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TCMLCM:an intelligent question-answering model for traditional Chinese medicine lung cancer based on the KG2TRAG method
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作者 Chunfang ZHOU Qingyue GONG +2 位作者 Wendong ZHAN Jinyang ZHU Huidan LUAN 《Digital Chinese Medicine》 2025年第1期36-45,共10页
Objective To improve the accuracy and professionalism of question-answering(QA)model in traditional Chinese medicine(TCM)lung cancer by integrating large language models with structured knowledge graphs using the know... Objective To improve the accuracy and professionalism of question-answering(QA)model in traditional Chinese medicine(TCM)lung cancer by integrating large language models with structured knowledge graphs using the knowledge graph(KG)to text-enhanced retrievalaugmented generation(KG2TRAG)method.Methods The TCM lung cancer model(TCMLCM)was constructed by fine-tuning Chat-GLM2-6B on the specialized datasets Tianchi TCM,HuangDi,and ShenNong-TCM-Dataset,as well as a TCM lung cancer KG.The KG2TRAG method was applied to enhance the knowledge retrieval,which can convert KG triples into natural language text via ChatGPT-aided linearization,leveraging large language models(LLMs)for context-aware reasoning.For a comprehensive comparison,MedicalGPT,HuatuoGPT,and BenTsao were selected as the baseline models.Performance was evaluated using bilingual evaluation understudy(BLEU),recall-oriented understudy for gisting evaluation(ROUGE),accuracy,and the domain-specific TCM-LCEval metrics,with validation from TCM oncology experts assessing answer accuracy,professionalism,and usability.Results The TCMLCM model achieved the optimal performance across all metrics,including a BLEU score of 32.15%,ROUGE-L of 59.08%,and an accuracy rate of 79.68%.Notably,in the TCM-LCEval assessment specific to the field of TCM,its performance was 3%−12%higher than that of the baseline model.Expert evaluations highlighted superior performance in accuracy and professionalism.Conclusion TCMLCM can provide an innovative solution for TCM lung cancer QA,demonstrating the feasibility of integrating structured KGs with LLMs.This work advances intelligent TCM healthcare tools and lays a foundation for future AI-driven applications in traditional medicine. 展开更多
关键词 Traditional Chinese medicine(tcm) Lung cancer Question-answering Large language model Fine-tuning Knowledge graph KG2TRAG method
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基于TCM的干预模式对老年肺结核患者负性情绪和肺功能的影响
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作者 庹碧英 周开元 王旭 《老年医学与保健》 2025年第1期174-178,共5页
目的探讨基于过渡性护理模式(TCM)的干预方法对老年肺结核患者负性情绪和肺功能的影响。方法前瞻性选择2021年1月—2023年12月在贵州航天医院治疗的120例老年肺结核患者,采用随机数字表法分为对照组(n=60)和观察组(n=60)。2组患者均接... 目的探讨基于过渡性护理模式(TCM)的干预方法对老年肺结核患者负性情绪和肺功能的影响。方法前瞻性选择2021年1月—2023年12月在贵州航天医院治疗的120例老年肺结核患者,采用随机数字表法分为对照组(n=60)和观察组(n=60)。2组患者均接受抗结核常规药物治疗,对照组采用常规护理,观察组在与对照组相同处理的基础上加用基于TCM模式的护理干预,2组均干预2个月。比较2组干预前后患者心理状态、肺功能及自护能力变化。结果与同组干预前相比,干预后2组患者SAS、SDS评分均降低(P<0.05),且观察组SAS、SDS评分均低于对照组(P<0.05);干预后2组患者FEV1%pre、6MWT、FEV1/FVC、ESCA量表总分及各维度评分均升高(P<0.05),且观察组上述评分均高于对照组(P<0.05)。结论基于TCM模式的护理干预可有效改善老年肺结核患者的心理状态和肺功能,提升患者的自我护理能力。 展开更多
关键词 老年 肺结核 过渡性护理模式(tcm) 护理干预 焦虑 抑郁 肺功能
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Id2通过PI3K/AKT通路调控Tcm细胞的代谢重编程抑制结肠癌细胞生长 被引量:1
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作者 刘枋 潘春丽 +2 位作者 周智锋 陈淑萍 叶韵斌 《中国肿瘤生物治疗杂志》 北大核心 2025年第6期570-578,共9页
目的:探讨分化抑制因子2(Id2)在诱导生成中央记忆性T(Tcm)细胞及增强T细胞抗肿瘤持久性中的作用。方法:磁珠分选CD8^(+)初始T细胞,与负载癌胚抗原(CEA)的树突状细胞(DC)共培养,经白介素-2(IL-2)或IL-7/15/21/23分别诱导培养效应T(Teff)... 目的:探讨分化抑制因子2(Id2)在诱导生成中央记忆性T(Tcm)细胞及增强T细胞抗肿瘤持久性中的作用。方法:磁珠分选CD8^(+)初始T细胞,与负载癌胚抗原(CEA)的树突状细胞(DC)共培养,经白介素-2(IL-2)或IL-7/15/21/23分别诱导培养效应T(Teff)或Tcm细胞;qPCR和WB法分别检测T细胞中Id2和Id3 mRNA、蛋白表达;慢病毒敲减T细胞中Id2基因,用流式细胞术检测其T细胞记忆表型;WB法检测PI3K/AKT通路相关蛋白的表达;Seahorse能量代谢仪分析细胞外酸化速率(ECAR)和耗氧速率(OCR);斑马鱼结肠癌HCT116细胞移植瘤模型分析Teff和Tcm细胞的抗肿瘤差异,进一步观察敲减Id2基因的Tcm细胞(Tcm-shId2)对第二次移植瘤的生长抑制。结果:Tcm细胞高表达Id3 mRNA(P<0.05),而Teff细胞高表达Id2 mRNA(P<0.001)。成功构建敲减Id2基因的Tcm细胞(Tcm-shId2)且其Id3表达明显上调,敲减Id2可促进Tcm细胞的形成(P<0.05)。Tcm-shId2细胞通过PI3K/AKT通路进行代谢重编程,有效抑制斑马鱼体内结肠癌移植瘤的生长,对第二次移植瘤也能产生显著抑制作用(P<0.01)。结论:Id2可能通过调控PI3K/AKT通路改变T细胞代谢模式,从而促进CD8^(+)T细胞向Tcm细胞分化,有效抑制结肠癌移植瘤的生长。 展开更多
