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Ellipsoidal bounding set-membership identification approach for robust fault diagnosis with application to mobile robots 被引量:7
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作者 Bo Zhou Kun Qian +1 位作者 Xudong Ma Xianzhong Dai 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2017年第5期986-995,共10页
A robust fault diagnosis approach is developed by incorporating a set-membership identification (SMI) method. A class of systems with linear models in the form of fault related parameters is investigated, with model u... A robust fault diagnosis approach is developed by incorporating a set-membership identification (SMI) method. A class of systems with linear models in the form of fault related parameters is investigated, with model uncertainties and parameter variations taken into account explicitly and treated as bounded errors. An ellipsoid bounding set-membership identification algorithm is proposed to propagate bounded uncertainties rigorously and the guaranteed feasible set of faults parameters enveloping true parameter values is given. Faults arised from abrupt parameter variations can be detected and isolated on-line by consistency check between predicted and observed parameter sets obtained in the identification procedure. The proposed approach provides the improved robustness with its ability to distinguish real faults from model uncertainties, which comes with the inherent guaranteed robustness of the set-membership framework. Efforts are also made in this work to balance between conservativeness and computation complexity of the overall algorithm. Simulation results for the mobile robot with several slipping faults scenarios demonstrate the correctness of the proposed approach for faults detection and isolation (FDI). 展开更多
关键词 set-membership identification fault diagnosis fault detection and isolation (FDI) bounded error mobile robot
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Identification of the bound residue composition derived from ^(14)C-labeled chlorsulfuron in soil by using LC-MS and isotope tracing method 被引量:3
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作者 YEQing-fu WUJian-min SUNJin-he 《Journal of Environmental Sciences》 SCIE EI CAS CSCD 2004年第1期73-78,共6页
A new method for extracting the bound residue(BR) derived from 14 C-labeled chlorsulfuron in soils was developed, and the technique of combining LC-MS with isotope tracing method was subsequently applied to i... A new method for extracting the bound residue(BR) derived from 14 C-labeled chlorsulfuron in soils was developed, and the technique of combining LC-MS with isotope tracing method was subsequently applied to identify the composition of the 14 C-BR in a loamy Fluvent derived from marine deposit. The results showed that the 14 C-[2-amino-4-methoxyl-6-methyl-1,3,5]-triazine, 14 C-[2-amino-4-hydroxyl-6-methyl-1,3,5]-triazine and 14 C-chlorsulfuron parent compound constituted the main composition of the 14 C-BR derived from 14 C-labeled chlorsulfuron in the soil. The radioactive ratio of three compounds accounted for 39.8%, 35.4% and 17.9% of total recovered radioactivity, respectively. However, a small amount(3.6% of total recovered radioactivity) of the complex of 14 C-[2-amino-4-hydroxyl-6-methyl-1,3,5]-triazine might have existed in the 14 C-BR in association with an unknown soil substrate. 2-chlorobenzenesulfonamide was also detected to be one of the components of the BR. The results could well explain the mechanism of phytotoxicity caused by the BR derived from chlorsulfuron in soil. In addition, the mechanism of BR formation in soil was also discussed in details. 展开更多
关键词 bound residue CHLORSULFURON COMPOSITION identification SOIL
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Experimental and Numerical Study of Structural Identification Using Non-Linear Resonant Decay Method 被引量:1
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作者 Mehdi Sarmast Hamed Ghafari Jan R.Wright 《Sound & Vibration》 2019年第3期75-95,共21页
