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2024

A Multi-level spatial feature fusion-based transformer for intelligent defect recognition with small samples toward smart manufacturing systemYiping Gao, Xinyu Li 0001, Liang Gao 0001. ijcim, 37(1-2):4-17, February 2024. [doi]

An end-to-end deep reinforcement learning method based on graph neural network for distributed job-shop scheduling problemJiang-Ping Huang, Liang Gao 0001, Xinyu Li 0001. eswa, 238(Part A):121756, March 2024. [doi]

A Multi-MILP Model Collaborative Optimization Method for Integrated Process Planning and Scheduling ProblemQihao Liu, Xinyu Li 0001, Liang Gao 0001, Jiaxin Fan. tem, 71:4574-4586, 2024. [doi]

An Incremental Knowledge Learning Framework for Continuous Defect DetectionChen Sun, Liang Gao 0001, Xinyu Li 0001, Pai Zheng, Yiping Gao. tim, 73:1-11, 2024. [doi]

Deep Feature Contrasting for Industrial Image Anomaly SegmentationQian Wan, Yunkang Cao, Liang Gao 0001, Xinyu Li 0001, Yiping Gao. tim, 73:1-11, 2024. [doi]

Dynamic Balancing of U-Shaped Robotic Disassembly Lines Using an Effective Deep Reinforcement Learning ApproachKaipu Wang, Yibing Li, Jun Guo, Liang Gao 0001, Xinyu Li 0001. tii, 20(4):6855-6865, April 2024. [doi]

2023

An Adaptive Discrete Whale Swarm Algorithm for the Distributed Job-Shop Scheduling Problem with Limited AGVsYoujie Yao 0001, Cuiyu Wang, Yiping Gao, Xinyu Li 0001, Liang Gao 0001. case 2023: 1-6 [doi]

A New Multiscale Multiattention Convolutional Neural Network for Fine-Grained Surface Defect DetectionLong Wen 0001, Yang Zhang, Liang Gao 0001, Xinyu Li 0001, Min Li 0016. tim, 72:1-11, 2023. [doi]

A New Contrastive GAN With Data Augmentation for Surface Defect Recognition Under Limited DataZongwei Du, Liang Gao 0001, Xinyu Li 0001. tim, 72:1-13, 2023. [doi]

A hierarchical training-convolutional neural network with feature alignment for steel surface defect recognitionYiping Gao, Liang Gao 0001, Xinyu Li 0001. rcim, 81:102507, June 2023. [doi]

A cooperative hierarchical deep reinforcement learning based multi-agent method for distributed job shop scheduling problem with random job arrivalsJiang-Ping Huang, Liang Gao 0001, Xinyu Li 0001, Chun-Jiang Zhang. candie, 185:109650, November 2023. [doi]

Distributed Permutation Flow Shop Scheduling Method Based on Efficient Job Allocation StrategyYang Li, Xinyu Li 0001, Liang Gao 0001, Cuiyu Wang, Yue Teng. ieem 2023: 1421-1425 [doi]

An Effective Solution Space Clipping-Based Algorithm for Large-Scale Permutation Flow Shop Scheduling ProblemYang Li, Xinyu Li 0001, Liang Gao 0001. tsmc, 53(1):635-646, 2023. [doi]

Two novel MILP models with different flexibilities for solving integrated process planning and scheduling problemsQihao Liu, Xinyu Li 0001, Liang Gao 0001, Jiaxin Fan. jors, 74(9):1955-1967, September 2023. [doi]

A multi-population co-evolutionary algorithm for green integrated process planning and scheduling considering logistics systemQihao Liu, Cuiyu Wang, Xinyu Li 0001, Liang Gao 0001. eaai, 126:107030, November 2023. [doi]

A Hybrid Co-Evolutionary Algorithm for the PBS Scheduling Problem in Automobile IndustryYue Teng, Xinyu Li 0001, Qihao Liu, Shichen Tian, Wenxin Ma, Chunjiang Zhang. case 2023: 1-6 [doi]

