Jinhai Liu

Research interests

Publications

• A task-oriented physical collaborative network for pipeline defect diagnosis in a magnetic flux leakage detection system

  Computers in Industry · 2025 · 10.1016/j.compind.2025.104290

• A Dynamic Weights-Based Wavelet Attention Neural Network for Defect Detection

  IEEE Transactions on Neural Networks and Learning Systems · 2023 · 10.1109/tnnls.2023.3292512

• An X-Ray-Based Automatic Welding Defect Detection Method for Special Equipment System

  IEEE/ASME Transactions on Mechatronics · 2023 · 10.1109/tmech.2023.3327713

• Mechanical behavior of sandstone during post-peak cyclic loading and unloading under hydromechanical coupling

  International Journal of Mining Science and Technology · 2023 · 10.1016/j.ijmst.2023.05.004

• Evolution and modeling of mine water inflow and hazard characteristics in southern coalfields of China: A case of Meitanba mine

  International Journal of Mining Science and Technology · 2022 · 10.1016/j.ijmst.2022.04.001

• An Intelligent Defect Detection Approach Based on Cascade Attention Network Under Complex Magnetic Flux Leakage Signals

  IEEE Transactions on Industrial Electronics · 2022 · 10.1109/tie.2022.3201320

• Logish: A new nonlinear nonmonotonic activation function for convolutional neural network

  Neurocomputing · 2021 · 10.1016/j.neucom.2021.06.067

• Exogenous proline induces regulation in 2-acetyl-1-pyrroline (2-AP) biosynthesis and quality characters in fragrant rice (Oryza sativa L.)

  Scientific Reports · 2020 · 10.1038/s41598-020-70984-1

• A General Transfer Framework Based on Industrial Process Fault Diagnosis Under Small Samples

  IEEE Transactions on Industrial Informatics · 2020 · 10.1109/tii.2020.3036159

• Multisensor Fusion for Magnetic Flux Leakage Defect Characterization Under Information Incompletion

  IEEE Transactions on Industrial Electronics · 2020 · 10.1109/tie.2020.2984444

• A novel wind turbine data imputation method with multiple optimizations based on GANs

  Mechanical Systems and Signal Processing · 2020 · 10.1016/j.ymssp.2019.106610

• Wind turbine fault detection based on expanded linguistic terms and rules using non-singleton fuzzy logic

  Applied Energy · 2020 · 10.1016/j.apenergy.2019.114469

• An Iterative Stacking Method for Pipeline Defect Inversion With Complex MFL Signals

  IEEE Transactions on Instrumentation and Measurement · 2019 · 10.1109/tim.2019.2933171

• A hybrid wind power forecasting approach based on Bayesian model averaging and ensemble learning

  Renewable Energy · 2019 · 10.1016/j.renene.2019.07.166

• A leak detection method for oil pipeline based on markov feature and two-stage decision scheme

  Measurement · 2019 · 10.1016/j.measurement.2019.01.029

• Quick Reconstruction of Arbitrary Pipeline Defect Profiles From MFL Measurements Employing Modified Harmony Search Algorithm

  IEEE Transactions on Instrumentation and Measurement · 2018 · 10.1109/tim.2018.2813839

• Mechanism and risk assessment of overall-instability-induced rockbursts in deep island longwall panels

  International Journal of Rock Mechanics and Mining Sciences · 2018 · 10.1016/j.ijrmms.2018.04.031

• A Small-Sample Wind Turbine Fault Detection Method With Synthetic Fault Data Using Generative Adversarial Nets

  IEEE Transactions on Industrial Informatics · 2018 · 10.1109/tii.2018.2885365

• An Estimation Method of Defect Size From MFL Image Using Visual Transformation Convolutional Neural Network

  IEEE Transactions on Industrial Informatics · 2018 · 10.1109/tii.2018.2828811

• An Arc Fault Detection Method Based on Current Amplitude Spectrum and Sparse Representation

  IEEE Transactions on Instrumentation and Measurement · 2018 · 10.1109/tim.2018.2880939

• Window Feature-Based Two-Stage Defect Identification Using Magnetic Flux Leakage Measurements

  IEEE Transactions on Instrumentation and Measurement · 2017 · 10.1109/tim.2017.2755918

• Weather prediction with multiclass support vector machines in the fault detection of photovoltaic system

  IEEE/CAA Journal of Automatica Sinica · 2017 · 10.1109/jas.2017.7510562

• Injurious or Noninjurious Defect Identification From MFL Images in Pipeline Inspection Using Convolutional Neural Network

  IEEE Transactions on Instrumentation and Measurement · 2017 · 10.1109/tim.2017.2673024

• Interpretation of the extent of hydraulic fracturing for rockburst prevention using microseismic monitoring data

  Journal of Natural Gas Science and Engineering · 2016 · 10.1016/j.jngse.2016.12.034

• Data-Core-Based Fuzzy Min–Max Neural Network for Pattern Classification

  IEEE Transactions on Neural Networks · 2011 · 10.1109/tnn.2011.2175748

Current projects

No projects listed.