关键词 分化抑制因子2 中央记忆性T细胞 T细胞分化 PI3K/AKT信号通路 代谢重编程
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基于改进U-Net++模型的油菜pol TCMS温敏两系育性等级鉴定及温度育性关系的量化研究
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作者 李世鹏 陈才武 +3 位作者 张晶 吕恬 傅廷栋 易斌 《作物学报》 北大核心 2025年第6期1423-1434,共12页
油菜(Brassica napus L.)是全球重要的油料作物,其杂种优势的利用在提升产量与环境适应能力方面发挥了关键作用。温敏型波里马细胞质雄性不育系(pol TCMS)因其育性受温度影响,具备一系两用的独特优势,已成功应用于两系育种。雄蕊、雌蕊... 油菜(Brassica napus L.)是全球重要的油料作物,其杂种优势的利用在提升产量与环境适应能力方面发挥了关键作用。温敏型波里马细胞质雄性不育系(pol TCMS)因其育性受温度影响,具备一系两用的独特优势,已成功应用于两系育种。雄蕊、雌蕊长度是生产实践中进行育性等级划分的主要依据,然而育性等级的主观划分方法易受人为因素干扰,最终影响表型考察及精细定位的结果。为此,本研究提出了一种育性等级鉴定的新方法,即基于改进U-Net++深度学习模型的图像语义分割法。以pol TCMS温敏两系及pol CMS稳定不育系构建F2分离群体,首先,获取分离群体中不同育性等级花器官的图像,标注构建数据集;其次,选取U-Net++图像语义分割方法,通过优化编码器和解码器结构并引入通道注意力模块,提升模型的分割精度;最后,以不同育性等级的图像进行训练和测试。结果表明,改进后的模型在不同育性等级花器官的分割任务中,平均交并比为92.02%,精确率为98.94%,召回率为98.84%,F1分数为98.87%,优于其他分割模型方法,该模型能很好识别出不同育性等级的花器官。基于分割结果获得原位实际长度,与人工测量的长度相比,预测值与实测值的决定系数R^(2)为0.989,均方根误差(RMSE)为0.142 mm,Spearman相关系数为0.983,可以实现不同育性等级表型参数的准确测量。此外,通过分析量化温度与育性(雄蕊/雌蕊比值)的关系发现,育性随单花开花前9 d的温度变化而波动。本研究验证了温度对油菜育性的关键影响,为深入解析油菜温敏特性及相关基因定位研究提供了新方法和技术支持。 展开更多
关键词 油菜 Pol tcmS U-Net++分割模型 温度 育性等级 基因定位
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Study of the Transport Behavior of Multispherical Proppant in Intersecting Fracture Based on Discrete Element Method 被引量:1
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作者 Chengyong Peng JianshuWu +2 位作者 Mao Jiang Biao Yin Yishan Lou 《Energy Engineering》 EI 2025年第1期185-201,共17页
To analyze the differences in the transport and distribution of different types of proppants and to address issues such as the short effective support of proppant and poor placement in hydraulically intersecting fract... To analyze the differences in the transport and distribution of different types of proppants and to address issues such as the short effective support of proppant and poor placement in hydraulically intersecting fractures,this study considered the combined impact of geological-engineering factors on conductivity.Using reservoir production parameters and the discrete elementmethod,multispherical proppants were constructed.Additionally,a 3D fracture model,based on the specified conditions of the L block,employed coupled(Computational Fluid Dynamics)CFD-DEM(Discrete ElementMethod)for joint simulations to quantitatively analyze the transport and placement patterns of multispherical proppants in intersecting fractures.Results indicate that turbulent kinetic energy is an intrinsic factor affecting proppant transport.Moreover,the efficiency of placement and migration distance of low-sphericity quartz sand constructed by the DEM in the main fracture are significantly reduced compared to spherical ceramic proppants,with a 27.7%decrease in the volume fraction of the fracture surface,subsequently affecting the placement concentration and damaging fracture conductivity.Compared to small-angle fractures,controlling artificial and natural fractures to expand at angles of 45°to 60°increases the effective support length by approximately 20.6%.During hydraulic fracturing of gas wells,ensuring the fracture support area and post-closure conductivity can be achieved by controlling the sphericity of proppants and adjusting the perforation direction to control the direction of artificial fractures. 展开更多
关键词 Hydraulic fracturing discrete element method PROPPANT SPHERICITY CFD-DEM
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Structural Modal Parameter Recognition and Related Damage Identification Methods under Environmental Excitations:A Review 被引量:3