Unsupervised Image Anomaly Detection and Segmentation Based on Pretrained Feature MappingQian Wan, Liang Gao 0001, Xinyu Li 0001, Long Wen 0001. tii, 19(3):2330-2339, March 2023. [doi]

Adaptive Class Center Generalization Network: A Sparse Domain-Regressive Framework for Bearing Fault Diagnosis Under Unknown Working ConditionsBin Wang, Long Wen 0001, Xinyu Li 0001, Liang Gao 0001. tim, 72:1-11, 2023. [doi]

A new neighbourhood structure for job shop scheduling problemsJin Xie, Xinyu Li 0001, Liang Gao 0001, Lin Gui. ijpr, 61(7):2147-2161, April 2023. [doi]

A novel MILP model for job shop scheduling problem with mobile robotsYou-Jie Yao, Qi-Hao Liu, Xinyu Li 0001, Liang Gao. rcim, 81:102506, June 2023. [doi]

Simple Parameter-free Self-attention ApproximationYuwen Zhai, Jing Hao, Liang Gao 0001, Xinyu Li 0001, Yiping Gao, Shumin Han. iclr 2023: [doi]

2022

A New Cycle-consistent Adversarial Networks With Attention Mechanism for Surface Defect Classification With Small SamplesLong Wen 0001, You Wang, Xinyu Li 0001. tii, 18(12):8988-8998, 2022. [doi]

A New Semi-Supervised Fault Diagnosis Method via Deep CORAL and Transfer Component AnalysisXinyu Li 0001, Zhao Zhang, Liang Gao 0001, Long Wen 0001. tetci, 6(3):690-699, 2022. [doi]

Hybrid Loss-Constrained Lightweight Convolutional Neural Networks for Cervical Cell ClassificationWen Chen, Weiming Shen 0001, Liang Gao 0001, Xinyu Li 0001. sensors, 22(9):3272, 2022. [doi]

Lightweight convolutional neural network with knowledge distillation for cervical cells classificationWen Chen, Liang Gao 0001, Xinyu Li 0001, Weiming Shen 0001. bspc, 71(Part):103177, 2022. [doi]

Integrated Gradient-Based Continuous Wavelet Transform for Bearing Fault DiagnosisJunFei Du, Xinyu Li 0001, Yiping Gao, Liang Gao 0001. sensors, 22(22):8760, 2022. [doi]

A Hierarchical Training-Convolutional Neural Network for Imbalanced Fault Diagnosis in Complex EquipmentYiping Gao, Liang Gao 0001, Xinyu Li 0001, Siyu Cao. tii, 18(11):8138-8145, 2022. [doi]

A Logit Adjusting Transformer for Class Imbalance in Surface Defect RecognitionZhaofu Li, Liang Gao 0001, Xinyu Li 0001. case 2022: 870-875 [doi]

A Cross-coupling Fuzzy Auto Disturbance Rejection Strategy-Based Compliance Controller for Leg of Hydraulic Bipedal RobotJingyuan Li, Haozhen Dong, Sicheng Xie, Xinyu Li 0001, Liang Gao 0001. icarm 2022: 832-837 [doi]

Zero-shot surface defect recognition with class knowledge graphZhaofu Li, Liang Gao 0001, Yiping Gao, Xinyu Li 0001, Hui Li. aei, 54:101813, 2022. [doi]

A multiobjective memetic algorithm for integrated process planning and scheduling problem in distributed heterogeneous manufacturing systemsQihao Liu, Xinyu Li 0001, Liang Gao 0001, Guangchen Wang. memetic, 14(2):193-209, 2022. [doi]

An Outlier-Aware Method for UWB Indoor Positioning in NLoS SituationsChuan Liu, Yunkang Cao, Chen Sun, Weiming Shen 0001, Xinyu Li 0001, Liang Gao 0001. cscwd 2022: 1504-1509 [doi]