One of the practical approaches in identifying structures is the non-linear resonant decay method which identifies a non-linear dynamic system utilizing a model based on linear modal space containing the underlying li... One of the practical approaches in identifying structures is the non-linear resonant decay method which identifies a non-linear dynamic system utilizing a model based on linear modal space containing the underlying linear system and a small number of extra terms that exhibit the non-linear effects.In this paper,the method is illustrated in a simulated system and an experimental structure.The main objective of the non-linear resonant decay method is to identify the non-linear dynamic systems based on the use of a multi-shaker excitation using appropriated excitation which is obtained from the force appropriation approach.The experimental application of the method is indicated to provide suitable estimates of modal parameters for the identification of non-linear models of structures. 展开更多
关键词 non-linear modal identification non-linear dynamic system non-linear resonant decay method force appropriation approach
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SYSTEM IDENTIFICATION METHOD OF LINEAR AND NON-LINEAR LIQUID PREPARATIVECHROMATOGRAPHIC SEPARATION
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作者 Shu Wenli Li Zhong +1 位作者 Huang Peiquan Lin Qingsheng 《Chinese Journal of Reactive Polymers》 1997年第1期13-21,共9页
The paper proposes the identification method of linear and non-linear chromatographic system. Isotherms and lumped mass transfer coefficients of chromatography separating isomer sorbitol and mannitol on D80 adsorbent ... The paper proposes the identification method of linear and non-linear chromatographic system. Isotherms and lumped mass transfer coefficients of chromatography separating isomer sorbitol and mannitol on D80 adsorbent are determined. The analyses of root mean square error of chromatography elution curves are carried out. The results show that the system studied is non-linear and the theoretical elution curves of the non-linear chromatographic model are more accurate than those of the linear chromatographic model. Results of parameter sensitivity analyses show that elution curves of non-linear chromatographic separation are more sensitive to the variation of parameter "ai" in the adsorption isotherms than to the variation of parameter "bi" as well as lumped mass transfer coefficients. 展开更多
关键词 non-linear Chromatography System identification Separation.
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The Relationship between Energy Consumption and Economic Growth in the USA: A Non-Linear ARDL Bounds Test Approach 被引量:1
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作者 Arzu Tay Bayramoglu Ertugrul Yildirim 《Energy and Power Engineering》 2017年第3期170-186,共17页
We study the relationship between energy consumption and economic growth in the case of USA by using an asymmetric ARDL bounds test approach to achieve the actual model. The quarterly data set covers the period of 197... We study the relationship between energy consumption and economic growth in the case of USA by using an asymmetric ARDL bounds test approach to achieve the actual model. The quarterly data set covers the period of 1973:1- 2013:4. The findings indicate that the effect of energy consumption is asymmetric in the long term but not in the short term. In the long run, the effect of negative component of energy consumption on economic growth is small and statistically insignificant. The coefficient of the positive component of energy consumption is found about 0.9 and statistically significant at 1% level. We conclude that energy saving policies such as technological progress and organizational rearrangements may have the dimmer effect for the impact of a negative component of energy consumption and the booster effect for impact of the positive component of energy consumption. Thus, energy saving policy should be tightly followed by the goal of high economic growth. 展开更多
关键词 Energy CONSUMPTION Economic Growth non-linear ARDL boundS Test USA
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Identification of Systems Containing Nonlinear Element Using Constant Response Vibration Tests
