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面向滚动轴承全生命周期故障诊断的GA-OIHF Elman神经网络算法

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上海交通大学学报 2021年第10期55卷 1255-1262页

作者：卓鹏程严瑾郑美妹夏唐斌奚立峰上海交通大学机械系统与振动国家重点实验室机械与动力工程学院上海200240

针对高背景噪声下滚动轴承全生命周期(轻度退化、中度退化、重度退化)故障诊断需求,提出GA-OIHF(Genetic Algorithm-Output Input Hidden Feedback)Elman神经网络模型,实现退化故障的精准诊断.利用集合经验模态分解对振动信号进行有效... 详细信息

针对高背景噪声下滚动轴承全生命周期(轻度退化、中度退化、重度退化)故障诊断需求,提出GA-OIHF(Genetic Algorithm-Output Input Hidden Feedback)Elman神经网络模型,实现退化故障的精准诊断.利用集合经验模态分解对振动信号进行有效降噪与故障特征提取.设计OIHF Elman神经网络,并在Elman神经网络结构的基础上,同时增加输出层对隐含层与输入层的反馈,进一步提高其对滚动轴承全生命周期数据的处理能力.然后,通过结合遗传算法构建一种新的GA-OIHF Elman神经网络模型,该模型综合了遗传算法的全局寻优与OIHF Elman神经网络的局部寻优能力,从而实现对滚动轴承全生命周期的精确故障诊断.实验结果表明,所提出的GA-OIHF Elman方法不仅对于滚动轴承全生命周期故障具有准确的诊断效果,而且保证了诊断模型对于不同故障(不同故障部件与不同故障时期)的诊断稳定性.

关键词：滚动轴承遗传算法 Elman神经网络集合经验模态分解全生命周期

Traditional Chinese Medicine Integrated Responsive Microneedles for Systemic Sclerosis Treatment

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Research 2024年第1期2023卷 139-147页

作者： xi Luan xiaoxuan Zhang Min Nie Yuanjin Zhao Department of Rheumatology and Immunology Nanjing Drum Tower HospitalSchool of PharmacyClinical College of Traditional Chinese and Western MedicineNanjing University of Chinese MedicineNanjing 210023China State Key Laboratory of Bioelectronics School of Biological Science and Medical EngineeringSoutheast UniversityNanjing 210096China

Traditional Chinese medicine,such as Tripterygium wilfordii and Paeonia lactiflora,has potential values in treating systemic sclerosis(SSc)and other autoimmune diseases,while their toxic side effect elimination and precise tropical drug delivery are still ***,we present multiple traditional Chinese medicine integrated photoresponsive black phosphorus(BP)microneedles(MNs)with the desired features for the SSc *** employing a template-assisted layer-by-layer curing method,such MNs with triptolide(TP)/paeoniflorin(Pae)needle tips and BP-hydrogel needle bottoms could be well *** combined administration of TP and Pae can not only provide anti-inflammatory,detoxification,and immunomodulatory effects to treat skin lesions in the early stage of SSc but also remarkably reduce the toxicity of single drug ***,the additive BPs possess good biocompatibility and near-infrared(NIR)responsiveness,imparting the MN photothermal-controlled drug release *** on these features,we have demonstrated that the traditional Chinese medicine integrated responsive MNs could effectively improve skin fibrosis and telangiectasia,reduce collagen deposition,and reduce epidermal thickness in the SSc mouse *** results indicated that the proposed Chinese medicine integrated responsive MNs had enormous potential in clinical therapy of SSc and other diseases.

关键词： needle precise template

基于OHF Elman-AdaBoost算法的滚动轴承故障多时期诊断方法

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振动与冲击 2021年第6期40卷 71-78页

作者：卓鹏程夏唐斌郑美妹郑宇奚立峰上海交通大学机械与动力工程学院上海200240 上海交通大学机械系统与振动国家重点实验室上海200240

针对随机噪声下滚动轴承多时期(初期、中期、晚期)故障诊断需求,提出OHF Elman-AdaBoost(output hidden feedback Elman-adaptive boosting)算法,以实现滚动轴承的精确故障诊断。采用集合经验模态分解(ensemble empirical mode decomposition,EEMD)对原始信号进行分解、降噪、信号重构。设计OHF Elman方法在Elman神经网络的基础上增加输出层对隐含层的反馈,提高了其对动态数据的记忆功能。选择OHF Elman神经网络作为弱回归器,结合AdaBoost算法集成出一种新的强回归器:OHF Elman-AdaBoost算法。实验结果表明,该算法不仅对滚动轴承不同故障时期具有很好的诊断效果,而且提高了对全样本数据的诊断准确度,为滚动轴承故障诊断提供了新型工具和有效方案。

