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成果及论文

团队在国内外著名期刊发表论文130余篇,其中部分如下:

[1] W. Deng, K.P Li,  H.M. Zhao*. A flight arrival time prediction method based on cluster clustering-based modular with deep neural network. IEEE Transactions on Intelligent Transportation Systems, 2023, Doi: 10.1109/TITS.2023.3338251. https://ieeexplore.ieee.org/document/10368179

[2] W. Deng, J.J. Xu, X.Z. Gao,  H.M. Zhao*. An enhanced MSIQDE algorithm with novel multiple strategies for global optimization problems. IEEE Transactions on Systems, Man, and Cybernetics: Systems, 52(3): 1578-1587,2022. https://ieeexplore.ieee.org/document/9247966

[3] W. Deng, J.J. Xu,  H.M. Zhao*,Y.J. Song. A novel gate resource allocation method using improved PSO-based QEA. IEEE Transactions on Intelligent Transportation Systems, 23(3):1737-1745,2022. https://ieeexplore.ieee.org/document/9210735

[4] W. Deng, H.L. Liu, J.J. Xu,  H.M. Zhao*,Y.J. Song. An improved quantum-inspired differential evolution algorithm for deep belief network. IEEE Transactions on Instrumentation and Measurement, 69(10): 7319-7327, 2020. https://ieeexplore.ieee.org/document/9046849

[5] H.M. Zhao, J.J Zheng, J.J. Xu, W. Deng*, Y.J. SongSemi-supervised broad learning system based on manifold regularization and broad network. IEEE Transactions on Circuits and Systems I: Regular Papers, 67(3): 983-994, 2020. https://ieeexplore.ieee.org/document/8961099

[6] H.M. Zhao, H.L Liu, J.J. Xu, W. Deng*.Performance prediction using high-order differential mathematical morphology gradient spectrum entropy and extreme learning machine. IEEE Transactions on Instrumentation and Measurement,69(7):4165-4172, 2020. https://ieeexplore.ieee.org/document/8877853

[7] H.M. Zhao, H.L Liu, Y. Jin, X.Y. Dang, W. Deng*. Feature extraction for data-driven remaining useful life prediction of rolling bearings. IEEE Transactions on Instrumentation and Measurement, 70, 3511910, 2021. https://ieeexplore.ieee.org/document/9354649/

[8] W. Deng, Z. Li, X. Li, H. Chen*, H. Zhao*. Compound fault diagnosis using optimized MCKD and sparse representation for rolling bearings. IEEE Transactions on Instrumentation and Measurement, 71: 3508509,2022. https://ieeexplore.ieee.org/document/9733324

[9] H.M. Zhao, J. Liu, H. Chen*, J. Chen, Y. Li, J.J. Xu, W. Deng*, Yingjie Song. Intelligent diagnosis using continuous wavelet transform and gauss convolutional deep belief network. IEEE Transactions on Reliability, 72(2):692-702,2023. https://ieeexplore.ieee.org/document/9794825

[10] H.M. Zhao, Y.D. Wu, W. Deng*. An interpretable dynamic inference system based on fuzzy broad learning. IEEE Transactions on Instrumentation and Measurement, 72: 2527412,2023. https://ieeexplore.ieee.org/document/10254370/

[11] J. Zheng, P. Liang, H. Zhao*, W. Deng. A broad sparse fine-grained image classification model based on dictionary selection strategy. IEEE Transactions on Reliability, 2023, Doi: 10.1109/TR.2023.3309278. https://ieeexplore.ieee.org/document/10243103/

[12] W. Deng, X. Chen, X. Li and H. Zhao*. Adaptive federated learning with negative inner product aggregation. IEEE Internet of Things Journal, 2023,Doi: 10.1109/JIOT.2023.3312059. https://ieeexplore.ieee.org/document/10239295

[13] X. Li, H. Zhao, W. Deng*.IOFL: Intelligent optimization-based federated learning for non-IID data. IEEE Internet of Things Journal, 2023, Doi: 10.1109/JIOT.2024.3354942. https://ieeexplore.ieee.org/document/10400794

[14] X. Li, H. Zhao, W. Deng*.BFOD: Blockchain-based privacy protection and security sharing scheme of flight operation data. IEEE Internet of Things Journal, 11(2):3392-3401, 2023. https://ieeexplore.ieee.org/document/10185924

[15] W. Deng, L.R. Zhang, X.B. Zhou, Y.Q. Zhou, Y.Z. Sun, W.H. Zhu, H.Y Chen*, W.Q. Deng*, H.L. Chen, H.M Zhao*. Multi-strategy particle swarm and ant colony hybrid optimization for airport taxiway planning problem. Information Sciences, 613:576-593,2022.  https://linkinghub.elsevier.com/retrieve/pii/S0020025522010350

