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跨模态特征增强与层次化MLP通信的多模态情感分析
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作者 王旭阳 马瑾 《广西师范大学学报(自然科学版)》 北大核心 2026年第1期91-101,共11页
在多模态情感分析任务中,由于非语言模态信息利用不充分、跨模态交互缺乏细粒度关联建模以及层次化语义融合机制不完善,导致不同模态之间的情感信息难以实现有效融合。为此,本文提出一种跨模态特征增强与层次化MLP通信的多模态情感分析... 在多模态情感分析任务中,由于非语言模态信息利用不充分、跨模态交互缺乏细粒度关联建模以及层次化语义融合机制不完善,导致不同模态之间的情感信息难以实现有效融合。为此,本文提出一种跨模态特征增强与层次化MLP通信的多模态情感分析方法。该方法构建渐进式融合架构,首先通过跨模态注意力机制增强非语言模态信息,捕捉多对多的跨模态细粒度交互;继而使用层次化MLP通信模块,在模态融合维度与时间建模维度上分别设计并行与堆叠的MLP模块,实现水平与垂直方向的层次化特征交互,有效提升情感理解的准确性与表达能力。实验结果表明,本文模型在CMU-MOSI上,Acc2和F_(1)值较次优模型分别提升0.89和0.77个百分点,在CMU-MOSEI上对比实验各项指标均优于基准模型,Acc2、F_(1)值分别达到86.34%、86.25%。 展开更多
关键词 多模态 情感分析 跨模态注意力 层次化mlp通信 门控单元
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Composite anti-disturbance predictive control of unmanned systems with time-delay using multi-dimensional Taylor network 被引量:1
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作者 Chenlong LI Wenshuo LI Zejun ZHANG 《Chinese Journal of Aeronautics》 2025年第7期589-600,共12页
A composite anti-disturbance predictive control strategy employing a Multi-dimensional Taylor Network(MTN)is presented for unmanned systems subject to time-delay and multi-source disturbances.First,the multi-source di... A composite anti-disturbance predictive control strategy employing a Multi-dimensional Taylor Network(MTN)is presented for unmanned systems subject to time-delay and multi-source disturbances.First,the multi-source disturbances are addressed according to their specific characteristics as follows:(A)an MTN data-driven model,which is used for uncertainty description,is designed accompanied with the mechanism model to represent the unmanned systems;(B)an adaptive MTN filter is used to remove the influence of the internal disturbance;(C)an MTN disturbance observer is constructed to estimate and compensate for the influence of the external disturbance;(D)the Extended Kalman Filter(EKF)algorithm is utilized as the learning mechanism for MTNs.Second,to address the time-delay effect,a recursiveτstep-ahead MTN predictive model is designed utilizing recursive technology,aiming to mitigate the impact of time-delay,and the EKF algorithm is employed as its learning mechanism.Then,the MTN predictive control law is designed based on the quadratic performance index.By implementing the proposed composite controller to unmanned systems,simultaneous feedforward compensation and feedback suppression to the multi-source disturbances are conducted.Finally,the convergence of the MTN and the stability of the closed-loop system are established utilizing the Lyapunov theorem.Two exemplary applications of unmanned systems involving unmanned vehicle and rigid spacecraft are presented to validate the effectiveness of the proposed approach. 展开更多
关键词 multi-dimensional Taylor network Composite anti-disturbance Predictive control Unmanned systems Multi-source disturbances TIME-DELAY
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Retraced Multi-dimensional Chinese Logic System behind Chinese Medicine
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作者 Edwin C.L.Yu 《Chinese Medicine and Culture》 2025年第1期1-12,共12页
The ancient tacit knowledge behind the logic system permeated the culture and promoted numerous impactful inventions throughout the history. Traditional Chinese medicine with its effectiveness should also have stemmed... The ancient tacit knowledge behind the logic system permeated the culture and promoted numerous impactful inventions throughout the history. Traditional Chinese medicine with its effectiveness should also have stemmed out from such logic system. This article aims to rearticulate the underlying lucid multi-dimensional logic system, which faded in obscurity only because of time-out loss of the mid-right concept. Retracing this past tacit but important concept could uncover a multi-dimensional system over a point relating to all matters while capturing the central core of the matter. The seemingly unmanageable multidimensional logic was strengthened by verification processes which affirmed its further extensions, and made up the language of the people, the concepts of yin-yang(阴阳), and the development of extensions of Ba Gua(八卦) derivatives, which furthered the interpretation of the space-time properties and Chinese medicine. 展开更多
