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Fows防止脐橙果实脐部黄化研究初报
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作者 彭良志 汤军 +2 位作者 宋乃晶 胥洱 雷霆 《中国柑桔》 1994年第1期24-25,共2页
Fows防止脐橙果实脐部黄化研究初报彭良志,汤军,宋乃晶,胥洱,雷霆(中国农业科学院柑桔研究所重庆630712)脐橙果实脐部黄化,俗称脐黄,是脐橙类品种所特有的一种引起落果的病害,此病多发于6~8月,严重时脐黄果可占... Fows防止脐橙果实脐部黄化研究初报彭良志,汤军,宋乃晶,胥洱,雷霆(中国农业科学院柑桔研究所重庆630712)脐橙果实脐部黄化,俗称脐黄,是脐橙类品种所特有的一种引起落果的病害,此病多发于6~8月,严重时脐黄果可占此期挂果量的30%~50%,是导致... 展开更多
关键词 脐橙 果实 脐黄化 fows 防治
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Fows防止脐橙果实脐部黄化落果研究 被引量:1
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作者 王法格 陈其寿 吴振旺 《中国南方果树》 1999年第2期11-12,共2页
脐橙果实在迅速膨大前期发生脐部黄化(简称脐黄)而导致严重落果,是脐橙类品种所特有的现象及低产原因之一。它因品系、树龄、气候以及栽培管理水平不同而异,幼龄初投产树尤甚。针对这一问题,采用中国农业科学院柑桔研究所提供的新... 脐橙果实在迅速膨大前期发生脐部黄化(简称脐黄)而导致严重落果,是脐橙类品种所特有的现象及低产原因之一。它因品系、树龄、气候以及栽培管理水平不同而异,幼龄初投产树尤甚。针对这一问题,采用中国农业科学院柑桔研究所提供的新型植物生理活性剂——Fows防止脐... 展开更多
关键词 fows防止 脐橙 脐黄 落果
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FOWS防止脐橙果实脐部黄化落果的试验
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作者 王法格 陈其寿 吴振旺 《温州农业科技》 1998年第3期15-16,23,共3页
脐橙果实在迅速膨大前期发生脐部黄化(简称脐黄)而导致严重落果,是脐橙类品种所特有的低产原因,它因品系、树龄、气候以及栽培管理水平不同而异,幼龄初投产树尤甚。随着柑桔品种结构的调整,脐橙的迅速发展,幼树的陆续投产,因脐黄而落果... 脐橙果实在迅速膨大前期发生脐部黄化(简称脐黄)而导致严重落果,是脐橙类品种所特有的低产原因,它因品系、树龄、气候以及栽培管理水平不同而异,幼龄初投产树尤甚。随着柑桔品种结构的调整,脐橙的迅速发展,幼树的陆续投产,因脐黄而落果日趋突出。针对这一问题,采用中国农科院柑桔研究所提供的新型植物生理活性剂——FOWS防止脐黄,取得良好效果。 展开更多
关键词 脐橙 fows 植物生理活性剂 试验
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Swimming velocity of spherical squirmers in a square tube at finite fluid inertia
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作者 Tongxiao JIANG Deming NIE Jianzhong LIN 《Applied Mathematics and Mechanics(English Edition)》 SCIE EI CSCD 2024年第9期1481-1498,共18页
The three-dimensional lattice Boltzmann method(LBM)is used to simulate the motion of a spherical squirmer in a square tube,and the steady motion velocity of a squirmer with different Reynolds numbers(Re,ranging from 0... The three-dimensional lattice Boltzmann method(LBM)is used to simulate the motion of a spherical squirmer in a square tube,and the steady motion velocity of a squirmer with different Reynolds numbers(Re,ranging from 0.1 to 2)and swimming types is investigated and analyzed to better understand the swimming characteristics of microorganisms in different environments.First,as the Reynolds number increases,the effect of the inertial forces becomes significant,disrupting the squirmer's ability to maintain its theoretical velocity.Specifically,as the Reynolds number increases,the structure of the flow field around the squirmer changes,affecting its velocity of motion.Notably,the swimming velocity of the squirmer exhibits a quadratic relationship with the type of swimming and the Reynolds number.Second,the narrow tube exerts a significant inhibitory effect on the squirmer motion.In addition,although chirality does not directly affect the swimming velocity of the squirmer,it can indirectly affect the velocity by changing its motion mode. 展开更多
关键词 spherical squirmer swimming characteristics swimming velocity fow structure
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Analysis of fracture propagation and shale gas production by intensive volume fracturing 被引量:1
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作者 Qingdong ZENG Long BO +4 位作者 Lijun LIU Xuelong LI Jianmeng SUN Zhaoqin HUANG Jun YAO 《Applied Mathematics and Mechanics(English Edition)》 SCIE EI CSCD 2023年第8期1385-1408,共24页