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作者 Chao Zhang Shang-Xi Lai Hua-Ping Wang 《Structural Durability & Health Monitoring》 EI 2025年第1期25-54,共30页
Modal parameters can accurately characterize the structural dynamic properties and assess the physical state of the structure.Therefore,it is particularly significant to identify the structural modal parameters accordi... Modal parameters can accurately characterize the structural dynamic properties and assess the physical state of the structure.Therefore,it is particularly significant to identify the structural modal parameters according to the monitoring data information in the structural health monitoring(SHM)system,so as to provide a scientific basis for structural damage identification and dynamic model modification.In view of this,this paper reviews methods for identifying structural modal parameters under environmental excitation and briefly describes how to identify structural damages based on the derived modal parameters.The paper primarily introduces data-driven modal parameter recognition methods(e.g.,time-domain,frequency-domain,and time-frequency-domain methods,etc.),briefly describes damage identification methods based on the variations of modal parameters(e.g.,natural frequency,modal shapes,and curvature modal shapes,etc.)and modal validation methods(e.g.,Stability Diagram and Modal Assurance Criterion,etc.).The current status of the application of artificial intelligence(AI)methods in the direction of modal parameter recognition and damage identification is further discussed.Based on the pre-vious analysis,the main development trends of structural modal parameter recognition and damage identification methods are given to provide scientific references for the optimized design and functional upgrading of SHM systems. 展开更多
关键词 Structural health monitoring data information modal parameters damage identification AI method
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基于TCM模式Buck/Boost电路的MMC环流抑制拓扑的研究
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作者 张晨曦 杨成顺 +1 位作者 徐坤山 张斌锋 《自动化与仪表》 2025年第10期19-24,共6页
针对模块化多电平变换器(MMC)在运行过程中由子模块电压波动引起的环流问题,提出了一种基于双向软开关Buck/Boost电路的子模块拓扑结构来平衡子模块电容电压。当子模块电容电压高于设定值时将能量传输至拓扑右侧的电容储存,低于设定值... 针对模块化多电平变换器(MMC)在运行过程中由子模块电压波动引起的环流问题,提出了一种基于双向软开关Buck/Boost电路的子模块拓扑结构来平衡子模块电容电压。当子模块电容电压高于设定值时将能量传输至拓扑右侧的电容储存,低于设定值时将拓扑电容中的能量输出给子模块电容来维持其电压。分别在Buck和Boost模式下建立了每个模态的数学模型,确保了全过程的软开关以降低系统的开关损耗,满足了高频场景下的使用。在Matlab/Simulink中完成了仿真测试,验证了该拓扑平衡子模块电容电压的能力以及所述数学模型的准确性。 展开更多
关键词 MMC 环流抑制 软开关 tcm模式 Buck/Boost电路
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Combing the Entropy Weight Method with Fuzzy Mathematics for Assessing the Quality and Post-Ripening Mechanism of High-Temperature Daqu during Storage 被引量:1
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作者 YANG Junlin YANG Shaojuan +8 位作者 WU Cheng YIN Yanshun YOU Xiaolong ZHAO Wenyu ZHU Anran WANG Jia HU Feng HU Jianfeng WANG Diqiang 《食品科学》 北大核心 2025年第9期48-62,共15页
This study investigated the physicochemical properties,enzyme activities,volatile flavor components,microbial communities,and sensory evaluation of high-temperature Daqu(HTD)during the maturation process,and a standar... This study investigated the physicochemical properties,enzyme activities,volatile flavor components,microbial communities,and sensory evaluation of high-temperature Daqu(HTD)during the maturation process,and a standard system was established for comprehensive quality evaluation of HTD.There were obvious changes in the physicochemical properties,enzyme activities,and volatile flavor components at different storage periods,which affected the sensory evaluation of HTD to a certain extent.The results of high-throughput sequencing revealed significant microbial diversity,and showed that the bacterial community changed significantly more than did the fungal community.During the storage