关键词 multi-dimensional logic system Traditional Chinese medicine YIN-YANG
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Effective stress dissipation by multi-dimensional architecture engineering for ultrafast and ultralong sodium storage
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作者 Man Zhang Jing Zhu +7 位作者 Qianqian Li Fenghua Zheng Sijiang Hu Youguo Huang Hongqiang Wang Xing Ou Qichang Pan Qingyu Li 《Journal of Energy Chemistry》 2025年第2期619-629,I0013,共12页
Stress accumulation is a key factor leading to sodium storage performance deterioration for NiSe_(2)-based anodes.Therefore,inhibiting the concentrated local stress during the sodiataion/desodiation process is crucial... Stress accumulation is a key factor leading to sodium storage performance deterioration for NiSe_(2)-based anodes.Therefore,inhibiting the concentrated local stress during the sodiataion/desodiation process is crucial for acquiring stable NiSe2-based materials for sodium-ion batteries(SIBs),Herein,a stress dissipation strategy driven by architecture engineering is proposed,which can achieve ultrafast and ultralong sodium storage properties.Different from the conventional sphere-like or rod-like architecture,the three-dimensional(3D)flower-like NiSe_(2)@C composite is delicately designed and assembled with onedimensional nanorods and carbon framework.More importantly,the fundamental mechanism of improved structure stability is unveiled by simulations and experimental results simultaneously.It demonstrates that this designed multidimensional flower-like architecture with dispersed nanorods can balance the structural mismatch,avoid concentrated local strain,and relax the internal stress,mainly induced by the unavoidable volume variation during the repeated conversion processes.Moreover,it can provide more Na^(+)-storage sites and multi-directional migration pathways,leading to a fast Na^(+)-migration channel with boosted reaction kinetic.As expected,it delivers superior rate performance(441 mA h g^(-1)at 5.0 A g^(-1))and long cycling stability(563 mA h g^(-1)at 1.0 A g^(-1)over 1000 cycles)for SIBs.This work provides useful insights for designing high-performance conversion-based anode materials for SIBs. 展开更多
关键词 Stress dissipation multi-dimensional architecture Structure engineering Conversion-based anodes Sodium-ion batteries
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Research on Multi-Dimensional Collaborative Strategies in Design Management,Investment Management,and Beyond from the Perspective of Whole-Process Engineering Consulting
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作者 Zexin Chen 《Journal of Architectural Research and Development》 2025年第5期21-28,共8页
This paper explores whole-process engineering consulting,including its application models in public buildings and elderly-friendly projects,such as service integration and whole lifecycle management.It also addresses ... This paper explores whole-process engineering consulting,including its application models in public buildings and elderly-friendly projects,such as service integration and whole lifecycle management.It also addresses the construction of multi-dimensional collaborative theoretical models,public space streamline organization,and other aspects,emphasizing the importance of multi-dimensional collaboration.Additionally,it highlights the role of talent cultivation and digital transformation in enhancing project efficiency. 展开更多
关键词 Whole-process engineering consulting multi-dimensional collaboration Project efficiency
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Practical Application of the Multi-Dimensional Interactive Teaching Model in College English
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作者 Bo Sun 《Journal of Contemporary Educational Research》 2025年第10期106-111,共6页