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作者 Xin Liu Mingwei Lu +2 位作者 Yang Zhou Yuanyuan Zhang Jiju Guan 《Journal of Harbin Institute of Technology(New Series)》 CAS 2024年第6期49-59,共11页
Nonlinear behavior is important in the vibration test of engineering structures. In this study, a constant response vibration test is proposed for nonlinear element extraction. The method is based on the principle of ... Nonlinear behavior is important in the vibration test of engineering structures. In this study, a constant response vibration test is proposed for nonlinear element extraction. The method is based on the principle of Harmonic Balance Method (HBM). The stiffness or damping can be regarded as constant for particular steady displacement or velocity response. The displacement or velocity is controlled as a constant in the test. Then the measured Frequency Response Function(FRF) is obtained. The equivalent stiffness or damping is estimated using FRFs for a particular vibration response level. The displacement-dependent stiffness and velocity-dependent damping are fitted to describe the unknown non-linearity. The nonlinear spring and damping force can be obtained by combining the fitting results with HBM using first-order expansion. Constant response vibration test is illustrated through experimental setup to verify its effectiveness. Experimental results show that the procedure is capable of achieving an accurate parameter identification of nonlinear damping and stiffness, which is hopeful for industrial application. 展开更多
关键词 non-linearity identification sinusoidal sweep modal test constant response frequency response function
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Bound ^(14)C-metsulfuron-methyl residue in soils 被引量:2
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作者 YEQing-fu DINGWei WANGHai-yan HANAi-liang SUNJin-he 《Journal of Environmental Sciences》 SCIE EI CAS CSCD 2005年第2期215-219,共5页
Bound residue(BR) of 14 C-metsulfuron-methyl ( 14 C-BR) in seven kinds of soil was significantly negative-related to soil pH and positive-related to the clay content during the initial 20 d of incubat... Bound residue(BR) of 14 C-metsulfuron-methyl ( 14 C-BR) in seven kinds of soil was significantly negative-related to soil pH and positive-related to the clay content during the initial 20 d of incubation, but only was significantly negative-related to soil pH after 30 d incubation. Again, the soil pH was found to be the dominant factor affecting BR formation from 14 C-metsulfuron-methyl among the basic properties(soil pH, clay, OM and CEC etc.) of soil. The maximum content of 14 C-BR in the 7 soils accounted for 19.3%-52.6% of applied amount. In addition, the composition of the 14 C-BR in fluvio marine yellow loamy(S 7) at the 90 d of incubation was identified using the coupling technique of LC-MS and isotope tracing method. The results showed that the 14 C-[2-amino-4-hydroxyl-6-methyl-1, 3, 5]-triazine, 14 C-[2-amino-4-methoxy-6-methyl-1, 3, 5]-triazine and 14 C-metsulfuron-methyl parent compound constituted the main components of the BR derived from 14 C-metsulfuron-methyl in the S 7. The relative percentage of the three compounds accounted for 41.4%, 35.8% and 19.3% of total recovery radioactivity, respectively. The results also indicated that a non-radioactive component, 2-methylformate-benzenesulfonyl-isocyanate, one of the degraded products of metsulfuron-methyl in soil, was also found to be one of the components of the BR. The parent compound in BR can well explain the phytotoxic effect on substitution crops caused by the BR derived from metsulfuron-methyl in soil. 展开更多
关键词 bound residue COMPOSITION identification METSULFURON-METHYL SOIL
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Non-linear Chemical Process Modelling and Application in Epichlorhydrine Production Plant Using Wavelet Networks 被引量:3
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作者 黄德先 金以慧 +1 位作者 张杰 A.J.Morris 《Chinese Journal of Chemical Engineering》 SCIE EI CAS CSCD 2002年第4期435-443,共9页