process,the dominant bacterial genera were Kroppenstedtia and Thermoascus.The correlation between dominant microorganisms and quality indicators highlighted their role in HTD quality.Lactococcus,Candida,Pichia,Paecilomyces,and protease activity played a crucial role in the formation of isovaleraldehyde.Acidic protease activity had the greatest impact on the microbial community.Moisture promoted isobutyric acid generation.Furthermore,the comprehensive quality evaluation standard system was established by the entropy weight method combined with multi-factor fuzzy mathematics.Consequently,this study provides innovative insights for comprehensive quality evaluation of HTD during storage and establishes a groundwork for scientific and rational storage of HTD and quality control of sauce-flavor Baijiu. 展开更多
关键词 microbial community high-temperature Daqu comprehensive quality evaluation entropy weight method maturation process
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In situ stress inversion using nonlinear stress boundaries achieved by the bubbling method 被引量:1
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作者 Xige Liu Chenchun Huang +3 位作者 Wancheng Zhu Joung Oh Chengguo Zhang Guangyao Si 《Journal of Rock Mechanics and Geotechnical Engineering》 2025年第3期1510-1527,共18页
Due to the heterogeneity of rock masses and the variability of in situ stress,the traditional linear inversion method is insufficiently accurate to achieve high accuracy of the in situ stress field.To address this cha... Due to the heterogeneity of rock masses and the variability of in situ stress,the traditional linear inversion method is insufficiently accurate to achieve high accuracy of the in situ stress field.To address this challenge,nonlinear stress boundaries for a numerical model are determined through regression analysis of a series of nonlinear coefficient matrices,which are derived from the bubbling method.Considering the randomness and flexibility of the bubbling method,a parametric study is conducted to determine recommended ranges for these parameters,including the standard deviation(σb)of bubble radii,the non-uniform coefficient matrix number(λ)for nonlinear stress boundaries,and the number(m)and positions of in situ stress measurement points.A model case study provides a reference for the selection of these parameters.Additionally,when the nonlinear in situ stress inversion method is employed,stress distortion inevitably occurs near model boundaries,aligning with the Saint Venant's principle.Two strategies are proposed accordingly:employing a systematic reduction of nonlinear coefficients to achieve high inversion accuracy while minimizing significant stress distortion,and excluding regions with severe stress distortion near the model edges while utilizing the central part of the model for subsequent simulations.These two strategies have been successfully implemented in the nonlinear in situ stress inversion of the Xincheng Gold Mine and have achieved higher inversion accuracy than the linear method.Specifically,the linear and nonlinear inversion methods yield root mean square errors(RMSE)of 4.15 and 3.2,and inversion relative errors(δAve)of 22.08%and 17.55%,respectively.Therefore,the nonlinear inversion method outperforms the traditional multiple linear regression method,even in the presence of a systematic reduction in the nonlinear stress boundaries. 展开更多
关键词 In situ stress field Inversion method The bubbling method Nonlinear stress boundary Multiple linear regression method
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TCM100型轨道电路改造方案
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作者 成磊 《城市轨道交通研究》 北大核心 2025年第1期258-261,共4页