The multi-dimensional interactive teaching model significantly enhances the effectiveness of college English instruction by emphasizing dynamic engagement between teachers and students,as well as among students themse... The multi-dimensional interactive teaching model significantly enhances the effectiveness of college English instruction by emphasizing dynamic engagement between teachers and students,as well as among students themselves.This paper explores practical strategies for implementing this model,focusing on four key aspects:deepening teachers’understanding of the model through continuous learning,innovating interactive methods such as questioning techniques and practical activities,leveraging modern technology to integrate resources and track learning progress,and establishing a communication platform that centers on student participation.By adopting these approaches,the model fosters a student-centered classroom environment,improves comprehensive English application skills,and optimizes overall teaching quality. 展开更多
关键词 multi-dimensional interactive teaching model Student-centered approach Teacher-student interaction
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Construction of the Practice System of Landscape Architecture Major Based on“Multi-dimensional Integration”
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作者 LI Yinan DING Juan +4 位作者 ZHU Yan WU Jing ZHAO Zhiyan LI Jie XIANG Cheng 《Journal of Landscape Research》 2025年第3期89-92,共4页
During the critical transformation period of landscape architecture major after the adjustment of disciplinary structure and the changes in market demand,private colleges and universities,as important places for culti... During the critical transformation period of landscape architecture major after the adjustment of disciplinary structure and the changes in market demand,private colleges and universities,as important places for cultivating local talents,have pain points such as uneven quality of teachers and students and weak innovation and practice.The practice system with“multi-dimensional Integration”integrates four dimensions:interdisciplinary integration,spatial and temporal intersection,historical inheritance,and behavioral activity,deepens the disciplinary connotation,and integrates the three elements of nature,humanity,and technology,aiming to provide a new path for private colleges and universities to cultivate application-oriented and compound talents with innovative capabilities.In terms of optimizing talent cultivation and adapting to industry changes,this system provides thinking and reference for landscape architecture major,helping the major reshape its core competitiveness and promoting educational innovation and industry development. 展开更多
关键词 Landscape architecture Practice system multi-dimensional integration”model Talent cultivation Teaching reform
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Reliability of multi-dimensional network systems with nodes having stochastic connection ranges
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作者 FU Yuqiang MA Xiaoyang ZHAO Fei 《Journal of Systems Engineering and Electronics》 2025年第4期1017-1023,共7页
This paper proposes a reliability evaluation model for a multi-dimensional network system,which has potential to be applied to the internet of things or other practical networks.A multi-dimensional network system with... This paper proposes a reliability evaluation model for a multi-dimensional network system,which has potential to be applied to the internet of things or other practical networks.A multi-dimensional network system with one source element and multiple sink elements is considered first.Each element can con-nect with other elements within a stochastic connection ranges.The system is regarded as successful as long as the source ele-ment remains connected with all sink elements.An importance measure is proposed to evaluate the performance of non-source elements.Furthermore,to calculate the system reliability and the element importance measure,a multi-valued decision diagram based approach is structured and its complexity is analyzed.Finally,a numerical example about the signal transfer station system is illustrated to analyze the system reliability and the ele-ment importance measure. 展开更多
关键词 multi-dimensional network multi-valued decision diagram stochastic connection range reliability analysis impor-tance measure.
