000）. USB在数据采集系统中的应用. 《电子技术应用》.
  224. Yanxi Yang, Ding Liu (2000). Fuzzy reaching law control for a digital AC position servo system. Proceedings of the 3rd World Congress on Intelligent Control and Automation (Cat. No.00EX393).DOI
  225. 刘丁，万百五（1999）. 空气预热器供风系统的模型辨识与稳态优化控制. 《自动化学报》.
  226. 罗旭光，刘丁，万百五（1998）. 自适应模糊辨识及其在大系统中的应用. 《控制理论与应用》.
  227. 刘涵，李琦，施卫，刘丁（1998）. 电站锅炉空气预热器热点监测系统的设计. 《电子技术应用》.
  228. 刘丁，邓凌峰（1998）. 分布式电站锅炉空气预热器漏风控制系统的通信控制. 《工业控制计算机》.
  229. 倪云峰，刘丁（1997）. 智能控制器在机械手位置控制中的应用. 《电气传动自动化》.
  230. 刘丁，牟汉生，田健，王华民，倪云峰，刘京英（1995）. 电站锅炉空气预热器的递阶控制. 《1995中国控制与决策学术年会论文集》.
  231. 刘丁，刘松宾（1995）. 带钢轧机厚度智能控制系统. 《1995中国控制与决策学术年会》.
  232. Ding Liu, Bai-Wu Wan (1995). On-Line Coordinative Fuzzy Control of Active Leakage Control System for Power Station Boiler. IFAC Proceedings Volumes.DOI
  233. 王华民，刘丁，万伯任，牟汉生，倪云峰（1993）. STD—BUS实现预热器间隙控制. 《工业控制计算机》.
  234. 刘丁（1993）. 组合神经网络的非线性最优控制方法. 《1993中国控制与决策学术年会论文集》.
  235. 万伯任，刘丁（1989）. 卷绕设备张力和线速度的协调控制. 《自动化学报》.DOI
  236. 刘丁，万伯任，张毅坤（1988）. 倍频工作方式在直流PWM调速系统中的应用. 《控制与决策》.

研究方向

自动化技术仪器仪表工业计算机软件及计算机应用

此主页由公开资料整理，尚未经学者本人认领。