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Engine Misfire Fault Detection Based on the Channel Attention Convolutional Model

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Computers, Materials & Continua 2025年第1期82卷 843-862页

作者： Feifei yu Yongxian Huang Guoyan Chen Xiaoqing Yang Canyi Du Yongkang Gong School of Mechatronic Engineering Guangdong Polytechnic Normal UniversityGuangzhou510665China School of Automotive and Transportation Engineering Guangdong Polytechnic Normal UniversityGuangzhou510665China

To accurately diagnosemisfire faults in automotive engines,we propose a Channel Attention Convolutional Model,specifically the Squeeze-and-Excitation Networks(SENET),for classifying engine vibration signals and precisely pinpointing misfire *** the experiment,we established a total of 11 distinct states,encompassing the engine’s normal state,single-cylinder misfire faults,and dual-cylinder misfire faults for different *** collection was facilitated by a highly sensitive acceleration signal collector with a high sampling rate of 20,*** collected data were methodically divided into training and testing sets based on different experimental groups to ensure generalization and prevent overlap between the two *** results revealed that,with a vibration acceleration sequence of 1000 time steps(approximately 50 ms)as input,the SENET model achieved a misfire fault detection accuracy of 99.8%.For comparison,we also trained and tested several commonly used models,including Long Short-Term Memory(LSTM),Transformer,and Multi-Scale Residual Networks(MSRESNET),yielding accuracy rates of 84%,79%,and 95%,*** underscores the superior accuracy of the SENET model in detecting engine misfire faults compared to other ***,the F1 scores for each type of recognition in the SENET model surpassed 0.98,outperforming the baseline *** analysis indicated that the misclassified samples in the LSTM and Transformer models’predictions were primarily due to intra-class misidentifications between single-cylinder and dual-cylinder misfire *** delve deeper,we conducted a visual analysis of the features extracted by the LSTM and SENET models using T-distributed Stochastic Neighbor Embedding(T-SNE)*** findings revealed that,in the LSTMmodel,data points of the same type tended to cluster together with significant ***,in the SENET model,data points of various types were more widely and evenly dispersed,demonstra

关键词： Channel attention SENET model engine misfire fault fault detection

GFRF R-CNN:Object Detection Algorithm for Transmission Lines

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Computers, Materials & Continua 2025年第1期82卷 1439-1458页

作者： Xunguang Yan Wenrui Wang Fanglin Lu Hongyong Fan Bo Wu Jianfeng yu Shanghai Advanced Research Institute Chinese Academy of SciencesShanghai201210China University of Chinese Academy of Sciences Beijing100049China Jingwei Textile Machinery Co. Ltd.Beijing100176China

To maintain the reliability of power systems,routine inspections using drones equipped with advanced object detection algorithms are essential for preempting power-related *** increasing resolution of drone-captured images has posed a challenge for traditional target detection methods,especially in identifying small objects in high-resolution *** study presents an enhanced object detection algorithm based on the Faster Regionbased Convolutional Neural Network(Faster R-CNN)framework,specifically tailored for detecting small-scale electrical components like insulators,shock hammers,and screws in transmission *** algorithm features an improved backbone network for Faster R-CNN,which significantly boosts the feature extraction network’s ability to detect fine *** Region Proposal Network is optimized using a method of guided feature refinement(GFR),which achieves a balance between accuracy and *** incorporation of Generalized Intersection over Union(GIOU)and Region of Interest(ROI)Align further refines themodel’s *** results demonstrate a notable improvement in mean Average Precision,reaching 89.3%,an 11.1%increase compared to the standard Faster *** highlights the effectiveness of the proposed algorithm in identifying electrical components in high-resolution aerial images.

关键词： Faster R-CNN transmission line object detection GIOU GFR

Geochemistry of cherts from the northern Jiangxi region,South China:Implication for paleoenvironment

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Journal of Palaeogeography 2024年第4期13卷 823-838页

作者： Guo-Liang Xie Gao-Jie Zhou yu-Yong Sun Yan-ran Hu Wei-Duo hao Schoolof Civil Engineering and Architecture Tongling UniversityTongling 244000Anhui ProvinceChina State Key Laboratory of Oil and Gas Reservoir Geology and Exploration Chengdu University of TechnologyChengdu 610059SichuanProvinceChina Department of Geology Northwest UniversityXian 710069Shaanxi ProvinceChina