A type of wavelet neural network, in which the scale function isadopted only, is proposed in this paper for non-linear dynamicprocess modelling. Its network size is decreased significantly andthe weight coefficients c... A type of wavelet neural network, in which the scale function isadopted only, is proposed in this paper for non-linear dynamicprocess modelling. Its network size is decreased significantly andthe weight coefficients can be estimated by a linear algorithm. Thewavelet neural network holds some advantages superior to other typesof neural networks. First, its network structure is easy to specifybased on its theoretical analysis and intuition. Secondly, networktraining does not rely on stochastic gradient type techniques andavoids the problem of poor convergence or undesirable local minima. 展开更多
关键词 WAVELET neural network non-linear system identification hybrid neuralnetwork
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A New Relay Attack on Distance Bounding Protocols and Its Solution with Time-Stamped Authentication for RFID 被引量:2
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作者 WEI Guoheng ZHANG Huanguo WANG Ya 《Wuhan University Journal of Natural Sciences》 CAS CSCD 2016年第1期37-46,共10页
Relay attack is one of the most threatening challenges against radio frequency identification(RFID) now. Distance bounding protocols have been introduced to thwart relay attacks. They form a family of challenge-resp... Relay attack is one of the most threatening challenges against radio frequency identification(RFID) now. Distance bounding protocols have been introduced to thwart relay attacks. They form a family of challenge-response authentication protocols and confirm the round-trip time at the Rapid Bit Exchange phase. They enable a reader to authenticate and to establish an upper bound on the physical distance to an entrusted tag. We design an effective attack against a family of such protocols to launch the spoofing attacks within effective distance successfully, which demonstrates that existing protocols cannot eliminate such attacks completely. The thesis proposes a new program with time- stamping verification to correct the defect and verify the effectiveness. 展开更多
关键词 radio frequency identification(RFID) distance bounding protocol relay attack rapid bit exchange
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Energy analysis of stability on shallow tunnels based on non-associated flow rule and non-linear failure criterion 被引量:6
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作者 张佳华 王成洋 《Journal of Central South University》 SCIE EI CAS CSCD 2015年第3期1070-1078,共9页
On the basis of upper bound theorem, non-associated flow rule and non-linear failure criterion were considered together.The modified shear strength parameters of materials were obtained with the help of the tangent me... On the basis of upper bound theorem, non-associated flow rule and non-linear failure criterion were considered together.The modified shear strength parameters of materials were obtained with the help of the tangent method. Employing the virtual power principle and strength reduction technique, the effects of dilatancy of materials, non-linear failure criterion, pore water pressure,surface loads and buried depth, on the stability of shallow tunnel were studied. In order to validate the effectiveness of the proposed approach, the solutions in the present work agree well with the existing results when the non-associated flow rule is reduced to the associated flow rule and the non-linear failure criterion is degenerated to the linear failure criterion. Compared with dilatancy of materials, the non-linear failure criterion exerts greater impact on the stability of shallow tunnels. The safety factor of shallow tunnels decreases and the failure surface expands outward when the dilatancy coefficient decreases. While the increase of nonlinear coefficient, the pore water pressure coefficient, the surface load and the buried depth results in the small safety factor. Therefore, the dilatancy as well as non-linear failure criterion should be taken into account in the design of shallow tunnel supporting structure. The supporting structure must be reinforced promptly to prevent potential mud from gushing or collapse accident in the areas with abundant pore water, large surface load or buried depth. 展开更多