An Early Fault Detection Method of Rotating Machines Based on Unsupervised Sequence Segmentation Convolutional Neural NetworkWenbin Song, Weiming Shen 0001, Liang Gao 0001, Xinyu Li 0001. tim, 71:1-12, 2022. [doi]

A novel vision-based multi-task robotic grasp detection method for multi-object scenesYanan Song, Liang Gao 0001, Xinyu Li 0001, Weiming Shen 0001, Kunkun Peng. chinaf, 65(12), 2022. [doi]

Anchor-based Detection and Height Estimation Framework for Particle Defects on Cathodic Copper Plate SurfaceChen Sun, Qian Wan, Zhaofu Li, Liang Gao 0001, Xinyu Li 0001, Yiping Gao. case 2022: 1662-1667 [doi]

Industrial Image Anomaly Localization Based on Gaussian Clustering of Pretrained FeatureQian Wan, Liang Gao 0001, Xinyu Li 0001, Long Wen 0001. tie, 69(6):6182-6192, 2022. [doi]

Logit Inducing With Abnormality Capturing for Semi-Supervised Image Anomaly DetectionQian Wan, Liang Gao 0001, Xinyu Li 0001. tim, 71:1-12, 2022. [doi]

Semi-Supervised Defect Detection Method with Data-Expanding Strategy for PCB Quality InspectionYusen Wan, Liang Gao 0001, Xinyu Li 0001, Yiping Gao. sensors, 22(20):7971, 2022. [doi]

Position Encoding Enhanced Feature Mapping for Image Anomaly DetectionQian Wan, Yunkang Cao, Liang Gao 0001, Weiming Shen 0001, Xinyu Li 0001. case 2022: 876-881 [doi]

Multiple surrogates and offspring-assisted differential evolution for high-dimensional expensive problemsXinjing Wang, Liang Gao 0001, Xinyu Li 0001. isci, 592:174-191, 2022. [doi]

Energy-Efficient Robotic Parallel Disassembly Sequence Planning for End-of-Life ProductsKaipu Wang, Liang Gao 0001, Xinyu Li 0001, Peigen Li. tase, 19(2):1277-1285, 2022. [doi]

Modeling and Balancing for Disassembly Lines Considering Workers With Different EfficienciesKaipu Wang, Xinyu Li 0001, Liang Gao 0001, Peigen Li. tcyb, 52(11):11758-11771, 2022. [doi]

An effective multi-objective whale swarm algorithm for energy-efficient scheduling of distributed welding flow shopGuangchen Wang, Xinyu Li 0001, Liang Gao 0001, Peigen Li. anor, 310(1):223-255, 2022. [doi]

A Graph Guided Convolutional Neural Network for Surface Defect RecognitionYucheng Wang, Liang Gao 0001, Yiping Gao, Xinyu Li 0001. tase, 19(3):1392-1404, 2022. [doi]

A Discrete Artificial Bee Colony Algorithm for Multiobjective Disassembly Line Balancing of End-of-Life ProductsKaipu Wang, Xinyu Li 0001, Liang Gao 0001, Peigen Li, John W. Sutherland. tcyb, 52(8):7415-7426, 2022. [doi]

ε-Constrained Differential Evolution Using an Adaptive ε-Level Control MethodChunjiang Zhang, A. Kai Qin, Weiming Shen 0001, Liang Gao 0001, Kay Chen Tan, Xinyu Li 0001. tsmc, 52(2):769-785, 2022. [doi]

Resetting Weight Vectors in MOEA/D for Multiobjective Optimization Problems With Discontinuous Pareto FrontChunjiang Zhang, Liang Gao 0001, Xinyu Li 0001, Weiming Shen 0001, Jiajun Zhou, Kay Chen Tan. tcyb, 52(9):9770-9783, 2022. [doi]

