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基于APCS-MLR受体模型的江西省宜丰县土壤重金属来源解析及生态风险评价 被引量:1
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作者 唐志敏 周墨 +6 位作者 张明 张晓东 田福金 刘冰权 周强强 文帮勇 姜宏裕 《环境科学》 北大核心 2025年第7期4674-4683,共10页
土壤中重金属的富集是自然过程和人为活动共同作用的结果,开展土壤重金属来源解析及生态风险评价是服务土壤重金属污染防治的必要手段.为查明江西省宜丰县土壤中重金属来源及其生态风险特征,采集分析了宜丰县表层土壤中重金属含量以及p... 土壤中重金属的富集是自然过程和人为活动共同作用的结果,开展土壤重金属来源解析及生态风险评价是服务土壤重金属污染防治的必要手段.为查明江西省宜丰县土壤中重金属来源及其生态风险特征,采集分析了宜丰县表层土壤中重金属含量以及pH值等指标,采用绝对主成分得分-多元线性回归(APCS-MLR)受体模型解析了土壤中重金属来源并定量计算了各来源贡献率,基于地累积指数法和潜在生态风险指数法对土壤重金属生态风险进行了评价,同时采用GIS技术对土壤重金属的空间分布规律进行了探讨.结果显示,宜丰县土壤中ω(As)、ω(Cd)、ω(Cr)、ω(Cu)、ω(Hg)、ω(Ni)、ω(Pb)和ω(Zn)的平均值分别为9.7、0.211、68、25、0.113、24、37和87 mg·kg^(−1),均高于江西省土壤背景值.受地质背景控制,土壤As、Cr、Cu和Ni的高含量区与区内青白口系变质岩建造的分布相吻合,受人为活动干扰,Cd、Hg、Pb和Zn的空间分布与岩石建造类型分布呈现显著差异.生态风险评价发现宜丰县土壤重金属污染风险总体较低,但局部存在以As、Cd和Hg为主的轻微污染和中等风险.APCS-MLR受体模型解析出了3个重金属来源:As、Cr、Cu和Ni主要为自然来源,贡献率分别为80.06%、69.92%、80.49%和94.27%,Pb和Zn主要为交通来源,贡献率分别为74.73%和66.99%,Cd和Hg主要受工农业来源的控制,贡献率分别为43.62%和58.09%.研究结果可为宜丰县土壤污染防治提供数据理论支撑. 展开更多
关键词 土壤 重金属 来源 apcs-mlr受体模型 生态风险
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基于APCS-MLR模型的农用地土壤重金属污染溯源研究进展 被引量:1
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作者 于澍 李剑炜 +3 位作者 吕星浩 万大娟 袁腾跃 吴珏 《绿色科技》 2025年第8期139-145,共7页
我国农用地土壤重金属污染形势严峻,对生态环境和粮食安全构成重大威胁,准确解析污染来源是防控污染的关键前提。系统综述了APCS-MLR模型的农用地土壤重金属污染溯源应用及其进展。该模型在农用地土壤重金属溯源研究中,能有效识别主要... 我国农用地土壤重金属污染形势严峻,对生态环境和粮食安全构成重大威胁,准确解析污染来源是防控污染的关键前提。系统综述了APCS-MLR模型的农用地土壤重金属污染溯源应用及其进展。该模型在农用地土壤重金属溯源研究中,能有效识别主要污染源,并定量评估其对重金属元素的贡献。此外,APCS-MLR模型与PMF模型、地理信息系统及机器学习等技术的联合应用,进一步提升了重金属污染溯源的精度与空间可视化能力。尽管该模型在动态污染过程及小尺度解析中存在局限,但通过算法优化和多技术融合,其在农用地污染分区管控、生态修复评估及政策制定中具有广阔前景。未来需结合同位素示踪、高分辨率遥感等技术,推动APCS-MLR模型在精准农业环境管理中的应用,为保障土壤健康与粮食安全提供科学支撑。 展开更多
关键词 农用地 土壤重金属 溯源研究 apcs-mlr模型 研究进展
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基于APCS-MLR和PMF模型的石煤矿区及周边区域农田土壤重金属污染来源解析 被引量:4
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作者 董天浩 潘淑芳 +4 位作者 张仁杰 姜立恒 郭焱 纪雄辉 谢运河 《环境科学》 北大核心 2025年第5期3209-3219,共11页