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Multi-dimensional hydrogen bonds regulated emissions of single-molecule system enabling surficial hydrophobicity/hydrophilicity mapping
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作者 Hao Gu Rui Li +6 位作者 Qiuying Li Sheng Lu Yahui Chen Xiaoning Yang Huili Ma Zhijun Xu Xiaoqiang Chen 《Chinese Chemical Letters》 2025年第5期515-520,共6页
Constructing multi-dimensional hydrogen bond(H-bond)regulated single-molecule systems with multiemission remains a challenge.Herein,we report the design of a new excited-state intramolecular proton transfer(ESIPT)feat... Constructing multi-dimensional hydrogen bond(H-bond)regulated single-molecule systems with multiemission remains a challenge.Herein,we report the design of a new excited-state intramolecular proton transfer(ESIPT)featured chromophore(HBT-DPI)that shows flexible emission tunability via the multidimensional regulation of intra-and intermolecular H-bonds.The feature of switchable intramolecular Hbonds is induced via incorporating several hydrogen bond acceptors and donors into one single HBT-DPI molecule,allowing the“turn on/off”of ESIPT process by forming isomers with distinct intramolecular Hbonds configurations.In response to different external H-bonding environments,the obtained four types of crystal/cocrystals vary in the contents of isomers and the molecular packing modes,which are mainly guided by the intermolecular H-bonds,exhibiting non-emissive features or emissions ranging from green to orange.Utilizing the feature of intermolecular H-bond guided molecular packing,we demonstrate the utility of this fluorescent material for visualizing hydrophobic/hydrophilic areas on large-scale heterogeneous surfaces of modified poly(1,1-difluoroethylene)(PVDF)membranes and quantitatively estimating the surface hydrophobicity,providing a new approach for hydrophobicity/hydrophilicity monitoring and measurement.Overall,this study represents a new design strategy for constructing multi-dimensional hydrogen bond regulated ESIPT-based fluorescent materials that enable multiple emissions and unique applications. 展开更多
关键词 multi-dimensional hydrogen bonds Emission regulation Hydrophobicity/hydrophilicity Surficial mapping Excited-state intramolecular proton transfer
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A novel multi-dimensional isolation platform for low-frequency excitations:analysis and experiment
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作者 Lingjun MENG Xiuting SUN Jian XU 《Applied Mathematics and Mechanics(English Edition)》 2025年第12期2241-2264,共24页
To break the limitations of the multi-dimensional(M-D)vibration isolation(VI)platforms with the Stewart-Gough design,such as strongly coupling motions,excessive friction in connections,heavy weight,and limited workspa... To break the limitations of the multi-dimensional(M-D)vibration isolation(VI)platforms with the Stewart-Gough design,such as strongly coupling motions,excessive friction in connections,heavy weight,and limited workspace,this study processes a novel platform integrated by a stiffness-adjustable origami spring sub-structure and a parallel mechanism.The origami-based stiffness-adjustable spring realizes low-frequency VI,and the parallel mechanism symmetry design realizes motions decoupling.In the origami-based sub-leg,the parallel-stack-assembly(PSA)design mechanism with two Miura origami configurations is proposed to generate a symmetrical negative stiffness property.Paired with a linear positive stiffness spring,the origami-based sub-leg has wide-amplitude-high-static-low-dynamic stiffness(WA-HSLDS)characteristics in one direction.Then,with construction