[目的]TCM100型轨道电路在我国首次应用于深圳地铁4号线和广州地铁8号线。在设备维保初期发现,原TCM(轨道电路模块)组的供电方式存在一定弊端,更换单个TCM将影响多个轨道区段的功能与显示,且更换TCM时设备故障频发,有必要对TCM100型轨... [目的]TCM100型轨道电路在我国首次应用于深圳地铁4号线和广州地铁8号线。在设备维保初期发现,原TCM(轨道电路模块)组的供电方式存在一定弊端,更换单个TCM将影响多个轨道区段的功能与显示,且更换TCM时设备故障频发,有必要对TCM100型轨道电路进行改造。[方法]通过对TCM100型轨道电路中的TCM组研究,指出了西门子股份公司提供的《TCM维护手册》以及TCM供电方式设计中存在的问题,并提出了一种TCM100型轨道电路改造方案。依托某车辆段试车线,对改造后的TCM100型轨道电路进行了TCM更换试验。[结果及结论]TCM100型轨道电路的改造方案如下:将原正极线所接的单个万可接线端子替换为3个带空气开关的万可接线端子,分别控制3个TCM的正极供电,负极供电不做变更,从而实现单个模块的独立供电。TCM更换试验确定了最优的更换方式,证明了该型轨道电路改造方案的有效性。 展开更多
关键词 轨道交通 tcm100型轨道电路 轨道电路改造 轨道电路模块
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Insight Into the Separation-of-Variable Methods for the Closed-Form Solutions of Free Vibration of Rectangular Thin Plates
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作者 Yufeng Xing Ye Yuan Gen Li 《Computer Modeling in Engineering & Sciences》 SCIE EI 2025年第1期329-355,共27页
The separation-of-variable(SOV)methods,such as the improved SOV method,the variational SOV method,and the extended SOV method,have been proposed by the present authors and coworkers to obtain the closed-form analytica... The separation-of-variable(SOV)methods,such as the improved SOV method,the variational SOV method,and the extended SOV method,have been proposed by the present authors and coworkers to obtain the closed-form analytical solutions for free vibration and eigenbuckling of rectangular plates and circular cylindrical shells.By taking the free vibration of rectangular thin plates as an example,this work presents the theoretical framework of the SOV methods in an instructive way,and the bisection–based solution procedures for a group of nonlinear eigenvalue equations.Besides,the explicit equations of nodal lines of the SOV methods are presented,and the relations of nodal line patterns and frequency orders are investigated.It is concluded that the highly accurate SOV methods have the same accuracy for all frequencies,the mode shapes about repeated frequencies can also be precisely captured,and the SOV methods do not have the problem of missing roots as well. 展开更多
关键词 Separation-of-variable method Rayleigh quotient nodal line eigenvalue equation bisection method
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Improved methods,properties,applications and prospects of microbial induced carbonate precipitation(MICP)treated soil:A review 被引量:2
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作者 Xuanshuo Zhang Hongyu Wang +3 位作者 Ya Wang Jinghui Wang Jing Cao Gang Zhang 《Biogeotechnics》 2025年第1期34-54,共21页
Soil improvement is one of the most important issues in geotechnical engineering practice.The wide application of traditional improvement techniques(cement/chemical materials)are limited due to damage ecological en-vi... Soil improvement is one of the most important issues in geotechnical engineering practice.The wide application of traditional improvement techniques(cement/chemical materials)are limited due to damage ecological en-vironment and intensify carbon emissions.However,the use of microbially induced calcium carbonate pre-cipitation(MICP)to obtain bio-cement is a novel technique with the potential to induce soil stability,providing a low-carbon,environment-friendly,and sustainable integrated solution for some geotechnical engineering pro-blems in the environment.This paper presents a comprehensive review of the latest progress in soil improvement based on the MICP strategy.It systematically summarizes and overviews the mineralization mechanism,influ-encing factors,improved methods,engineering characteristics,and current field application status of the MICP.Additionally,it also explores the limitations and correspondingly proposes prospective applications via the MICP approach for soil improvement.This review indicates that the utilization of different environmental calcium-based wastes in MICP and combination of materials and MICP are conducive to meeting engineering and market demand.Furthermore,we recommend and encourage global collaborative study and practice with a view to commercializing MICP technique in the future.The current review purports to provide insights for engineers and interdisciplinary researchers,and guidance for future engineering applications. 展开更多