This paper presents an integrated study from fracture propagation modeling to gas flow modeling and a correlation analysis to explore the key controlling factors of intensive volume fracturing.The fracture propagation... This paper presents an integrated study from fracture propagation modeling to gas flow modeling and a correlation analysis to explore the key controlling factors of intensive volume fracturing.The fracture propagation model takes into account the interaction between hydraulic fracture and natural fracture by means of the displacement discontinuity method(DDM)and the Picard iterative method.The shale gas flow considers multiple transport mechanisms,and the flow in the fracture network is handled by the embedded discrete fracture model(EDFM).A series of numerical simulations are conducted to analyze the effects of the cluster number,stage spacing,stress difference coefficient,and natural fracture distribution on the stimulated fracture area,fractal dimension,and cumulative gas production,and their correlation coefficients are obtained.The results show that the most influential factors to the stimulated fracture area are the stress difference ratio,stage spacing,and natural fracture density,while those to the cumulative gas production are the stress difference ratio,natural fracture density,and cluster number.This indicates that the stress condition dominates the gas production,and employing intensive volume fracturing(by properly increasing the cluster number)is beneficial for improving the final cumulative gas production. 展开更多
关键词 fracture network propagation shale gas fow intensive volume fracturing displacement discontinuity method(DDM) embedded discrete fracture model(EDFM)
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基于插装阀的液压缸试验台设计(英文) 被引量:2
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作者 冯开林 马官国 +2 位作者 郭笑笑 左福涛 江守雷 《机床与液压》 北大核心 2015年第18期22-25,30,共5页
根据液压缸的试验标准和现有液压缸试验台的不足,针对大型液压缸试验台要求高压、大流量的特点,设计出基于插装阀的液压缸试验台,并考虑到设计方便及经济型要求,提出加载液压缸和被测液压缸采用同一个液压源、高压系统和大流量系统并联... 根据液压缸的试验标准和现有液压缸试验台的不足,针对大型液压缸试验台要求高压、大流量的特点,设计出基于插装阀的液压缸试验台,并考虑到设计方便及经济型要求,提出加载液压缸和被测液压缸采用同一个液压源、高压系统和大流量系统并联的方案,减少了电机以及液压泵的使用数量,减小了系统功率,设计出一套自动化程度高,制造成本低,节能的液压缸试验台系统。 展开更多
关键词 Hydraulic CYLINDER test bed High pressure Big fow rate Cartridge valves Automation
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脐橙裂果发生规律及控制措施 被引量:4
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作者 王法格 吴振旺 陈其寿 《浙江柑橘》 2000年第2期23-24,共2页
关键词 脐橙 裂果 发生规律 控制措施 fows
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中翔技术有限公司
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《流程工业》 2008年第20期46-46,共1页
中翔技术有限公司在国内独家代理FEDEGARI公司的FOWS系列清洗+灭菌一体机。FOWS系列清洗+灭菌一体机在一个运行周期内即可完成待处理物品的清洗、灭菌和干燥,适用于生物制药等行业中设备零部件、罐或其他工器具的处理。
关键词 技术 fows 运行周期 生物制药 一体机 灭菌 清洗 零部件
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FOW在叠层CSP封装中的应用 被引量:1
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作者 张天刚 毛凌锋 《电子与封装》 2009年第11期1-4,11,共5页
随着电子封装微型化、多功能化的发展,三维封装已成为封装技术的主要发展方向,叠层CSP封装具有封装密度高、互连性能好等特性,是实现三维封装的重要技术。针对超薄芯片传统叠层CSP封装过程中容易产生圆片翘曲、金线键合过程中容易出现O... 随着电子封装微型化、多功能化的发展,三维封装已成为封装技术的主要发展方向,叠层CSP封装具有封装密度高、互连性能好等特性,是实现三维封装的重要技术。针对超薄芯片传统叠层CSP封装过程中容易产生圆片翘曲、金线键合过程中容易出现OBOP不良、以及线弧(wire loop)的CPK值达不到工艺要求等问题,文中简要介绍了芯片减薄方法对圆片翘曲的影响,利用有限元(FEA)的方法进行芯片减薄后对悬空功能芯片金线键合(Wirebond)的影响进行分析,Film on Wire(FOW)的贴片(Die Attach)方法在解决悬空功能芯片金线键合中的应用,以及FOW贴片方式对叠层CSP封装流程的简化。采用FOW贴片技术可以达到30%的成本节约,具有很好的经济效益。 展开更多
关键词 有限元 芯片 金线键合 FOW 贴片 MCP CSP
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香蕉枯萎病菌fow2基因的克隆及其序列分析
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作者 杜和禾 黄俊生 《广东农业科学》 CAS CSCD 北大核心 2013年第10期138-142,共5页
为了解fow2基因在尖镰刀菌古巴专化型(Fusarium oxysporum f.sp.Cubense,Foc)侵染香蕉过程中的作用,同时比较Foc的1号和4号生理小种中fow2基因的差异,采用PCR和RT-PCR方法,分别扩增了这2个生理小种的fow2基因,并对测序结果进行生物信息... 为了解fow2基因在尖镰刀菌古巴专化型(Fusarium oxysporum f.sp.Cubense,Foc)侵染香蕉过程中的作用,同时比较Foc的1号和4号生理小种中fow2基因的差异,采用PCR和RT-PCR方法,分别扩增了这2个生理小种的fow2基因,并对测序结果进行生物信息学分析。测序结果显示,以Foc1、Foc4的gDNA为模板,这两个生理小种的PCR扩增产物大小分别为2 439、2 440 bp;而以cDNA为模板,PCR扩增产物大小分别为1 992、1 986 bp。分析结果表明,两个基因都含有6个外显子和5个内含子;没有信号肽,也没有跨膜结构;但根据PROSITE蛋白位点分析,2个生理小种的fow2基因存在一些差异。 展开更多
关键词 尖镰刀菌古巴专化型 香蕉枯萎病 fow2基因 生物信息学分析
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Linear spatial instability analysis in 3D boundary layers using plane-marching 3D-LPSE 被引量:2