of the parallel mechanism connected with origami-based sub-legs,an M-D VI platform is achieved,whose motions in the vertical direction and yaw direction are decoupled with the motions in the other directions.Based on the dynamic model and incremental harmonic balance(IHB)with the arc-length continuation method,appropriate structural parameters in the parallel mechanism part are figured out,and the accurate transmissibility in different directions is defined,which gives the parametric influencing investigations for realization of low-frequency VI performances.Finally,experiments are conducted to validate the accuracy and feasibility of the theoretical methods,and to demonstrate the performance of M-D low-frequency isolation with load-carrying capacity of the proposed VI platform.The integration of the origami into the parallel mechanism results in a compact,efficient,and flexible platform with nonlinear adjustability,offering new possibilities for lightweight M-D VI,and developing the practical applications in high-precision platforms in ocean and aerospace environments. 展开更多
关键词 multi-dimensional(M-D)vibration isolation(VI) wide-amplitude high-static-low-dynamic stiffness(WA-HSLDS) origami-based elastic spring parallel mechanism
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基于MLP模型的辽宁栎树立地因子与碳汇量关系研究
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作者 单秀琪 《农村科学实验》 2026年第1期126-128,共3页
森林生态系统在全球碳循环中发挥关键作用,栎树作为辽宁森林的重要组成部分,其碳汇能力对区域碳收支和气候调节具有重要意义。然而,现有研究在树木立地因子与碳汇量关系的分析中仍存在不足。为此,该研究引入MLP模型,利用其强大的非线性... 森林生态系统在全球碳循环中发挥关键作用,栎树作为辽宁森林的重要组成部分,其碳汇能力对区域碳收支和气候调节具有重要意义。然而,现有研究在树木立地因子与碳汇量关系的分析中仍存在不足。为此,该研究引入MLP模型,利用其强大的非线性映射能力和数据挖掘优势,构建辽宁栎树立地因子与碳汇量的关系模型。该研究综合分析了土壤、水文、气候等环境因子对碳汇量的影响机制及其相互作用,以提高预测精度和解释能力。研究结果表明,地理因子和林分结构对碳汇量影响显著,适中密度和郁闭度更有利于碳固定,不同龄组栎树具有差异化的碳汇增长特征,MLP模型在预测中表现稳定有效。研究结果可为辽宁栎树森林资源的经营管理与碳汇调控提供科学依据,助力森林生态系统的可持续发展。 展开更多
关键词 栎树 立地因子 碳汇量 mlp模型 辽宁省
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The Study on College English Writing Based on Multi-dimensional Feed-back Mode
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作者 骆敏 徐敏娜 《海外英语》 2020年第12期273-274,共2页
The study constructed a multi-dimensional feedback mode integrating teacher feedback, peer feedback and network feedback, and applied it in the teaching of College English Writing. After 16 weeks of teaching, the stud... The study constructed a multi-dimensional feedback mode integrating teacher feedback, peer feedback and network feedback, and applied it in the teaching of College English Writing. After 16 weeks of teaching, the students in the multi-dimen-sional feedback class had significantly better overall writing scores than those in the teacher-feedback class. In terms of individual scores, multi-dimensional feedback played a better role in improving vocabulary and grammar than the class using teacher feed-back. However, there were no significant differences in the responses of writing tasks, coherence and cohesion. The study showed that most students were satisfied with the mode, believing that it was helpful to relieve writing anxiety, stimulate writing interest and improve their writing level. 展开更多
关键词 College English Writing multi-dimensional feedback MODE
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桑树主要乳胶蛋白基因MaMLP423启动子的克隆与表达
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作者 杨金宏 陈贵攀 +3 位作者 凌君 楚渠 陈正余 孔卫青 《陕西农业科学》 2025年第10期1-5,34,共6页
主要乳胶蛋白(major latex protein,MLP)是Bet v 1超家族成员,参与植物的各种应激反应。本研究对桑树主要乳胶蛋白基因MaMLP423的启动子pMaMLP423进行了生物信息学分析和克隆表达分析。结果显示pMaMLP423具有启动子必需的TATA-box和CAAT... 主要乳胶蛋白(major latex protein,MLP)是Bet v 1超家族成员,参与植物的各种应激反应。本研究对桑树主要乳胶蛋白基因MaMLP423的启动子pMaMLP423进行了生物信息学分析和克隆表达分析。结果显示pMaMLP423具有启动子必需的TATA-box和CAAT-box等基本顺式作用元件,还有参与光响应(Box 4、TCT-motif、GA-motif等)、脱落酸反应(ABRE、AAGAA-motif)、乙烯响应(ERE)、干旱诱导(MYB、MBS等)、创伤响应(WUN-motif)等顺式作用元件。构建植物表达载体pMaMLP423及缺失部分序列的pMaMLP423ΔS1和pMaMLP423ΔS2,转化烟草瞬时表达,qPCR和组织化学染色检测显示,三个启动子均能驱动下游GUS基因的表达,但缺失S1和S2启动子的活性降低。外源激素脱落酸和乙烯利能显著诱导MaMLP4232基因的表达。本研究为深入了解MaMLP423的功能和作用提供了参考。 展开更多