The extensive bedded cherts deposited during the Ediacaran-Cambrian(E-C)transition period play a crucial role in understanding the geological evolution of this period,yet the origin of these cherts remains ***,we present new geochemical data for cherts of the Piyuancun(PYC)Formation deposited during the Late Ediacaran and the Hetang(HT)Formation deposited during the Early Cambrian in northern Jiangxi region,Lower Yangtze region,South *** PYC cherts contain a small amount of monaxons sponge spicules and radiolarian fragments,while the HT cherts lack siliceous organism *** and trace element analysis,coupled with discriminant diagrams,indicate a possible shift in redox conditions of seawater during the E-C transition in the northern Jiangxi *** shift suggests a change from weakly-moderately restricted euxinic conditions to strongly restricted euxinic ***,the location of both cherts are distant from the source area of siliceous *** evidence,as well as the values of Fe/Ti and Fe/(Mn+Ti),Eu anomalies,Post-Archean Australian Shale(PAAS)normalized REE+Y patterns,and various discriminant diagrams,support the conclusion that the PYC and HT cherts originated primarily from direct seawater precipitation,with the PYC cherts exhibiting weak hydrothermal *** contributes to the formation of HT cherts and organic matter(OM)*** acidification,triggered by OM degradation and biodegradation processes during the E-C transition period,leads to the extensive silica precipitation and *** results enhance our understanding of the geological processes during the E-C transition.

关键词： Redox condition Origin of cherts E-C transition Lower Yangtze Jiangxi

Analysis of Micromechanical Properties at the Interface of Pre-wet SBS Modified Asphalt Mixture Based on Molecular Simulation Technology

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Journal of Wuhan University of Technology(Materials Science) 2025年第1期40卷 103-113页

作者： CHEN Wuxing CHEN Shuang yu Yan ZHANG Jiangyi XU Haiyang GUO Wei School of Mines China University of Mining and TechnologyXuzhou 221000China College of Construction Engineering Jilin Uni-versityChangchun 130026China

The pre-wetting of aggregate surface is a means to improve the interface performance of SBS modified asphalt and *** effect of pre-wetting technology on the interaction between SBS modified asphalt and aggregate was analyzed by molecular dynamics *** diffusion coefficient and concentration distribution of SBS modified asphalt on aggregate surface are *** simulation results show that the diffusion coefficient of the aggregate surface of SBS modified asphalt is increased by 47.6%and 70.5%respectively after 110#asphalt and 130#asphalt are *** concentration distribution of SBS modified asphalt on the aggregate surface after pre-wetting is more *** to the results of interface energy calculation,the interface energy of SBS modified bitumen and aggregate can be increased by about 5%after *** to the results of molecular dynamics simulation,the pre-wetting technology can effectively improve the interface workability of SBS modified bitumen and aggregate,so as to improve the interface performance.

关键词： pre-wet oil-stone interface interface interaction interface mechanics molecular dynamics simulation

Inspires effective alternatives to backpropagation:predictive coding helps understand and build learning

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Neural Regeneration Research 2025年第11期20卷 3215-3216页

作者： Zhenghua Xu Miao yu yuhang Song School of Health Sciences and Biomedical Engineering Hebei University of TechnologyTianjinChina Department of Computer Science University of OxfordOxfordUK

Artificial neural networks are capable of machine learning by simulating the hiera rchical structure of the human *** enable learning by brain and machine,it is essential to accurately identify and correct the prediction errors,referred to as credit assignment(Lillicrap et al.,2020).It is critical to develop artificial intelligence by understanding how the brain deals with credit assignment in neuroscience.

关键词： assignment learning enable

Influences of microstructure and texture on crack propagation path of X70 acicular ferrite pipeline steel

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Journal of University of Science and Technology Beijing 2008年第6期15卷 683-687页

作者： hao yu School of Materials Science and Engineering University of Science and Technology Beijing Beijing 100083 China

The aspects of two pipeline steels with different technologies were investigated by using transmission electron microscopy （TEM） and electron back-scattered diffraction （EBSD）. The microstructure presents a typical acicular ferrite characteristic with fine particles of martensite/austenite （M/A） constituent, which distributes in grains and at grain boundaries. The bulk textures of the pipeline steel plate are {112}〈110〉 and 〈111〉 fibers, respectively, and the {112}〈110〉 component is the favorable texture benefiting for drop weight tear test. Moreover, low angle boundaries and low coincidence site lattice boundaries are inactive and more resistant to fracture than high energy random boundaries.

关键词： pipeline steel acicular ferrite microstructure texture crack propagation

4-Hydroxy phenyl Retinamide Preferentially Targets FLT3 Mutated Acute Myeloid Leukemia via ROS Induction and NF-κB Inhibition

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Current Medical Science 2020年第5期40卷 810-816页

作者： Xin-ying Zhao ran-ran ZHANG Qian YE Fei QIU hao-yu XU Feng-gui WEI Hui ZHANG Department of Hematology/Oncology Guangzhou Women and Children's Medical CenterGuangzhou 510623China Institute of Pediatrics Guangzhou Women and Children’s Medical CenterGuangzhou 510623China Department of Pediatrics The First Affiliated Hospital of Guangzhou Medical UniversityGuangzhou 510120China Bioinspired Engineering and Biomechanics Center Xi'an Jiaotong UniversityXi'an 710049China