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作者 Jianxin LIU Shaolong ZHANG Song FU 《Applied Mathematics and Mechanics(English Edition)》 SCIE EI CSCD 2016年第8期1013-1030,共18页
It is widely accepted that a robust and efficient method to compute the linear spatial amplified rate ought to be developed in three-dimensional (3D) boundary layers to predict the transition with the e^N method, es... It is widely accepted that a robust and efficient method to compute the linear spatial amplified rate ought to be developed in three-dimensional (3D) boundary layers to predict the transition with the e^N method, especially when the boundary layer varies significantly in the spanwise direction. The 3D-linear parabolized stability equation (3D- LPSE) approach, a 3D extension of the two-dimensional LPSE (2D-LPSE), is developed with a plane-marching procedure for investigating the instability of a 3D boundary layer with a significant spanwise variation. The method is suitable for a full Mach number region, and is validated by computing the unstable modes in 2D and 3D boundary layers, in both global and local instability problems. The predictions are in better agreement with the ones of the direct numerical simulation (DNS) rather than a 2D-eigenvalue problem (EVP) procedure. These results suggest that the plane-marching 3D-LPSE approach is a robust, efficient, and accurate choice for the local and global instability analysis in 2D and 3D boundary layers for all free-stream Mach numbers. 展开更多
关键词 three-dimensional linear parabolized stability equation (3D-LPSE) bi-global instability three-dimensional (3D) boundary layer Gortler fow crossflow vortex
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EFFECT OF WALL SLIP ON SQUEEZE FLOW OF RIGID-PLASTIC MEDIA BETWEEN PARALLEL DISK 被引量:1
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作者 XuChumhui HungWenbin XuYong 《Acta Mechanica Solida Sinica》 SCIE EI 2005年第1期83-87,共5页
The squeeze flow of a rigid-plastic medium between parallel disks is considered for small gaps with partial wall slip. The stress distribution and the squeeze force between parallel disks of a rigid-plastic medium wit... The squeeze flow of a rigid-plastic medium between parallel disks is considered for small gaps with partial wall slip. The stress distribution and the squeeze force between parallel disks of a rigid-plastic medium with the following four diferent slip boundary conditions are obtained. (1) The Coulombic friction condition is applied, and the stress distribution on the wall is derived, which is linear or exponential distribution in the no-slip area or slip area. (2) It is assumed that the slip velocity at the disks increases linearly with the radius up to the rim slip velocity, with the stress distribution and the squeeze force gained. (3) The assumption that the slip velocity at the disks is related to the shear stress component is used, with the stress distribution and the squeeze force obtained, which is equivalent to the result given in (2). (4) Rational velocity components are introduced, and the stress distribution is satisfed. 展开更多
关键词 squeeze fow SLIP RIGID-PLASTIC FRICTION
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An efficient multigrid-DEIM semi-reduced-order model for simulation of single-phase compressible flow in porous media 被引量:1
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作者 Jing-Fa Li Bo Yu +2 位作者 Dao-Bing Wang Shu-Yu Sun Dong-Liang Sun 《Petroleum Science》 SCIE CAS CSCD 2021年第3期923-938,共16页