为了探究石煤开采带来的农田土壤重金属污染风险,对某石煤矿区及周边区域农田土壤进行了采样分析及污染源解析.结果表明:①该石煤矿区及周边农田土壤重金属污染风险很高.按内梅罗综合污染指数确定的轻污染风险以上的采样点占比为61.6%,... 为了探究石煤开采带来的农田土壤重金属污染风险,对某石煤矿区及周边区域农田土壤进行了采样分析及污染源解析.结果表明:①该石煤矿区及周边农田土壤重金属污染风险很高.按内梅罗综合污染指数确定的轻污染风险以上的采样点占比为61.6%,其中重污染风险采样点占比达21.9%.研究区土壤Cd污染很严重,超出风险筛选值和风险管制值的采样点占比分别为71.5%和18.5%.②土壤Cd、Zn、Ni、Cu和As之间,As、Hg和Pb之间,Cr与As和Ni,Hg与Zn、Ni和Cu,均存在极显著正相关关系.Cd与Cr和Pb的相关性均不显著,其余重金属元素组合均存在显著正相关关系.③基于不同受体模型对研究区进行土壤重金属污染来源解析,识别出3个污染来源,即石煤开采源,大气沉降源和自然源.APCS-MLR模型判定土壤Cd、As、Cu、Zn和Ni主要受石煤开采源影响,Pb和Hg主要受大气沉降源影响,Cr主要受自然源影响;3个污染源的贡献率依次为43.2%、31.5%和25.3%.PMF模型的源解析结果与之总体上相同,但判定土壤Cd和Hg均受石煤开采-大气沉降混合源影响;3个污染源的贡献率依次为45.0%、34.5%和20.5%.研究表明,石煤矿区及周边区域农田土壤有较大的重金属污染风险,联合使用两种受体模型能够更合理地判别各土壤重金属主要的污染来源. 展开更多
关键词 土壤重金属 石煤 源解析 apcs-mlr模型 PMF模型
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APCS-MLR结合PMF模型解析大气PM_(2.5)中重金属元素来源及健康风险
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作者 彭家美 于瑞莲 +2 位作者 胡恭任 陈衍婷 吴雅清 《环境科学》 北大核心 2025年第11期7371-7384,共14页
为探究江西省南康市大气PM_(2.5)中重金属的污染特征、来源及健康风险,对该地区4个季节的大气PM_(2.5)进行采样,用ICP-MS分析测定11种重金属元素(Cu、Fe、Zn、Mn、Cd、Co、As、Ba、Pb、Cr和Ti)的含量,分析了Cu、Fe、Zn、Mn、Cd、Co、As... 为探究江西省南康市大气PM_(2.5)中重金属的污染特征、来源及健康风险,对该地区4个季节的大气PM_(2.5)进行采样,用ICP-MS分析测定11种重金属元素(Cu、Fe、Zn、Mn、Cd、Co、As、Ba、Pb、Cr和Ti)的含量,分析了Cu、Fe、Zn、Mn、Cd、Co、As、Ba和Pb的污染特征.结合富集因子分析、多变量分析方法(最大方差旋转因子分析)、APCS-MLR(绝对主成分线性回归)和PMF(正定矩阵因子分解)模型定量解析大气PM_(2.5)中重金属来源,并对重金属元素的人体健康风险进行评价.结果表明,采样期间研究区ρ(PM_(2.5))平均值为46.98μg·m^(-3),超过国家环境空气质量二级标准,且PM_(2.5)质量浓度在冬季最高.PM_(2.5)中9种重金属浓度年平均值高低依次为:Fe>Zn>Pb>As>Mn>Cu>Ba>Cd>Co.富集因子分析结果显示,研究区大气PM_(2.5)中大部分金属元素含量超过了江西省A层土壤环境背景值,除Fe和Ba外,其余重金属在环境中均相对富集,且受人类活动影响较大.因子分析表明,研究区大气PM_(2.5)的重金属污染源主要有4类:机动车源、工业源、燃煤源和自然源,Mn、Cu和Zn主要来源为机动车排放源,Co主要来源于以家具厂为代表的工业源,As、Cd和Pb主要来源于燃煤,Fe和Ba以自然源为主.APCS-MLR和PMF模型分析结果表明,由人类活动所引起的污染来源(机动车源、工业源和燃煤源)具有更高的贡献率,其中的燃煤源,在两个模型中的贡献率为20%~40%.健康风险分析结果显示,9种重金属均不存在非致癌风险,As和Mn对3类人群均存在潜在致癌风险,且对成年男性的致癌风险最大. 展开更多
关键词 PM_(2.5) 重金属 富集因子 绝对主成分线性回归(apcs-mlr) 正定矩阵因子分解(PMF) 健康风险
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基于PMF和APCS-MLR模型的会仙湿地沉积物重金属源解析及污染风险评价
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作者 刘涛 沈利娜 +1 位作者 于奭 秦金福 《环境科学》 北大核心 2025年第9期6024-6036,共13页
基于会仙湿地14个点位沉积物样品测试分析结果,探讨(Cu、Pb、Cd、Cr、Zn、Ni、Hg和As)8种重金属的含量特征,并运用地累积指数法和潜在生态风险指数对重金属进行风险评估,结合相关性分析、聚类分析、绝对主成分-多元线性回归(APCS-MLR)... 基于会仙湿地14个点位沉积物样品测试分析结果,探讨(Cu、Pb、Cd、Cr、Zn、Ni、Hg和As)8种重金属的含量特征,并运用地累积指数法和潜在生态风险指数对重金属进行风险评估,结合相关性分析、聚类分析、绝对主成分-多元线性回归(APCS-MLR)和正定矩阵因子分解(PMF)等多种方法,识别和定量解析污染源及贡献.结果表明:①8种重金属的平均含量均高于背景值,其中Cd超过《土壤环境质量-农用地土壤污染风险管控标准》(GB 15618-2018)筛选值.②地累积指数评价结果表明,Cd属于中度污染,Zn属于偏中度污染,Hg、Ni、Cr和Pb属于轻度污染,As和Cu属于无污染.③潜在风险指数评价结果表明,Cd(245.91)属于很强生态风险,Hg(134.59)属于强生态风险,其它元素均属于轻微生态风险;研究区综合生态风险指数均值为433.33,整体呈现出强的潜在生态风险.④APCS-MLR识别出4个污染源,分别为农业源、自然与农业源、大气沉降与生活源和未识别源(交通与农业源),贡献率分别为33.16%、15.75%、9.50%和41.59%;PMF识别出3个污染源,分别为大气沉降与生活源、自然与农业源和交通与农业源,贡献率分别为21.92%、35.24%和42.84%. 展开更多