关键词 桑树 主要乳胶蛋白mlp423基因 启动子 载体构建 GUS染色
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MLP框架下物流业低碳转型的路径研究——基于NCA和多时态QCA的组态分析
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作者 马卫刚 仵团旗 《新疆农垦经济》 2025年第11期44-52,共9页
文章基于MLP框架,运用EBM-DEA模型和多时段fsQCA方法,研究了“十一五”至“十三五”时期我国30个省份物流业低碳转型的实现路径。研究发现:(1)单一条件并不构成实现物流业低碳转型的必要条件;(2)并非具备所有前因条件才可实现物流业低... 文章基于MLP框架,运用EBM-DEA模型和多时段fsQCA方法,研究了“十一五”至“十三五”时期我国30个省份物流业低碳转型的实现路径。研究发现:(1)单一条件并不构成实现物流业低碳转型的必要条件;(2)并非具备所有前因条件才可实现物流业低碳转型,资源禀赋较差的地区通过恰当的要素组合,同样可实现物流业低碳转型;(3)各条件要素及其组态对实现物流业低碳转型的驱动作用存在阶段性差异和殊途同归的现象,物流业低碳转型在各时段实现路径不一,不存在“万能灵药”。各省要实现低碳物流须与时俱进,因时制宜。本研究有助于深化对各时段物流业低碳发展的多重因素复杂互动的认识,为不同地区实现低碳物流提供理论和实践启示。 展开更多
关键词 mlp框架 物流业 低碳转型 多时段QCA NCA
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一种基于MLP的智能数字预失真技术
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作者 李校林 王嘉航 +2 位作者 曾凡琪 刘旭 王鹏江 《通信与信息技术》 2025年第5期1-5,共5页
在第5代移动通信系统(5G)中,功率放大器(PAs)存在严重的非线性失真和强记忆效应,尤其是对于复杂的高阶调制系统,如64QAM、256QAM等。针对这一问题,提出一种基于MLP模型的智能数字预失真(AI-DPD)系统,用于优化5G NR物理上行共享信道(PUS... 在第5代移动通信系统(5G)中,功率放大器(PAs)存在严重的非线性失真和强记忆效应,尤其是对于复杂的高阶调制系统,如64QAM、256QAM等。针对这一问题,提出一种基于MLP模型的智能数字预失真(AI-DPD)系统,用于优化5G NR物理上行共享信道(PUSCH)的链路性能。通过实验对64QAM调制信号下的AI-DPD、无DPD和传统DPD技术进行了性能比较。实验结果表明,AI-DPD技术在所有信噪比(SNR)条件下均展现出最低的误码率(BLER),尤其在BLER为0.01时,AI-DPD技术实现了约1dB的SNR增益。此外,其星座图显示出高度集中和规则的分布,在SNR为30dB时对应的误差向量幅度(EVM)为3.71%,远低于3GPP规定的64 QAM的最小EVM要求8%。相比之下,无DPD技术的星座图分布较为分散,EVM为12.3%,表明信号经功率放大器(PA)后出现严重失真。传统DPD技术的EVM为7.3%。因此,AI-DPD技术在处理PA非线性特性方面相较于传统DPD技术展现了更优的性能。 展开更多
关键词 5G-NR 物理上行共享信道(PUSCH) 多层感知机(mlp) 数字预失真(DPD) 人工智能(AI)
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基于MLP-AdaBoost模型的混凝土抗压强度预测研究 被引量:2
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作者 赵佳亮 达列雄 +1 位作者 郭鸿 王婷 《混凝土》 北大核心 2025年第6期17-22,共6页
针对传统机器学习模型对混凝土抗压强度预测方面的局限性,提出了采用集成MLP和AdaBoost算法的融合模型。结合影响混凝土抗压强度共8个特征,以MLP和AdaBoost两种算法作为基模型,加权线性回归作为元模型,构建MLP-Adaboost融合模型,然后采... 针对传统机器学习模型对混凝土抗压强度预测方面的局限性,提出了采用集成MLP和AdaBoost算法的融合模型。结合影响混凝土抗压强度共8个特征,以MLP和AdaBoost两种算法作为基模型,加权线性回归作为元模型,构建MLP-Adaboost融合模型,然后采用贝叶斯优化技术来确定最优的超参数组合,以确保模型预测的准确性。试验表明:五折交叉验证确定系数指标(R^(2))达到0.957,均方根误差指标(RMSE)为3.798,平均绝对误差指标(MAE)为2.769。将MLP-AdaBoost融合模型与其他模型的预测结果作比较分析,得到MLP-AdaBoost融合模型的预测精度更高。最后通过SHAP库对混凝土数据集的组合预测模型进行可解释性分析,得到模型的预测逻辑与工程领域的实际操作一致,证明了该模型的合理性,为混凝土抗压强度的准确预测提供了一种有效的新方法。 展开更多
关键词 混凝土抗压强度预测 ADABOOST 贝叶斯优化 mlp 融合模型 SHAP值
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Structural Engineering of Hierarchical Aerogels Comprised of Multi-dimensional Gradient Carbon Nanoarchitectures for Highly Efficient Microwave Absorption 被引量:19
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作者 Yongpeng Zhao Xueqing Zuo +11 位作者 Yuan Guo Hui Huang Hao Zhang Ting Wang Ningxuan Wen Huan Chen Tianze Cong Javid Muhammad Xuan Yang Xinnan Wang Zeng Fan Lujun Pan 《Nano-Micro Letters》 SCIE EI CAS CSCD 2021年第9期344-363,共20页
Recently,multilevel structural carbon aerogels are deemed as attractive candidates for microwave absorbing materials.Nevertheless,excessive stack and agglomeration for low-dimension carbon nanomaterials inducing imped... Recently,multilevel structural carbon aerogels are deemed as attractive candidates for microwave absorbing materials.Nevertheless,excessive stack and agglomeration for low-dimension carbon nanomaterials inducing impedance mismatch are significant challenges.Herein,the delicate“3D helix-2D sheet-1D fiber-0D dot”hierarchical aerogels have been successfully synthesized,for the first time,by sequential processes of hydrothermal