In this paper,an efcient multigrid-DEIM semi-reduced-order model is developed to accelerate the simulation of unsteady single-phase compressible fow in porous media.The cornerstone of the proposed model is that the fu... In this paper,an efcient multigrid-DEIM semi-reduced-order model is developed to accelerate the simulation of unsteady single-phase compressible fow in porous media.The cornerstone of the proposed model is that the full approximate storage multigrid method is used to accelerate the solution of fow equation in original full-order space,and the discrete empirical interpolation method(DEIM)is applied to speed up the solution of Peng-Robinson equation of state in reduced-order subspace.The multigrid-DEIM semi-reduced-order model combines the computation both in full-order space and in reducedorder subspace,which not only preserves good prediction accuracy of full-order model,but also gains dramatic computational acceleration by multigrid and DEIM.Numerical performances including accuracy and acceleration of the proposed model are carefully evaluated by comparing with that of the standard semi-implicit method.In addition,the selection of interpolation points for constructing the low-dimensional subspace for solving the Peng-Robinson equation of state is demonstrated and carried out in detail.Comparison results indicate that the multigrid-DEIM semi-reduced-order model can speed up the simulation substantially at the same time preserve good computational accuracy with negligible errors.The general acceleration is up to 50-60 times faster than that of standard semi-implicit method in two-dimensional simulations,but the average relative errors of numerical results between these two methods only have the order of magnitude 10^(−4)-10^(−6)%. 展开更多
关键词 Compressible fow Porous media Multigrid method Discrete empirical interpolation method Peng-Robinson equation of state
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香蕉枯萎病菌转录因子Fow2的功能分析
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作者 尤海霞 郭萍婷 +3 位作者 林亚琪 杨帅 卢松茂 云英子 《福建农林大学学报(自然科学版)》 CSCD 北大核心 2022年第3期307-316,共10页
尖孢镰刀菌古巴专化型(Foc)是引起香蕉枯萎病的主要病原菌.本试验利用生物学功能分析方法对Zn(Ⅱ) 2Cys6型转录调控因子Fow2(F.oxysporum wilt 2)在香蕉枯萎病菌中的致病调控功能进行了初步研究.结果表明:转录因子Fow2在FocTR4 (Foc tro... 尖孢镰刀菌古巴专化型(Foc)是引起香蕉枯萎病的主要病原菌.本试验利用生物学功能分析方法对Zn(Ⅱ) 2Cys6型转录调控因子Fow2(F.oxysporum wilt 2)在香蕉枯萎病菌中的致病调控功能进行了初步研究.结果表明:转录因子Fow2在FocTR4 (Foc tropical race 4)和Foc1 (Foc race 1)中均不参与调控菌丝的营养生长、分生孢子形态和孢子产量,也不参与调控病菌对盐胁迫、氧化胁迫、蛋白质胁迫以及细胞壁胁迫的响应过程;Fow2敲除突变体在香蕉植株叶片和根部的致病性明显降低,但其在根部的附着能力及早期侵染过程与野生型相比无明显差异.由此可知,Fow2是与Foc菌株致病性相关的转录因子. 展开更多
关键词 尖孢镰刀菌 转录因子Fow2 生物表型 致病性
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Influence of Negative Pressure Gradient on Pressure Distribution and Gas-Solid Flow Pattern of Solid Feed Systems 被引量:1
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作者 Zhang Meiju Pan Feng +2 位作者 Shao Guoqiang Ge Yu Zhang Lei 《China Petroleum Processing & Petrochemical Technology》 SCIE CAS 2018年第2期104-110,共7页
A series of experiments on a solid feed system was performed to investigate the effect of negative pressure gradient on the gas-solid flow pattern and hydrodynamic characteristics.Based on the non-fluidized gas-solid ... A series of experiments on a solid feed system was performed to investigate the effect of negative pressure gradient on the gas-solid flow pattern and hydrodynamic characteristics.Based on the non-fluidized gas-solid two phase flow and particulate mechanics in the standpipe,a method for predicting the pressure of the air passing through the recycle chamber and the pressure drop through the loop seal slit in these systems is also presented.The predicted pressure profile along the negative pressure gradient from the proposed model exhibits a good agreement with the experimental data.The experimental data show that the gas flow in the standpipe is always upward in the negative pressure gradients,while the direction ofthe superficial gas velocity through the recycle chamber of the loop seal does not affect the pressure drop in standpipe.It increases with an increasing negative pressure gradient. 展开更多