A random forest-based job shop rescheduling decision model with machine failuresMeng Zhao, Liang Gao 0001, Xinyu Li 0001. jaihc, 13(7):3323-3333, 2022. [doi]

Toward Safe Human-Robot Interaction: A Fast- Response Admittance Control Method for Series Elastic ActuatorHaoran Zhong, Xinyu Li 0001, Liang Gao 0001, Congbo Li. tase, 19(2):919-932, 2022. [doi]

2021

A New Reinforcement Learning Based Learning Rate Scheduler for Convolutional Neural Network in Fault ClassificationLong Wen 0001, Xinyu Li 0001, Liang Gao 0001. tie, 68(12):12890-12900, 2021. [doi]

Convolutional Neural Network With Automatic Learning Rate Scheduler for Fault ClassificationLong Wen 0001, Liang Gao 0001, Xinyu Li 0001, Bing Zeng. tim, 70:1-12, 2021. [doi]

A two-layer surrogate-assisted differential evolution with better and nearest option for optimizing the spring of hydraulic series elastic actuatorHaozhen Dong, Xinyu Li 0001, Zan Yang, Liang Gao 0001, Yan Lu. asc, 100:107001, 2021. [doi]

A Deep Lifelong Learning Method for Digital-Twin Driven Defect Recognition With Novel ClassesYiping Gao, Xinyu Li 0001, Liang Gao 0001. jcise, 21(3), 2021. [doi]

A Generative Adversarial Network Based Deep Learning Method for Low-Quality Defect Image Reconstruction and RecognitionYiping Gao, Liang Gao 0001, Xinyu Li 0001. tii, 17(5):3231-3240, 2021. [doi]

A Genetic Algorithm-Based Ensemble Convolutional Neural Networks for Defect Recognition with Small-Scale SamplesYiping Gao, Liang Gao 0001, Xinyu Li 0001, Cuiyu Wang. swarm 2021: 390-398 [doi]

A discrete artificial bee colony algorithm for distributed hybrid flowshop scheduling problem with sequence-dependent setup timesYingli Li, Xinyu Li 0001, Liang Gao 0001, Biao Zhang 0003, Quan-ke Pan, Mehmet Fatih Tasgetiren, Leilei Meng. ijpr, 59(13):3880-3899, 2021. [doi]

Mathematical modeling and a hybrid evolutionary algorithm for process planningQihao Liu, Xinyu Li 0001, Liang Gao 0001. jim, 32(3):781-797, 2021. [doi]

A Modified Genetic Algorithm With New Encoding and Decoding Methods for Integrated Process Planning and Scheduling ProblemQihao Liu, Xinyu Li 0001, Liang Gao 0001, Yingli Li. tcyb, 51(9):4429-4438, 2021. [doi]

Sustainable scheduling of distributed permutation flow-shop with non-identical factory using a knowledge-based multi-objective memetic optimization algorithmChao Lu, Liang Gao 0001, Wenyin Gong, Chengyu Hu, Xuesong Yan, Xinyu Li 0001. swevo, 60:100803, 2021. [doi]

Energy-Efficient Scheduling of Distributed Flow Shop With Heterogeneous Factories: A Real-World Case From Automobile Industry in ChinaChao Lu, Liang Gao 0001, Jin Yi, Xinyu Li 0001. tii, 17(10):6687-6696, 2021. [doi]

A new Feature-Fusion method based on training dataset prototype for surface defect recognitionYucheng Wang, Xinyu Li 0001, Yiping Gao, Lijian Wang, Liang Gao. aei, 50:101392, 2021. [doi]

A Hybrid Algorithm for Multi-objective Permutation Flow Shop Scheduling Problem with Setup TimesCuiyu Wang, Shuting Wang, Xinyu Li 0001. swarm 2021: 34-44 [doi]

A New Graph-Based Method for Class Imbalance in Surface Defect RecognitionYucheng Wang, Liang Gao 0001, Xinyu Li 0001, Yiping Gao, Xiaotong Xie. tim, 70:1-16, 2021. [doi]