self-assembly and in-situ chemical vapor deposition method.Particularly,the graphene sheets are uniformly intercalated by 3D helical carbon nanocoils,which give a feasible solution to the mentioned problem and endows the as-obtained aerogel with abundant porous structures and better dielectric properties.Moreover,by adjusting the content of 0D core-shell structured particles and the parameters for growth of the 1D carbon nanofibers,tunable electromagnetic properties and excellent impedance matching are achieved,which plays a vital role in the microwave absorption performance.As expected,the optimized aerogels harvest excellent performance,including broad effective bandwidth and strong reflection loss at low filling ratio and thin thickness.This work gives valuable guidance and inspiration for the design of hierarchical materials comprised of dimensional gradient structures,which holds great application potential for electromagnetic wave attenuation. 展开更多
关键词 Hierarchical aerogels multi-dimensional gradient Carbon nanocoils Microwave absorption
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Seismic fragility analysis of highway bridges considering multi-dimensional performance limit state 被引量:17
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作者 Wang, Qi'ang Wu, Ziyan Liu, Shukui 《Earthquake Engineering and Engineering Vibration》 SCIE EI CSCD 2012年第2期185-193,共9页
Fragility analysis for highway bridges has become increasingly important in the risk assessment of highway transportation networks exposed to seismic hazards. This study introduces a methodology to calculate fragility... Fragility analysis for highway bridges has become increasingly important in the risk assessment of highway transportation networks exposed to seismic hazards. This study introduces a methodology to calculate fragility that considers multi-dimensional performance limit state parameters and makes a first attempt to develop fragility curves for a multi-span continuous (MSC) concrete girder bridge considering two performance limit state parameters: column ductility and transverse deformation in the abutments. The main purpose of this paper is to show that the performance limit states, which are compared with the seismic response parameters in the calculation of fragility, should be properly modeled as randomly interdependent variables instead of deterministic quantities. The sensitivity of fragility curves is also investigated when the dependency between the limit states is different. The results indicate that the proposed method can be used to describe the vulnerable behavior of bridges which are sensitive to multiple response parameters and that the fragility information generated by this method will be more reliable and likely to be implemented into transportation network loss estimation. 展开更多
关键词 highway bridge seismic hazard multi-dimensional performance limit state fragility curves sensitivity
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Hydraulic directional valve fault diagnosis using a weighted adaptive fusion of multi-dimensional features of a multi-sensor 被引量:12
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作者 Jin-chuan SHI Yan REN +1 位作者 He-sheng TANG Jia-wei XIANG 《Journal of Zhejiang University-Science A(Applied Physics & Engineering)》 SCIE EI CAS CSCD 2022年第4期257-271,共15页