FMS-like tyrosine kinase 3(FLT3)mutation is strongly associated with poor prognosis in acute myeloid leukemia(AML).Though many FLT3 inhibitors have been developed for clinical application with 34%-56%complete remission rate,patients would develop resistance sooner or later after initial response to tyrosine kinase inhibitors(TKIs),such as *** increasing studies have shown that several resistance related mutations of FLT3 emerged during the AML ***,further investigation is warranted for these FLT3mu,AML patients to achieve a better treatment outcome.4-Hydroxyphenyl retinamide(4-HPR)has been investigated extensively in animal models and clinical trials as an anticancer/chemopreventive agent and is currently used for protection against cancer development/recurrence,with minimal side *** this study,we performed gene-set enrichment analysis and found that down-regulated genes induced by 4-HPR were associated with FLT3-ITD gene ***34+ AML stem/progenitor cells separated from 32 AML samples were treated with *** analysis showed that AML cells with FLT3-ITD genetic alteration were more sensitive to 4-HPR treatment than those without ***,we treated 22 primary AML cells with 4-HPR and found that 4-HPR was more toxic to AML cells with *** results indicated that 4-HPR was preferentially cytotoxic to all FLT3-ITD AML cells irrespective of stem/progenitor cells or blast cells.4-HPR-induced reactive oxygen species(ROS)production and NF-kB inhibition might be the reason of 4-HPR selectivity on FLT3 mutated AML cells.

关键词： 4-Hydroxyphenyl retinamide acute myeloid leukemia FLT3 mutations ROS induction NF-κB inhibition

Observation of acoustic hybrid topological phases induced by the p-d orbital interactions

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Science China(Physics,Mechanics & Astronomy) 2025年第1期Mechanics & Astronomy) .卷 132-139页

作者： Xiao Xiang Feng Gao yu-Gui Peng Peng Wu Zong-Lin Li Xue-Feng Zhu School of Physics and Innovation Institute Huazhong University of Science and Technology

In spinless systems,growing attention has recently been attracted to synthetic gauge fields,which redefine the fundamental crystal symmetries by utilizing the projective algebraic ***,synthetic gauge fields have been commonly investigated in single orbital systems,and explorations on hybrid orbitals remain elusive in ***,we report the experimental observation of hybrid topological phases induced by hybrid synthetic gauge flux,which is formed by the interaction between p and d orbitals embedded in acoustic *** breaking the translation symmetries of Lxand/or Ly,we unambiguously demonstrate the first-order M?bius edge states and higher-order corner *** work establishes a platform for seeking exotic topological phases induced by hybrid-orbitals interactions and initializing the framework of hybrid-orbitalsrelated topological *** applications can be anticipated in scenarios such as high-quality sensing and robust wave trapping due to the stepwise energy distribution of the hybrid topological phase.

关键词： topological insulator synthetic gauge field projective symmetry corner states

侵彻爆炸联合作用下超高性能混凝土遮弹层设计

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爆炸与冲击 2025年第1期45卷 88-101页

作者：程月华吴昊岑国华张瑜同济大学土木工程学院上海200092

为了准确评估超高性能混凝土(ultra-high performance concrete,UHPC)遮弹层在战斗部侵彻爆炸作用下的损伤破坏并建立可靠的计算方法,首先,开展了UHPC靶体抗105 mm口径弹体侵彻和5 kg TNT炸药爆炸联合作用试验,获取了侵彻作用后以及侵... 详细信息

为了准确评估超高性能混凝土(ultra-high performance concrete,UHPC)遮弹层在战斗部侵彻爆炸作用下的损伤破坏并建立可靠的计算方法,首先,开展了UHPC靶体抗105 mm口径弹体侵彻和5 kg TNT炸药爆炸联合作用试验,获取了侵彻作用后以及侵彻与爆炸联合作用后弹靶的损伤破坏数据;然后,建立了UHPC靶体抗弹体侵彻与爆炸作用的有限元模型,通过对上述试验和已有的有限厚UHPC板埋置装药爆炸试验进行数值仿真分析,验证了有限元模型和分析方法的可靠性;最后,对比了SDB、WDU-43/B和BLU-109/B等3种典型原型战斗部侵彻与爆炸联合作用下,UHPC遮弹层和普通混凝土遮弹层的临界贯彻和震塌厚度。结果表明:3种战斗部侵彻爆炸联合作用下,遮弹层的临界贯穿厚度和震塌厚度范围分别为1.30~2.60 m和1.70~5.00 m,相应的临界贯穿系数和震塌系数范围分别为1.81~2.17和2.46~4.17;与普通混凝土遮弹层对比,3种战斗部侵彻爆炸联合作用下UHPC遮弹层的开坑直径减小了34.4%~42.4%,临界贯穿和震塌厚度分别减小了7.1%~31.6%和39.7%~52.8%。研究结果可为UHPC遮弹层的抗力评估和设计提供参考。

关键词：超高性能混凝土遮弹层侵彻爆炸防护设计