关键词 non-associated flow rule non-linear failure criterion shallow tunnel upper bound theorem safety factor
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On Computer Implementation for Comparison of Inverse Numerical Schemes for Non-Linear Equations 被引量:1
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作者 Mudassir Shams Naila Rafiq +3 位作者 Nazir Ahmad Mir Babar Ahmad Saqib Abbasi Mutee-Ur-Rehman Kayani 《Computer Systems Science & Engineering》 SCIE EI 2021年第3期493-507,共15页
In this research article,we interrogate two new modifications in inverse Weierstrass iterative method for estimating all roots of non-linear equation simultaneously.These modifications enables us to accelerate the con... In this research article,we interrogate two new modifications in inverse Weierstrass iterative method for estimating all roots of non-linear equation simultaneously.These modifications enables us to accelerate the convergence order of inverse Weierstrass method from 2 to 3.Convergence analysis proves that the orders of convergence of the two newly constructed inverse methods are 3.Using computer algebra system Mathematica,we find the lower bound of the convergence order and verify it theoretically.Dynamical planes of the inverse simultaneous methods and classical iterative methods are generated using MATLAB(R2011b),to present the global convergence properties of inverse simultaneous iterative methods as compared to classical methods.Some non-linear models are taken from Physics,Chemistry and engineering to demonstrate the performance and efficiency of the newly constructed methods.Computational CPU time,and residual graphs of the methods are provided to present the dominance behavior of our newly constructed methods as compared to existing inverse and classical simultaneous iterative methods in the literature. 展开更多
关键词 non-linear equation inverse iterative method simultaneous method basins of attraction lower bound of convergence
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Non-linearity Analysis of Ship Roll Gyro-stabilizer Control System
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作者 Sathit P. Chatchapol C. Phansak I. 《Sustainable Marine Structures》 2021年第1期8-21,共14页
A gyro-stabilizer is the interesting system that it can apply to marine vessels for diminishes roll motion.Today it has potentially light weight with no hy­drodynamics drag and effective at zero forward speed.The... A gyro-stabilizer is the interesting system that it can apply to marine vessels for diminishes roll motion.Today it has potentially light weight with no hy­drodynamics drag and effective at zero forward speed.The twin-gyroscope was chosen.Almost,the modelling for designing the system use linear model that it might not comprehensive mission requirement such as high sea condition.The non-linearity analysis was proved by comparison the re­sults between linear and non-linear model of gyro-stabilizer throughout fre­quency domain also same wave input,constrains and limitations.Moreover,they were cross checked by simulating in time domain.The comparison of interested of linear and non-linear close loop model in frequency domain has demonstrated the similar characteristics but gave different values at same frequency obviously.The results were confirmed again by simulation in irregular beam sea on time domain and they demonstrate the difference of behavior of both systems while the gyro-stabilizers are switching on and off.From the resulting analysis,the non-linear gyro-stabilizer model gives more real results that correspond to more accuracy in a designing gyro-sta­bilizer control system for various amplitudes and frequencies operating condition especially high sea condition. 展开更多
关键词 Active gyro-stabilizer Twin gyro-stabilizer Ship large roll motion System identification Inverse problems non-linear damping moment non-linear restoring moment
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基于改进YOLOv7—tiny的茶叶嫩芽识别方法 被引量:1