关键词 Soil improvement Bio-cement MICP Improved methods Field application cases
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TCM码的盲识别算法
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作者 刘浩然 蒋明欣 +2 位作者 郑纪然 孙秀斌 周良臣 《成都信息工程大学学报》 2025年第4期466-471,共6页
针对(n,k,K)TCM码,提出一种主要应用于高误码率情况下的盲识别方法,采用Walsh-Hadamard变换,在信道编码领域内实现有效的盲识别。在TCM编码中给出盲识别的数学模型,建立一个线性方程组,以获取与生成多项式相关的系数矩阵。随后,通过应用... 针对(n,k,K)TCM码,提出一种主要应用于高误码率情况下的盲识别方法,采用Walsh-Hadamard变换,在信道编码领域内实现有效的盲识别。在TCM编码中给出盲识别的数学模型,建立一个线性方程组,以获取与生成多项式相关的系数矩阵。随后,通过应用Walsh-Hadamard变换,对二进制域内含有一定错误的线性系数方程组进行处理。此外,通过对高维的线性系数方程组进行分段,对Walsh-Hadamard变换的应用进行优化。分段的目的是将该线性系统转化为两个低维的线性系数方程组,对这两个低维线性系数方程组进行求解。利用分段Walsh-Hadamard变换简化了求解过程,大大降低了对资源和内存的需求。通过仿真验证该算法的可行性,即使在误码率升高的情况下,盲识别算法也具有良好的自适应能力。在误码率为4%的条件下,算法的识别率能到达90%。 展开更多
关键词 tcm 盲识别 高误码率 分段Walsh-Hadamard变换 线性系数方程组
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一种基于Least Square Method算法的城轨车辆车门动作时间精准判断的研究
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作者 李宏菱 宋华杰 +3 位作者 马仲智 周辉 李晴 陈龙 《时代汽车》 2025年第3期190-192,共3页
为研究城市轨道交通车辆客室车门动作时间精准性,门的动作主要依靠直流无刷电机的驱动,所以门动作判断的根本,是对电机运动状态的判读,门运动过程中由于电机码盘线受杂波干扰,系统无法准确寻找计时点从而影响系统判断门运动时间;建立波... 为研究城市轨道交通车辆客室车门动作时间精准性,门的动作主要依靠直流无刷电机的驱动,所以门动作判断的根本,是对电机运动状态的判读,门运动过程中由于电机码盘线受杂波干扰,系统无法准确寻找计时点从而影响系统判断门运动时间;建立波形矫正模型,利用数学方法校准波形,让MCU找出最佳计时点并处理(误差不超过10ms),采用最小二乘法模型,通过最小化误差的平方和找到一组数据的最佳函数匹配,求得未知的数据,并使得这些求得的数据与实际数据之间误差的平方和为最小,可精准地得到门动作时间。模拟测试结果表明,门动作时间测算误差所示其误差为7.42ms,小于10ms。 展开更多
关键词 城轨车辆 客室车门 电机码盘 Least Square method算法 门动作时间精准
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Research on Bearing Fault Diagnosis Method Based on Deep Learning 被引量:1
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作者 Ting Zheng 《Journal of Electronic Research and Application》 2025年第1期1-6,共6页
Bearing is an indispensable key component in mechanical equipment,and its working state is directly related to the stability and safety of the whole equipment.In recent years,with the rapid development of artificial i... Bearing is an indispensable key component in mechanical equipment,and its working state is directly related to the stability and safety of the whole equipment.In recent years,with the rapid development of artificial intelligence technology,especially the breakthrough of deep learning technology,it provides a new idea for bearing fault diagnosis.Deep learning can automatically learn features from a large amount of data,has a strong nonlinear modeling ability,and can effectively solve the problems existing in traditional methods.Aiming at the key problems in bearing fault diagnosis,this paper studies the fault diagnosis method based on deep learning,which not only provides a new solution for bearing fault diagnosis but also provides a reference for the application of deep learning in other mechanical fault diagnosis fields. 展开更多
关键词 Deep learning Bearing failure Diagnostic methods
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TCM-Mini-CEX+QCC管理模式在中医住院医师培养过程中的应用
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作者 国海燕 周永飞 +1 位作者 周君 张晓燕 《中国高等医学教育》 2025年第6期96-97,共2页
目的:探讨TCM-Mini-CEX+QCC管理模式在中医住院医师培养过程中的应用。方法:以我院2021届和2022届中医住院医师为研究对象。2021届学员为对照组,采用传统培养方式进行备考培训;2022届学员为试验组,采用TCM-Mini-CEX量表+QCC管理模式进... 目的:探讨TCM-Mini-CEX+QCC管理模式在中医住院医师培养过程中的应用。方法:以我院2021届和2022届中医住院医师为研究对象。2021届学员为对照组,采用传统培养方式进行备考培训;2022届学员为试验组,采用TCM-Mini-CEX量表+QCC管理模式进行备考培训。比较两组结业考试通过率。结果:试验组结业考试通过率高于对照组,且对TCM-Mini-CEX量表+QCC管理模式的满意度较高。结论:TCM-Mini-CEX+QCC管理模式有助于提高中医住院医师的结业考试通过率及总体满意度。 展开更多
关键词 tcm-Mini-CEX QCC管理模式
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A dual⁃parameter method for seismic resilience assessment of buildings 被引量:1
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作者 LI Shuang HU Binbin +1 位作者 LIU Wen ZHAI Changhai 《Journal of Southeast University(English Edition)》 2025年第1期1-11,共11页