关键词 沉积物 重金属 源解析 正定矩阵因子分解(PMF) 绝对主成分-多元线性回归(apcs-mlr)
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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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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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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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基于APCS-MLR的稻田土壤重金属污染评价及来源解析
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作者 金明慧 唐明明 +2 位作者 刘娟 张济世 肖荣英 《江苏农业科学》 北大核心 2025年第11期241-247,共7页
为探究豫南稻田土壤重金属来源及污染状况,采集了信阳市周边5镇稻田土壤,利用绝对因子分析-多元线性回归(APCS-MLR)受体模型分析豫南稻田土壤8种重金属元素(As、Cd、Cu、Cr、Hg、Ni、Pb、Zn)的来源,利用2种重金属风险评价方法(地累积指... 为探究豫南稻田土壤重金属来源及污染状况,采集了信阳市周边5镇稻田土壤,利用绝对因子分析-多元线性回归(APCS-MLR)受体模型分析豫南稻田土壤8种重金属元素(As、Cd、Cu、Cr、Hg、Ni、Pb、Zn)的来源,利用2种重金属风险评价方法(地累积指数和潜在生态风险指数)对土壤进行生态风险评价。结果表明,稻田土壤重金属Cd、Cu、Hg、Zn的平均含量超过河南省土壤背景值,分别是土壤背景值的2.99、1.28、5.78、1.00倍;As和Hg的变异系数较大,分别为43.14%和89.80%,受人为活动影响较大;APCS-MLR受体模型结果表明,Cd、Cu、Pb、Zn的来源主要是交通与农业混合源,占比为59.8%、73.1%、39.9%、70.2%;自然源对As、Cr、Ni的贡献率最大,为34.9%、47.9%、62.1%。大气沉降与农业混合源对Hg的影响最大,达到56.0%;Cd地累积指数在0.03~0.62之间,总体处于轻度污染,Cd潜在生态危害指数在40~80之间的占到样品数的28.6%,在80~160之间的占样品数的70.2%,表明Cd处于中至强的生态危害。综上,豫南稻田土壤污染源是以交通与农业混合源、自然源和大气沉降与农业混合源为主,地累积指数及潜在生态风险评价表明Cd处于一定的风险水平,应采取相应措施,降低Cd的生态风险水平,减少对豫南地区水稻种植的影响。 展开更多
关键词 重金属 稻田土壤 apcs-mlr受体模型 来源分析 污染评价
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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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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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基于APCS-MLR模型解析广西岩溶区风化型锰矿区周边农田土壤重金属污染源
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作者 王金龙 郑国东 +6 位作者 覃建勋 王磊 李杰 欧阳鑫东 顾文博 黄小霞 覃艳引 《中国岩溶》 北大核心 2025年第4期790-801,共12页