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作者 王启航 顾寄南 +2 位作者 蒋兴宇 范天浩 潘知瑶 《中国农机化学报》 北大核心 2025年第6期150-155,共6页
为提高茶叶采摘机器人的采摘效率和采摘精度,使模型能更方便地部署在低算力的移动端设备上,提出一种基于改进YOLOv7—tiny的茶叶嫩芽识别方法。首先,用HardSwish激活函数减少量化模式下数值的精度损失,使模型精度提升;其次,利用深度可... 为提高茶叶采摘机器人的采摘效率和采摘精度,使模型能更方便地部署在低算力的移动端设备上,提出一种基于改进YOLOv7—tiny的茶叶嫩芽识别方法。首先,用HardSwish激活函数减少量化模式下数值的精度损失,使模型精度提升;其次,利用深度可分离卷积改进原网络中的ELAN模块减少该模块中的参数冗余,降低模型的参数量和计算量使模型轻量化;最后,为消除模型轻量化造成的精度损失,进一步提高模型精度,使用对小目标更敏感的EIoU边界框损失函数。试验结果显示,改进后的模型精确率、召回率与平均精度均值分别为79.6%、79.1%和81.4%,相比原始模型提升5.4%、2.3%和2.7%;并且改进后的模型参数量为4.8 M,相比原始模型降低20.0%;计算量为10.8 GFLOPs,相比原始模型降低16.9%。 展开更多
关键词 茶叶嫩芽识别 轻量化 深度可分离卷积 边界框损失函数
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Identification of novel cis-elements bound by BplMYB46 involved in abiotic stress responses and secondary wall deposition 被引量:7
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作者 Huiyan Guo Liuqiang Wang +3 位作者 Chuanping Yang Yiming Zhang Chunrui Zhang Chao Wang 《Journal of Integrative Plant Biology》 SCIE CAS CSCD 2018年第10期1000-1014,共15页
Transcription factors (TFs) play vital roles in various biological processes by binding to cis-acting elements to control expressions of their target genes. The MYB TF BplMYB46, from Betula platyphylla, is involved ... Transcription factors (TFs) play vital roles in various biological processes by binding to cis-acting elements to control expressions of their target genes. The MYB TF BplMYB46, from Betula platyphylla, is involved in abiotic stress responses and secondary wall deposition. In the present study, we used a TF-centered yeast onehybrid technology (TF-centered YIH) to identify the cis- acting elements bound by BplMYB46. We screened a shortinsert random library and identified three cis-elements bound by BplMYB46: an E-box (CA(A/T/C)(A/G/C)TG) and two novel motifs, a TO-box (T(GIA)TCG(C/G)) and a GT-box (A(G/T)T(AIC)GT(T/G)C). Chromatin immunoprecipitation (CHIP) and effector-reporter coexpression assays inNicotiana tabacum confirmed binding of BplMYB46 to the TC-box, GT-box, and E-box motifs in the promoters of the phenylalanine ammonia lyase (PAL), peroxidase (POD), and superoxide dismutase (SOD) genes, which function in abiotic stress tolerance and secondary wall biosynthesis. This finding improves our understanding of potential regulatory mechanisms in the response to abiotic stress and secondary wall deposition of BplMYB46 in B. platyphylla. 展开更多
关键词 POD SOD identification of novel cis-elements bound by BplMYB46 involved in abiotic stress responses and secondary wall deposition cis TCG GUS Figure
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“两水世界”假说的研究进展与未来展望 被引量:1
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作者 杨浩林 赵英 +1 位作者 胡秋丽 Jeffrey John MCDONNELL 《植物生态学报》 北大核心 2025年第9期1344-1362,共19页
近年来,随着稳定同位素技术、原位监测设备以及土壤水提取方法的持续改进,生态水文学对“生态水文分离”现象的认识显著深化:植物与径流往往分别取自束缚水与自由水两个功能不同的土壤水库。该文系统回顾了“两水世界”假说的发展脉络,... 近年来,随着稳定同位素技术、原位监测设备以及土壤水提取方法的持续改进,生态水文学对“生态水文分离”现象的认识显著深化:植物与径流往往分别取自束缚水与自由水两个功能不同的土壤水库。该文系统回顾了“两水世界”假说的发展脉络,并结合最新研究成果,详细综述了该假说在小流域实验、跨尺度分析及跨生态系统比较研究中的最新进展。文章系统归纳了降水入渗后土壤中束缚水与自由水的形成机制、时空动态以及两者之间一定程度的连通性;同时讨论了植物水源判识、土壤水采样技术标准化和生态水文模型构建中面临的关键问题。基于最新高频观测与提取技术,该文提出未来研究方向,包括深入揭示植物吸水机理、改进同位素在线监测方法、建立多尺度耦合模型以及开展不同气候和植被条件下的对比研究。期望更准确评估植被用水与径流形成的耦合关系,为生态恢复与流域管理提供过程可解释的依据。 展开更多
关键词 生态水文分离 两水世界假说 束缚水 自由水 稳定同位素 植物水源判识
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动量-自适应人工神经网络下的舰船目标检测
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作者 贾世杰 陈伟 《舰船科学技术》 北大核心 2025年第11期175-179,共5页
舰船种类丰富、大小差异显著,从小型快艇到大型航空母舰,尺度范围跨度大,给舰船目标类型识别检测带来较大难度。为解决这一问题,提出了基于动量-自适应人工神经网络的舰船目标检测方法。此方法利用最大类间方差算法,结合图像灰度特性,... 舰船种类丰富、大小差异显著,从小型快艇到大型航空母舰,尺度范围跨度大,给舰船目标类型识别检测带来较大难度。为解决这一问题,提出了基于动量-自适应人工神经网络的舰船目标检测方法。此方法利用最大类间方差算法,结合图像灰度特性,通过计算类间方差最大化,将图像划分为目标与背景;采用最小外接矩形法提取舰船目标特征,通过计算能够完全包围舰船的最小矩形,获取目标的几何特征信息;将所提取特征输入基于改进人工神经网络的舰船目标检测模型,模型在权重调节中引入动量项,设计自适应学习率,增强网络对舰船特征的学习与识别能力,实现对舰船目标的识别检测。实验结果验证,该方法能够清晰地将舰船目标从背景中分离出来;对于单个舰船目标类型以及多目标类型的识别检测结果均稳定、准确。 展开更多
关键词 人工神经网络 舰船目标 识别检测 最大类间方差算法 最小外接矩形法
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基于核磁共振和微分电阻率测井的致密砂岩储层油水识别方法
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作者 王成荣 曾青 +4 位作者 林茂山 杨静 邹华宝 甘力雄 邓瑞 《测井技术》 2025年第4期627-635,共9页