Energy-efficient distributed heterogeneous welding flow shop scheduling problem using a modified MOEA/DGuangchen Wang, Xinyu Li 0001, Liang Gao 0001, Peigen Li. swevo, 62:100858, 2021. [doi]

A new graph-based semi-supervised method for surface defect classificationYucheng Wang, Liang Gao 0001, Yiping Gao, Xinyu Li 0001. rcim, 68:102083, 2021. [doi]

A genetic simulated annealing algorithm for parallel partial disassembly line balancing problemKaipu Wang, Xinyu Li 0001, Liang Gao 0001, Peigen Li, Surendra M. Gupta. asc, 107:107404, 2021. [doi]

Time Series Classification by Shapelet Dictionary Learning with SVM-Based Ensemble ClassifierJitao Zhang, Weiming Shen 0001, Liang Gao 0001, Xinyu Li 0001, Long Wen 0001. cin, 2021, 2021. [doi]

A Discrete Grey Wolf Optimizer for Solving Flexible Job Shop Scheduling Problem with Lot-streamingChunjiang Zhang, Kaixin Wang, Qingji Ma, Xinyu Li 0001, Liang Gao 0001. cscwd 2021: 969-974 [doi]

Hyperplane-driven and projection-assisted search for solving many-objective optimization problemsJiajun Zhou, Liang Gao 0001, Xinyu Li 0001, Chunjiang Zhang, Chengyu Hu. isci, 574:394-412, 2021. [doi]

Ensemble of Dynamic Resource Allocation Strategies for Decomposition-Based Multiobjective OptimizationJiajun Zhou, Liang Gao 0001, Xinyu Li 0001. tec, 25(4):710-723, 2021. [doi]

2020

A Three-Stage Multiobjective Approach Based on Decomposition for an Energy-Efficient Hybrid Flow Shop Scheduling ProblemBiao Zhang 0003, Quan-ke Pan, Liang Gao 0001, Leilei Meng, Xinyu Li 0001, Kunkun Peng. tsmc, 50(12):4984-4999, 2020. [doi]

A semi-supervised convolutional neural network-based method for steel surface defect recognitionYiping Gao, Liang Gao, Xinyu Li 0001, Xuguo Yan. rcim, 61:101825, 2020. [doi]

A New Semi-Supervised Deep Learning Approach for Intelligent Defects RecognitionYiping Gao, Liang Gao, Xinyu Li 0001. icnsc 2020: 1-4 [doi]

An improved artificial bee colony algorithm for distributed heterogeneous hybrid flowshop scheduling problem with sequence-dependent setup timesYingli Li, Xinyu Li 0001, Liang Gao 0001, Leilei Meng. candie, 147:106638, 2020. [doi]

Chaotic-based grey wolf optimizer for numerical and engineering optimization problemsChao Lu, Liang Gao 0001, Xinyu Li 0001, Chengyu Hu, Xuesong Yan, Wenyin Gong. memetic, 12(4):371-398, 2020. [doi]

A novel robotic grasp detection method based on region proposal networksYanan Song, Liang Gao 0001, Xinyu Li 0001, Weiming Shen 0001. rcim, 65:101963, 2020. [doi]

Energy-efficient distributed permutation flow shop scheduling problem using a multi-objective whale swarm algorithmGuangchen Wang, Liang Gao 0001, Xinyu Li 0001, Peigen Li, Mehmet Fatih Tasgetiren. swevo, 57:100716, 2020. [doi]

Knowledge Graph-guided Convolutional Neural Network for Surface Defect RecognitionYucheng Wang, Liang Gao 0001, Yiping Gao, Xinyu Li 0001, Lili Gao. case 2020: 594-599 [doi]

Adaptive Delay Compensation for Admittance Control of Hydraulic Series Elastic ActuatorHaoran Zhong, Xinyu Li 0001, Liang Gao. case 2020: 384-389 [doi]

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