为了探究锰矿开采对周边农田带来的生态风险,对锰矿区周边农田表层土壤进行采样分析,运用潜在污染风险指数法与地累积指数法对研究区农田土壤进行生态风险评价,并采用APCS-MLR模型与PMF模型对土壤重金属来源定量解析与验证。结果表明,... 为了探究锰矿开采对周边农田带来的生态风险,对锰矿区周边农田表层土壤进行采样分析,运用潜在污染风险指数法与地累积指数法对研究区农田土壤进行生态风险评价,并采用APCS-MLR模型与PMF模型对土壤重金属来源定量解析与验证。结果表明,研究区农田土壤潜在污染风险为中等(RI=222.28),主要表现为Cd(E_(i)=90.05)与Hg(Ei=89.6);地累积污染程度排序为Cd>Hg>Zn>Pb>Ni>Cr>Cu>As;主成分分析表明研究区农田土壤主要受两种污染源影响,推测为人为矿业开采及排放源与自然源,贡献率分别为61.8%与26.2%;APCS-MLR模型与PMF模型判定Cd、Cr、Hg、Mn、Ni,主要受人为矿业源影响,As、Pb、Zn主要受自然源影响,Cu主要受人为矿业源与自然源两种因素叠加影响。研究结果可为广西风化型锰矿区周边农田土壤重金属修复及生态风险防控提供理论基础。关键词:广西岩溶区;风化型锰矿区;农田土壤;重金属;生态风险评价;APCS-MLR模型;PMF模型创新点:广西区内首次以岩溶区风化型锰矿区周边污染农田土壤为研究对象,联合PCA与APCSMLR模型对土壤重金属来源开展定量解析,并运用PMF模型对结果进行验证,结果可为区内相同成因类型锰矿区周边农田土壤修复提供理论依据。 展开更多
关键词 广西岩溶区 风化型锰矿区 农田土壤 重金属 生态风险评价 apcs-mlr模型 PMF模型
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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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Estimation of Chloride Diffusivity in Hydrated Tricalcium Silicate Using a Hydration-Diffusion Integrated Method
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作者 WANG Xin SHEN Dejian +2 位作者 TAO Sijie LIU Ruixin WU Shengxing 《Journal of Wuhan University of Technology(Materials Science)》 SCIE EI CAS 2025年第1期49-64,共16页
This study aims to develop a chloride diffusion simulation method that considers the hydration microstructure and pore solution properties during the hydration of tricalcium silicate(C3S).The method combines the hydra... This study aims to develop a chloride diffusion simulation method that considers the hydration microstructure and pore solution properties during the hydration of tricalcium silicate(C3S).The method combines the hydration simulation,thermodynamic calculation,and finite element analysis to examine the effects of pore solution,including effect of electrochemical potential,effect of chemical activity,and effect of mechanical interactions between ions,on the chloride effective diffusion coefficient of hydrated C3S paste.The results indicate that the effect of electrochemical potential on chloride diffusion becomes stronger with increasing hydration age due to the increase in the content of hydrated calcium silicate;as the hydration age increases,the effect of chemical activity on chloride diffusion weakens when the number of diffusible elements decreases;the effect of mechanical interactions between ions on chloride diffusion decreases with the increase of hydration age. 展开更多
关键词 tricalcium silicate simulation method chloride diffusion coefficient pore solution
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