关键词 fuidized bed solid feedsystem negative pressure gradient gas-solid fow pattern
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Optimal Design of a Ship Multitasking Cabin Layout Based on the Interval Optimization Method
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作者 Haonan Li Yuanhang Hou +3 位作者 Wei Chen Tu Yu Yulong Hu Yeping Xiong 《Journal of Marine Science and Application》 CSCD 2021年第4期723-734,共12页
Searching for the optimal cabin layout plan is an efective way to improve the efciency of the overall design and reduce a ship’s operation costs.The multitasking states of a ship involve several statuses when facing ... Searching for the optimal cabin layout plan is an efective way to improve the efciency of the overall design and reduce a ship’s operation costs.The multitasking states of a ship involve several statuses when facing diferent missions during a voyage,such as the status of the marine supply and emergency escape.The human fow and logistics between cabins will change as the state changes.An ideal cabin layout plan,which is directly impacted by the above-mentioned factors,can meet the diferent requirements of several statuses to a higher degree.Inevitable deviations exist in the quantifcation of human fow and logistics.Moreover,uncontrollability is present in the fow situation during actual operations.The coupling of these deviations and uncontrollability shows typical uncertainties,which must be considered in the design process.Thus,it is important to integrate the demands of the human fow and logistics in multiple states into an uncertainty parameter scheme.This research considers the uncertainties of adjacent and circulating strengths obtained after quantifying the human fow and logistics.Interval numbers are used to integrate them,a two-layer nested system of interval optimization is introduced,and diferent optimization algorithms are substituted for solving calculations.The comparison and analysis of the calculation results with deterministic optimization show that the conclusions obtained can provide feasible guidance for cabin layout scheme. 展开更多
关键词 Cabin layout Multitasking states Uncertainty parameters Interval optimization Human fow and logistics
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Cell counting for in vivo flow cytometry signals with baseline drift
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作者 Xiaoling Wang Yuanzhen Suo +3 位作者 Dan Wei Hao He Fan Wu Xunbin Wei 《Journal of Innovative Optical Health Sciences》 SCIE EI CAS 2017年第3期133-142,共10页
In biomedical research fields,the in vio Aow cytometry(IVFC)is a widely used technology which is able to monitor target cells dynamically in living animals.Although the setup of IVFC system has been well established,b... In biomedical research fields,the in vio Aow cytometry(IVFC)is a widely used technology which is able to monitor target cells dynamically in living animals.Although the setup of IVFC system has been well established,baseline drift is still a challenge in the process of quantifying circulating cells.Previous methods,i.e.,the dynamic peak picking method,counted cells by setting a static threshold without considering the baseline drift,leading to an inaccurate cell quantification.Here,we developed a method of cell counting for IVFC data with baseline drift by interpolation fitting,automatic segmentation and wavelet-based denoising.We demonstrated its performance for IVFC signals with three types of representative baseline drift.Compared with non-baseline correction methods,this method showed a higher sensitivity and specificity,as well as a better result in the Pearson's correlation coefficient and the mean-squared error(MSE). 展开更多
关键词 In vivo fow cytometry cell counting baseline drift signal processing.