To quantify the seismic resilience of buildings,a method for evaluating functional loss from the component level to the overall building is proposed,and the dual-parameter seismic resilience assessment method based on... To quantify the seismic resilience of buildings,a method for evaluating functional loss from the component level to the overall building is proposed,and the dual-parameter seismic resilience assessment method based on postearthquake loss and recovery time is improved.A threelevel function tree model is established,which can consider the dynamic changes in weight coefficients of different category of components relative to their functional losses.Bayesian networks are utilized to quantify the impact of weather conditions,construction technology levels,and worker skill levels on component repair time.A method for determining the real-time functional recovery curve of buildings based on the component repair process is proposed.Taking a three-story teaching building as an example,the seismic resilience indices under basic earthquakes and rare earthquakes are calculated.The results show that the seismic resilience grade of the teaching building is comprehensively judged as GradeⅢ,and its resilience grade is more significantly affected by postearthquake loss.The proposed method can be used to predict the seismic resilience of buildings prior to earthquakes,identify weak components within buildings,and provide guidance for taking measures to enhance the seismic resilience of buildings. 展开更多
关键词 seismic resilience assessment dual-parameter method functional loss recovery time Bayesian networks
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A Review of the Hydrodynamic Damping Characteristics of Blade-like Structures:Focus on the Quantitative Identification Methods and Key Influencing Parameters 被引量:1
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作者 Yongshun Zeng Zhaohui Qian +1 位作者 Jiayun Zhang Zhifeng Yao 《哈尔滨工程大学学报(英文版)》 2025年第1期21-34,共14页
Ocean energy has progressively gained considerable interest due to its sufficient potential to meet the world’s energy demand,and the blade is the core component in electricity generation from the ocean current.Howev... Ocean energy has progressively gained considerable interest due to its sufficient potential to meet the world’s energy demand,and the blade is the core component in electricity generation from the ocean current.However,the widened hydraulic excitation frequency may satisfy the blade resonance due to the time variation in the velocity and angle of attack of the ocean current,even resulting in blade fatigue and destructively interfering with grid stability.A key parameter that determines the resonance amplitude of the blade is the hydrodynamic damping ratio(HDR).However,HDR is difficult to obtain due to the complex fluid-structure interaction(FSI).Therefore,a literature review was conducted on the hydrodynamic damping characteristics of blade-like structures.The experimental and simulation methods used to identify and obtain the HDR quantitatively were described,placing emphasis on the experimental processes and simulation setups.Moreover,the accuracy and efficiency of different simulation methods were compared,and the modal work approach was recommended.The effects of key typical parameters,including flow velocity,angle of attack,gap,rotational speed,and cavitation,on the HDR were then summarized,and the suggestions on operating conditions were presented from the perspective of increasing the HDR.Subsequently,considering multiple flow parameters,several theoretical derivations and semi-empirical prediction formulas for HDR were introduced,and the accuracy and application were discussed.Based on the shortcomings of the existing research,the direction of future research was finally determined.The current work offers a clear understanding of the HDR of blade-like structures,which could improve the evaluation accuracy of flow-induced vibration in the design stage. 展开更多