Because the hydraulic directional valve usually works in a bad working environment and is disturbed by multi-factor noise,the traditional single sensor monitoring technology is difficult to use for an accurate diagnos... Because the hydraulic directional valve usually works in a bad working environment and is disturbed by multi-factor noise,the traditional single sensor monitoring technology is difficult to use for an accurate diagnosis of it.Therefore,a fault diagnosis method based on multi-sensor information fusion is proposed in this paper to reduce the inaccuracy and uncertainty of traditional single sensor information diagnosis technology and to realize accurate monitoring for the location or diagnosis of early faults in such valves in noisy environments.Firstly,the statistical features of signals collected by the multi-sensor are extracted and the depth features are obtained by a convolutional neural network(CNN)to form a complete and stable multi-dimensional feature set.Secondly,to obtain a weighted multi-dimensional feature set,the multi-dimensional feature sets of similar sensors are combined,and the entropy weight method is used to weight these features to reduce the interference of insensitive features.Finally,the attention mechanism is introduced to improve the dual-channel CNN,which is used to adaptively fuse the weighted multi-dimensional feature sets of heterogeneous sensors,to flexibly select heterogeneous sensor information so as to achieve an accurate diagnosis.Experimental results show that the weighted multi-dimensional feature set obtained by the proposed method has a high fault-representation ability and low information redundancy.It can diagnose simultaneously internal wear faults of the hydraulic directional valve and electromagnetic faults of actuators that are difficult to diagnose by traditional methods.This proposed method can achieve high fault-diagnosis accuracy under severe working conditions. 展开更多
关键词 Hydraulic directional valve Internal fault diagnosis Weighted multi-dimensional features Multi-sensor information fusion
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Applications of multi-dimensional schemes on unstructured grids for high-accuracy heat flux prediction 被引量:2
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作者 Yunbo Wan Nianhua Wang +1 位作者 Laiping Zhang Yewei Gui 《Acta Mechanica Sinica》 SCIE EI CAS CSCD 2020年第1期57-71,共15页
The simulation of hypersonic flows with fully unstructured(tetrahedral)grids has severe problems with respect to the prediction of stagnation region heating,due to the random face orientation without alignment to the ... The simulation of hypersonic flows with fully unstructured(tetrahedral)grids has severe problems with respect to the prediction of stagnation region heating,due to the random face orientation without alignment to the bow shock.To improve the accuracy of aero-heating predictions,three multi-dimensional approaches on unstructured grids are coupled in our Reynolds-averaged Navier-Stokes(RANS)solver,including multi-dimensional upwind flux reconstruction(MUP),multi-dimensional limiter(MLP-u2)and multi-dimensional gradient reconstruction(MLR).The coupled multi-dimensional RANS solver is validated by several typical verification and validation(V&V)cases,including hypersonic flows over a cylinder,a blunt biconic,and a double-ellipsoid,with commonly used prism/tetrahedral hybrid grids.Finally,the coupled multi-dimensional solver is applied to simulating the heat flux distribution over a 3D engineering configuration,i.e.a Hermes-like space shuttle model.The obtained numerical results are compared with experimental data.The predicted results demonstrate that the coupled multi-dimensional approach has a good prediction capability on aerodynamic heating over a wide range of complex engineering configurations. 展开更多
关键词 Heat-flux prediction Unstructured grid multi-dimensional gradient reconstruction multi-dimensional limiter multi-dimensional upwind scheme
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