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A calculation method for low dynamic vehicle velocity based on fusion of optical flow and feature point matching
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作者 Liu Di Chen Xiyuan 《Journal of Southeast University(English Edition)》 EI CAS 2017年第4期426-431,共6页
Aming at the problem of the low accuracy of low dynamic vehicle velocity under the environment of uneven distribution of light intensity,an improved adaptive Kalman filter method for the velocity error estimate by the... Aming at the problem of the low accuracy of low dynamic vehicle velocity under the environment of uneven distribution of light intensity,an improved adaptive Kalman filter method for the velocity error estimate by the fusion of optical flow tracking and scale mvaiant feature transform(SIFT)is proposed.The algorithm introduces anonlinear fuzzy membership function and the filter residual for the noise covariance matrix in the adaptive adjustment process.In the process of calculating the velocity of the vehicle,the tracking and matching of the inter-frame displacement a d the vehicle velocity calculation a e carried out by using the optical fow tracing and the SIF'T methods,respectively.Meanwhile,the velocity difference between theoutputs of thesetwo methods is used as the observation of the improved adaptive Kalman filter.Finally,the velocity calculated by the optical fow method is corrected by using the velocity error estimate of the output of the modified adaptive Kalman filter.The results of semi-physical experiments show that the maximum velocityeror of the fusion algorithm is decreased by29%than that of the optical fow method,and the computation time is reduced by80%compared with the SIFT method. 展开更多
关键词 VELOCITY optical fow feature point matching non-uniform light intensity distribution
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MIXED DISCONTINUOUS GALERKIN METHOD FOR QUASI-NEWTONIAN STOKES FLOWS
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作者 Yanxia Qian Fei Wang Wenjing Yan 《Journal of Computational Mathematics》 SCIE CSCD 2024年第3期885-910,共26页
In this paper,we introduce and analyze an augmented mixed discontinuous Galerkin(MDG)method for a class of quasi-Newtonian Stokes flows.In the mixed formulation,the unknowns are strain rate,stress and velocity,which a... In this paper,we introduce and analyze an augmented mixed discontinuous Galerkin(MDG)method for a class of quasi-Newtonian Stokes flows.In the mixed formulation,the unknowns are strain rate,stress and velocity,which are approximated by a discontinuous piecewise polynomial triplet ■for k≥0.Here,the discontinuous piecewise polynomial function spaces for the field of strain rate and the stress field are designed to be symmetric.In addition,the pressure is easily recovered through simple postprocessing.For the benefit of the analysis,we enrich the MDG scheme with the constitutive equation relating the stress and the strain rate,so that the well-posedness of the augmented formulation is obtained by a nonlinear functional analysis.For k≥0,we get the optimal convergence order for the stress in broken ■(div)-norm and velocity in L^(2)-norm.Furthermore,the error estimates of the strain rate and the stress in-norm,and the pressure in L^(2)-norm are optimal under certain conditions.Finally,several numerical examples are given to show the performance of the augmented MDG method and verify the theoretical results.Numerical evidence is provided to show that the orders of convergence are sharp. 展开更多
关键词 Quasi-Newtonian fows Mixed discontinuous Galerkin method Symmetric strain rate Symmetric stress Optimal convergence orders
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Economic Risk Assessment of Future Debris Flows by Machine Learning Method
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作者 Chenchen Qiu Lijun Su +2 位作者 Alessandro Pasuto Giulia Bossi Xueyu Geng 《International Journal of Disaster Risk Science》 SCIE CSCD 2024年第1期149-164,共16页
A reliable economic risk map is critical for effective debris-flow mitigation.However,the uncertainties surrounding future scenarios in debris-flow frequency and magnitude restrict its application.To estimate the econ... A reliable economic risk map is critical for effective debris-flow mitigation.However,the uncertainties surrounding future scenarios in debris-flow frequency and magnitude restrict its application.To estimate the economic risks caused by future debris flows,a machine learning-based method was proposed to generate an economic risk map by multiplying a debris-flow hazard map and an economic vulnerability map.We selected the Gyirong Zangbo Basin as the study area because frequent severe debris flows impact the area every year.The debris-flow hazard map was developed through the multiplication of the annual probability of spatial impact,temporal probability,and annual susceptibility.We employed a hybrid machine learning model-certainty factor-genetic algorithm-support vector classification-to calculate susceptibilities.Simultaneously,a Poisson model was applied for temporal probabilities,while the determination of annual probability of spatial impact relied on statistical results.Additionally,four major elements at risk were selected for the generation of an economic loss map:roads,vegetation-covered land,residential buildings,and farmland.The economic loss of elements at risk was calculated based on physical vulnerabilities and their economic values.Therefore,we proposed a physical vulnerability matrix for residential buildings,factoring in impact pressure on buildings and their horizontal distance and vertical distance to debrisflow channels.In this context,an ensemble model(XGBoost) was used to predict debris-flow volumes to calculate impact pressures on buildings.The results show that residential buildings occupy 76.7% of the total economic risk,while roadcovered areas contribute approximately 6.85%.Vegetation-covered land and farmland collectively represent 16.45% of the entire risk.These findings can provide a scientific support for the effective mitigation of future debris flows. 展开更多
关键词 Economic risk Future debris fows Gyirong Zangbo Basin Machine learning model Physical vulnerability matrix Southwest Tibet China
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