[16] W. Deng, H.C. Ni, Y. Liu, H.L. Chen*, H.M. Zhao*. An adaptive differential evolution algorithm based on belief space and generalized opposition-based learning for resource allocation. Applied Soft Computing, 127:109419, 2022. https://linkinghub.elsevier.com/retrieve/pii/S1568494622005518

[17] W. Deng, J.J. Xu, Y.J. Song,  H.M. Zhao*. Differential evolution algorithm with wavelet basis function and optimal mutation strategy for complex optimization problem. Applied Soft Computing, 100,106724, 2021. https://linkinghub.elsevier.com/retrieve/pii/S1568494620306621

[18]X. Cai, H.M. Zhao, S.F. Shang, Y.Q. Zhou, W. Deng, H.Y. Chen*, W.Q. Deng*. An improved quantum-inspired cooperative co-evolution algorithm with muli-strategy and its application. Expert Systems with Applications, 171, 114629, 2021. https://linkinghub.elsevier.com/retrieve/pii/S0957417421000701

[19] W. Deng, S.F. Shang, X. Cai, H.M. Zhao, Y.Q. Zhou, H.Y. Chen*, W.Q. Deng*. Quantum differential evolution with cooperative coevolution framework and hybrid mutation strategy for large scale optimization. Knowledge-Based Systems, 224, 107080, 2021.  https://linkinghub.elsevier.com/retrieve/pii/S0950705121003439

[20] W. Deng, X.X. Zhang, Y.Q. Zhou, Y. Liu*, W.Q. Deng, H.L. Chen*, H.M Zhao*. An enhanced fast non-dominated solution sorting genetic algorithm for multi-objective problems. Information Sciences, Doi: 10.1016/j.ins.2021.11.052, 2021. https://linkinghub.elsevier.com/retrieve/pii/S0020025521011749

[21] J.J. Xu, Y.L. Zhao, H.Y. Chen*, W. Deng*. ABC-GSPBFT: PBFT with grouping score mechanism and optimized consensus process for flight operation data-sharing. Information Sciences, 624:110-127, 2023. https://linkinghub.elsevier.com/retrieve/pii/S0020025522015638

[22]W. Deng,  H.M. Zhao*, X.H. Yang, J.X. Xiong, M. Sun, B. Li. Study on an improved adaptive PSO algorithm for solving multi-objective gate assignment. Applied Soft Computing Journal,59: 288-302, 2017. https://linkinghub.elsevier.com/retrieve/pii/S1568494617303472

[23] 赵慧敏郑建杰郭晨 *. 基于流形正则化框架和MMD的域自适应BLS模型自动化学报, Doi: 10.16383/j.aas.c210009, 2021. http://www.aas.net.cn/article/doi/10.16383/j.aas.c210009

[24] , 李凌峰, 李伟含, 赵慧敏*. 复杂传递路径下轴承滚动体故障特征提取.交通运输工程学报,  23(1): 184-194, 2023.  http://qikan.cqvip.com/Qikan/Article/Detail?id=7109240599

[25]    周永权赵慧敏*, 徐俊洁.一种基于多策略差分进化的分解多目标进化算法控制与决策, DOI: 10.13195/j.kzyjc.2020.1196, 2021. http://qikan.cqvip.com/Qikan/Article/Detail?id=7106722400

专著

[1] 群集智能优化算法及其在停机位分配中的应用.科学出版社, 2021

[2] 分数阶控制器设计方法与振动抑制性能分析. 科学出版社, 2014

专利(部分):

[1] 基于改进ACO算法的枢纽机场停机位的优化分配方法已授权,中国发明专利专利号: 201710427323.2

[2] 基于小波变换、多策略PSOSVM集成的遥感图像分类方法已授权,中国发明专利专利号: 201510182205.0

[3] 一种滚动轴承故障损伤程度识别方法已授权,中国发明专利专利号: 201711394894.7

[4] 一种基于主成分分析和宽度学习的转子系统故障诊断方法已授权,中国发明专利专利号: 201910554070.4.

[5] 一种基于时空间维度分解的机场停机位快速调度方法已授权,中国发明专利专利号: 201910561729.9.

[6] 一种滚动轴承性能退化衰退节点的判定方法已受理,中国发明专利专利号: 201910394803.2.

[7] 基于小波基函数和最优变异策略的差分进化算法及应用已受理,中国发明专利申请号: 201910614940.2.

[8] 基于流形正则化和宽度网络的半监督宽度学习分类方法已受理,中国发明专利申请号: 201910560973.3.

[9] 一种传递路径下的滚动轴承滚动体微弱故障特征提取方法.已受理中国发明专利申请号: 202110427887.2

[10] 针对航空铝合金表面开裂的基于机器学习的图像识别算法.已受理,中国发明专利申请号: 202010844070.0