主要研究领域包括:人工智能、数据分析与智能决策,作为第一作者或通讯作者在国际知名的权威TOP学术期刊,如:《IEEE Transactions on Industrial Informatics》、《IEEE Transactions On Industrial Electronics》等发表高质量学术论文数十余篇。近年来发表的部分论文代表作列表如下:
1.Image Formation, Deep Learning, and Physical Implication of Multiple Time-Series One-Dimensional Signals: Method and Application, IEEE Transactions on Industrial Informatics, 2021, 17(7): 4566-4574. (TOP, JCR Q1)
2.Lambert Compensation, Nonlinear Estimation and Control Architecture of a Novel Optical Calibration Instrument, IEEE Transactions on Industrial Electronics,2020, 67(5):4193-4202.(TOP, JCR Q1)
3.A Novel Deep Learning Model for Defect Detection in Photovoltaic PanelsUsing Visible Light Imaging,2026,163(2):112895(JCR Q1)
4.ADeepMultipleSelf-supervisedClusteringModel based onAutoencoderNetworks,Scientific Reports,2025,15(1):18372(JCR Q1)
5.DiffusionModel based onStochasticDifferentialEquation withTransformer forStockPricePrediction,Applied Soft Computing,2025,184:1568-4946(JCR Q1)
6.A Morphology and Coordinate Fusion-Based Positioning Method for Solar Cell Classification, IEEE Sensors Journal, 2022, 22(20):19656-19665. (JCR Q1)
7.Novel Extreme Seeking Control Framework with Ordered Excitation and Nonlinear Function based PSO: Method and Application,Solar Energy,2023,255:126-137(JCR Q2)
8.ASequentialExcitation andSimplifiedAntColonyOptimization basedGlobalExtremeSeekingControlMethod forPerformanceImprovement,Swarm and Evolutionary Computation,2024,86:101522.(JCR Q1)
9.EnhancingInterpretability inData-drivenModeling ofPhotovoltaicInverterSystems throughDigitalTwinApproach,Solar Energy,2024,276:112679.(JCR Q2)
10.ConvolutionalNeuralNetwork withFeatureReconstruction forMonitoringMismatchedPhotovoltaicSystems, Solar Energy, 2020, 212: 169-177. (JCR Q2)
11.Time Series Clustering and Physical Implication for Photovoltaic Array Systems with Unknown Working Conditions, Solar Energy, 2019,180(3):401-411.(JCR Q2)
12.Condition Classification and Performance of Mismatched Photovoltaic Arrays via a Pre-filtered Elman Neural Network Decision Making Tool, Solar Energy, 2018.173(10): 1011-1024. (JCR Q2)
13.Parameterized and Centralized Secondary Voltage Control for Autonomous Microgrids, International Journal of Electrical Power & Energy Systems, 2022, 135(2022):1-8.(JCR Q1)
14.Product-Specific Nonlinear Characterization and Instrument for Illumination Angle Measurement with Manufacturing Defects, IEEE Transactions on Instrumentation and Measurement, 2019, 68(9): 3299-3307.(JCR Q1)
15.AnOptimalDesignApproach onEnergyStorageElements of DC/DCConverters viaMatchingPrinciples, IET Renewable Power Generation, 2021, 15(16): 3927-3940. (JCR Q2)
16.Fast and Smooth Trajectory Planning for a Class of Linear Systems Based on Parameter and Constraint Reduction, International Journal of Applied Mathematics and Computer Science, 2022, 32(1):11-21. (JCR Q1)
17.Experiment based Supervised Learning Approach toward Condition Monitoring of Photovoltaic Array Mismatches, IET Generation, Transmission Distribution, 2019,13(7):1014-1024.(JCR Q3)
18.An Intelligent Boosting and Decision-Tree-Regression-Based Score Prediction (BDTR-SP) Method in the Reform of Tertiary Education Teaching, Information, 2023, 14(6), 317.
19.A Pricing Strategy of E-Commerce Advertising Cooperation in the Stackelberg Game Model with Different Market Power Structure, Algorithms, 2019,12(1), 24.
20.Optimal Merchandise Selection Strategy in E-Store Promotional Webpage: A TOPSIS Based Approach, Journal of Electronic Commerce in Organizations,2016, 14(2):1-15.
21.Lightweight Graph Convolution Recommendation Model Based on Knowledge Graph Enhancement,2025 7th InternationalConference on Machine Learning, Big Data and Business Intelligence,2025.
22.Intelligent Condition Monitoring in Photovoltaic Systems: A Lightweight Multi-Scale Time Series Neural Network,6th International Academic Exchange Conference on Science and Technology Innovation,2024
23.A Data Acquisition Model for Industrial Gateways Based on Edge Computing and MapReduce, The proceedings of 3rd International Conference on Control and Intelligent Robotics, 2023.
24.An Enhanced Collision-Aware Min-Max A* Path Planning Algorithm (ECMMA*) in Automated Calibration Production Lines, The proceedings of 3rd International Symposium on Computer Technology and Information Science, 2023.
25.Construction and Research of Industrial Production Line Simulation Platform Based on Digital Twin, The proceedings of 6th World Conference on Mechanical Engineering and Intelligent Manufacturing, 2023.
26.A Nonlinear Modeling Approach for High Performance Solar Angle Sensors, Proceedings of 2015 IEEE Advanced Information Technology,2016.
27.HybridController forDualAxesSolarTrackingSystem, 36th Chinese Control Conference,2017.
28.Architecture and Experiment of Remote Monitoring and Operation Management for Multiple Scales of Solar Power Plants, 2nd IEEE Advanced Information Technology, Electronic and Automation Control Conference, 2017.
29.面向光伏电池片的高精度形态学检测方法,传感器与微系统,2023,42(09):113-115,120.
30.子序列决策聚类下的光伏系统工况判别,杭州电子科技大学学报(自然科学版),2022,41(9):50-56.
31.改进的灰狼优化算法在SVM参数优化中的应用, 传感器与微系统, 2022,41(9):151-155.
32.面向智慧微电网的最大功率点跟踪控制实验教学, 中国现代教育装备, 2021, 2021(13): 51-53+57.
33.数字孪生虚拟仿真实验平台在实践教学中的应用, 中国现代教育装备, 2021,2021 (15): 52-54+58.
部分专利或软著代表作
1.面向光伏电池在线位置检测的人工智能图像识别装置,专利号:ZL201721742923.X
2.光伏电池智能位置检测与反馈控制矫正装置,专利号: ZL201721742925.9
3.光伏电池在线位置检测的人工智能图像识别装置,专利号:ZL201721742923.X
4.光伏电站模拟仪,专利号:ZL20162092516.5
5.便携式光伏电站模拟仪,专利号:ZL201630498140.6
6.便携式光伏电站模拟仪(外观),专利号:ZL20162092516.5
7.一种光伏电站模拟教仪运行系统,专利号:ZL201620915256.X
8.光伏电站智慧云服务平台软件V1.0,软件著作权:2016SR017672
9.包胶机物联网云服务软件V1.0,软件著作权:2016SR072336
10.牵引式自动包扎设备智能控制软件V1.0,软件著作权:2016SR199021
11.线束全自动包扎设备人机界面软件V1.0,软件著作权:2016SR199055