关键词 Blade fatigue Hydrodynamic damping ratio Identification method Affecting factors Prediction formula
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Formation mechanism of herpetrione self-assembled nanoparticles based on p H-driven method 被引量:1
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作者 Yuwen Zhu Xiang Deng +4 位作者 Yan Wu Baode Shen Lingyu Hang Yuye Xue Hailong Yuan 《Chinese Chemical Letters》 2025年第1期387-391,共5页
The self-assembled nanoparticles(SAN)formed during the decoction process of traditional Chinese medicine(TCM)exhibit non-uniform particle sizes and a tendency for aggregation.Our group found that the p H-driven method... The self-assembled nanoparticles(SAN)formed during the decoction process of traditional Chinese medicine(TCM)exhibit non-uniform particle sizes and a tendency for aggregation.Our group found that the p H-driven method can improve the self-assembly phenomenon of Herpetospermum caudigerum Wall.,and the SAN exhibited uniform particle size and demonstrated good stability.In this paper,we analyzed the interactions between the main active compound,herpetrione(Her),and its main carrier,Herpetospermum caudigerum Wall.polysaccharide(HCWP),along with their self-assembly mechanisms under different p H values.The binding constants of Her and HCWP increase with rising p H,leading to the formation of Her-HCWP SAN with a smaller particle size,higher zeta potential,and improved thermal stability.While the contributions of hydrogen bonding and electrostatic attraction to the formation of Her-HCWP SAN increase with rising p H,the hydrophobic force consistently plays a dominant role.This study enhances our scientific understanding of the self-assembly phenomenon of TCM improved by p H driven method. 展开更多
关键词 Traditional Chinese medicine NANOPARTICLES Herpetrione Interaction pH-driven method Self-assembly Isothermal titration calorimetry
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Photometry-free sky area visibility estimation method for All-sky Camera 被引量:1
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作者 Haiwen Xie Hui Zhi +4 位作者 Zhe Kang Shiyu Deng Bingli Niu Lei Wang Xiaojun Jiang 《Astronomical Techniques and Instruments》 2025年第1期52-64,共13页
Observatories typically deploy all-sky cameras for monitoring cloud cover and weather conditions.However,many of these cameras lack scientific-grade sensors,r.esulting in limited photometric precision,which makes calc... Observatories typically deploy all-sky cameras for monitoring cloud cover and weather conditions.However,many of these cameras lack scientific-grade sensors,r.esulting in limited photometric precision,which makes calculating the sky area visibility distribution via extinction measurement challenging.To address this issue,we propose the Photometry-Free Sky Area Visibility Estimation(PFSAVE)method.This method uses the standard magnitude of the faintest star observed within a given sky area to estimate visibility.By employing a pertransformation refitting optimization strategy,we achieve a high-precision coordinate transformation model with an accuracy of 0.42 pixels.Using the results of HEALPix segmentation is also introduced to achieve high spatial resolution.Comprehensive analysis based on real allsky images demonstrates that our method exhibits higher accuracy than the extinction-based method.Our method supports both manual and robotic dynamic scheduling,especially under partially cloudy conditions. 展开更多
关键词 All-sky cameras Astronomy image processing Ground-based astronomy Calibration Computational methods Observational astronomy
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