关键词：滚动轴承 OHF Elman-AdaBoost 神经网络集合经验模态分解(EEMD) 故障多时期诊断

Unexpected/contrary behavior of aerosol mass concentration in response to the individual components'concentration reduction in Kitakyushu,Japan

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Journal of Environmental Sciences 2024年第1期135卷 630-639页

作者： xi Zhang Takuya Murakami Jinhe Wang Masahide Aikawa Faculty of Environmental Engineering The University of Kitakyushu1-1HibikinoWakamatsuKitakyushuFukuoka 808-0135Japan Resources and Environment Innovation Research Institute School of Municipal and Environmental EngineeringShandong Jianzhu UniversityJinan 250101China

In the suburbs of Kitakyushu,Japan,the inorganic aerosol mass concentration(IAM)was about 32.7μg/m^(3),with the aerosol pH of *** study the thermodynamics of aerosol when its individual components'concentration is reduced,sensitive tests were performed using the ISORROPIAⅡmodel,in which the seven control species—TNaCl,TNH_(4)^(+),TSO_(4)^(2-),TNO_(3)^(-),TMg^(2+),TK^(+),and TCa^(2+)—were taken into *** and inorganic aerosol pH after reducing TNaCl,TNO_(3)^(-),TMg^(2+),TK^(+),and TCa^(2+)responded linearly(0%≤concentration reduction ratio(CRR)≤100%,with the exception of 100%in TNaCl);the nonlinear variations of these two parameters could be observed by controlling TNH_(4)^(+)and TSO_(4)^(2-).Unexpected aerosol behavior occurred at 100%reduction of TNaCl,which was caused by the sudden increase of NO_(3)^(-),NH_(4)^(+),and aerosol liquid water content(ALWC);the increase of IAM was also observed after controlling TSO_(4)^(2-)(60%≤CRR≤100%)and TCa^(2+)(0%≤CRR≤100%),which was mainly related to the variation of ALWC driven by the response of CaSO_(4).Multiple regression analysis showed that ALWC was statistically and strongly related to the variations of NO_(3)^(-),Cl-,SO_(4)^(2-),HSO_(4)^(-),HNO_(3),and NH_(3)(P<0.05),with regression coefficients of 1.68,5.23,1.83,2.81,0.34,and 0.57,*** highest coefficient(5.23)was found for Cl^(-),revealing that sea salts significantly influenced particle ***,this study comprehensively investigated aerosol characteristics and inner responses for the reduction of components,which is of great significance for a better understanding of atmospheric chemistry in Kitakyushu,Japan.

关键词： Sensitive tests Reduction Gas-particle conversion process Aerosol liquid water content Sea salts

Responses of growth performance,antioxidant function,small intestinal morphology and mRNA expression of jejunal tight junction protein to dietary iron in yellow-feathered broilers

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Journal of Integrative Agriculture 2024年第4期23卷 1329-1337页

作者： Kaiwen Lei Hao Wu Jerry W Spears xi Lin xi Wang Xue Bai Yanling Huang Key Laboratory of Animal Science of State Ethnic Affairs Commission Southwest Minzu UniversityChengdu 610041China Key Laboratory of Qinghai-Tibetan Plateau Animal Genetic Resource Reservation and Utilization Southwest Minzu UniversityChengdu 610041China Department of Animal Science North Carolina State UniversityRaleighNC 27695-7621USA

This study aimed to investigate the dose-effect of iron on growth performance,antioxidant *** morphology,and mRNA expression of jejunal tight junction protein in 1-to21-d-old yellow-feathered broilers.A total of 7201-d-old yellow-feathered maleb roilers were allocated to 9 treatments with 8 replicate cages of 10 birds per *** dietary treatments were consisted of a basal diet(contained 79.6 mg Fe kg^(-1))supplemented with 0,20,40,60,80,160,320,640,and 1,280 mg Fe kg^(-1)in the form of FeSO_(4)·7H_(2)*** with the birds in the control group,birds supplemented with 20mg Fe kg^(-1)had higher average daily gain(ADG)(Pxidative stress,disrupted intestinal morphology,and reduced mRNA expression of jejunal tight junction protein.

关键词： iron yellow-feathered broiler antioxidant function intestinal morphology tight junction protein

Slicing of large-size single crystals by ultrafast laser with external stress assistance

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CHINESE OPTICS LETTERS 2024年第8期22卷 081601-081601页

作者： Wang, lifeng Liu, Lili Wang, Yinan Li, Xun Li, Chenchen Li, Ming Chinese Acad Sci Xian Inst Opt & Precis Mech State Key Lab Transient Opt & Photon Xian 710119 Peoples R China Univ Chinese Acad Sci Beijing 100049 Peoples R China

The existing single-crystal slicing techniques result in significant material wastage and elevate the production cost of premium-quality thin slices of crystals. Here we report (for the first time, to our knowledge) an approach for vertical slicing of large-size single-crystal gain materials by ultrafast laser. By employing aberration correction techniques, the optimization of the optical field distribution within the high-refractive-index crystal enables the achievement of a continuous laser-modified layer with a thickness of less than 10 mu m, oriented perpendicular to the direction of the laser direction. The compressed focal spot facilitates crack initiation, enabling propagation under external forces, ultimately achieving the successful slicing of a Phi 12 mm crystal. The surface roughness of the sliced Yb:YAG is less than 2.5 mu m. The results illustrate the potential of low-loss slicing strategy for single-crystal fabrication and pave the way for the future development of thin disk lasers.

关键词： single-crystal gain materials ultrafast laser slicing YAG aberration correction FEMTOSECOND LASER DEFORMATION MECHANISM YAG

Inferring the spin distribution of binary black holes using deep learning

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Chinese Physics C 2024年第10期48卷 275-283页

作者： Li Tang xi-Long Fan School of Math and Physics Mianyang Teachers'CollegeMianyang 621000China School of Physics and Technology Wuhan UniversityWuhan 430072 China

The spin characteristics of black holes offer valuable insights into the evolutionary pathways of their progenitor *** is crucial for understanding the broader population properties of black *** hierarchical Bayesian inference techniques employed to discern these properties often demand substantial time,and consensus regarding the spin distribution of binary black hole(BBH)systems remains *** this study,leveraging observations from GWTC-3,we adopted a machine learning approach to infer the spin distribution of black holes within BBH ***,we developed a deep neural network(DNN)and trained it using data generated from a Beta *** training strategy,involving the segregation of data into 10 bins,not only expedites model training but also enhances the versatility and adaptability of the DNN to accommodate the growing volume of gravitational wave *** Monte Carlo-bootstrap(MC-bootstrap)to generate observation-simulated samples,we derived spin distribution parameters:α=1.3_(-0.18)^(+0.25),β=1.70_(-0.29)^(+0.24)for the larger BH sample and α=1.37_(-0.20)^(+0.31),β=1.63_(-0.20)^(+0.30) for the smaller BH *** our constraints,the distributions of component spin magnitudes suggest the likelihood of both black holes in the BBH merger possessing non-zero spin.

关键词： gravitational wave black hole merges deep learning

基于课程项目的工程思维能力培养与工程经验知识获取

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高等工程教育研究 2014年第3期62卷 144-147页

作者：邵华吴静怡奚立峰上海交通大学机械与动力工程学院

传统教育存在过分重视知识传输、学生能力培养不足的问题。本文研究工科学生能力培养构成要素,分析传统工程教育方法的特点,提出提升工科学生能力的培养举措———基于课程项目的工程思维能力培养与工程经验知识获取。

关键词：课程项目工程经验知识工程思维能力

Parameter-Free Shifted Laplacian Reconstruction for Multiple Kernel Clustering

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IEEE/CAA Journal of Automatica Sinica 2024年第4期11卷 1072-1074页

作者： xi Wu Zhenwen Ren F.Richard Yu the School of National Defence Science and Technology Southwest University of Science and TechnologyMianyang 621010China the School of National Defence Science and Technology Southwest University of Science and TechnologyMianyang 621010 the Guangxi Key Laboratory of Machine Vision and Intelligent Control Wuzhou UniversityWuzhou 543002 the Guangdong Laboratory of Artificial Intelligence and Digital Economy(SZ) Shenzhen 518060China

Dear Editor,This letter proposes a parameter-free multiple kernel clustering(MKC)method by using shifted Laplacian *** MKC can effectively cluster nonlinear data,but it faces two main challenges:1)As an unsupervised method,it is up against parameter problems which makes the parameters intractable to tune and is unfeasible in real-life applications;2)Only considers the clustering information,but ignores the interference of noise within Laplacian.

关键词： parameter letter Parameter