致密油储层具有低孔隙度、低渗透率的特性,这使得传统的电阻率模型在进行油水识别时存在较大误差。为解决这一问题,提出了一种基于核磁共振(Nuclear Magnetic Resonance,NMR)和微分电阻率测井分析的油水识别方法,以提高致密油储层的识... 致密油储层具有低孔隙度、低渗透率的特性,这使得传统的电阻率模型在进行油水识别时存在较大误差。为解决这一问题,提出了一种基于核磁共振(Nuclear Magnetic Resonance,NMR)和微分电阻率测井分析的油水识别方法,以提高致密油储层的识别精度。首先,通过全微分阿尔奇公式,建立微分电阻率油水识别模型,以减少岩性、孔隙结构等因素对电阻率计算的影响。其次,基于核磁共振测井T_(2)分布,构建束缚水饱和度计算模型,并结合T_(2)截止值优化储层流体性质评价。最后,将该方法应用于准东区块二叠系致密砂岩储层,通过实际测井数据验证了该方法在致密油储层识别中的有效性。研究表明,将微分电阻率分析与核磁共振测井相结合,可显著提升致密砂岩储层的油水识别精度,为致密油气勘探提供了一种可靠的技术手段。 展开更多
关键词 致密砂岩 核磁共振(NMR)测井 全微分电阻率 束缚水饱和度 油水识别
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Deep learning-based identification and localization of intracranial hemorrhage in patients using a large annotated head computed tomography dataset:A retrospective multicenter study
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作者 Jingjing Liu Weijie Fan +15 位作者 Yi Yang Qi Peng Bingjun Ji Luxing He Yang Li Jing Yuan Wei Li Xianqi Wang Yi Wu Chen Liu Qingfang Gong Mi He Yeqin Fu Dong Zhang Si Zhang Yongjian Nian 《Intelligent Medicine》 2025年第1期14-22,共9页
Background Accurately identifying and localizing the five subtypes of intracranial hemorrhage(ICH)are crucial steps for subsequent clinical treatment;however,the lack of a large computed tomography(CT)dataset with ann... Background Accurately identifying and localizing the five subtypes of intracranial hemorrhage(ICH)are crucial steps for subsequent clinical treatment;however,the lack of a large computed tomography(CT)dataset with annotations of the categorization and localization of ICH considerably limits the development of deep learningbased identification and localization methods.We aimed to construct this large dataset and develop a deep learning-based model to identify and localize the five ICH subtypes,including intraventricular hemorrhage(IVH),intraparenchymal hemorrhage(IPH),subdural hemorrhage(SDH),subarachnoid hemorrhage(SAH),and epidural hemorrhage(EDH),in non-contrast head CT scans.Methods Based on the public Radiological Society of North America(RSNA)2019 dataset,we constructed a large CT dataset named RSNA 2019+that was annotated for bleeding localization of the five ICH subtypes by three radiologists.An improved YOLOv8 architecture with the bidirectional feature pyramid network was proposed and trained using the RSNA 2019+training dataset and evaluated on the RSNA 2019+test dataset.The public CQ500,and two private datasets collected from the Xinqiao and Sunshine Union Hospitals,respectively,were also annotated to perform multicenter validation.Furthermore,the performance of the deep learning model was compared with that of four radiologists.Multiple performance metrics,including the average precision(AP),precision,recall and F1-score,were used for performance evaluation.The McNemar and chi-squared tests were performed,and the 95%Wilson confidence intervals were given for the precision and recall.Results There were 175,125;4,707;8,259;and 3,104 bounding boxes after annotation on the RSNA 2019+;CQ500+;and the PD 1 and PD 2 datasets,respectively.With an intersection-over-union threshold of 0.5,the APs of IVH,IPH,SAH,SDH and EDH are 0.852,0.820,0.574,0.639,and 0.558,respectively,yielding a mean average precision(mAP)of 0.688 for our proposed deep learning model on the RSNA 2019+test dataset.For the multicenter validation involving the three external datasets,the mAPs for CQ500,PD1,and PD2 were 0.594,0.734,and 0.66,respectively,which is comparable to those of radiologist with eight years of experience in head CT interpretation.Conclusion The deep learning model developed from the constructed RSNA 2019+dataset exhibited good potential in identifying and localizing the five ICH subtypes in CT slices and has the potential to assist in the clinical diagnosis. 展开更多
关键词 Intracranial hemorrhage identification and localization Deep learning model bounding box
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渤海湾盆地X凹陷低阻油层成因分析及电阻率校正
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作者 杨芸伊 孙建孟 +5 位作者 张伟 于伟高 吴健 郭森 刘子彰 苏秦倩 《测井技术》 2025年第4期616-626,共11页
渤海湾盆地X凹陷广泛发育低阻油层,该区油层低阻成因机制复杂、主控因素尚未明确,原油具有高密度、高黏度物理特点,油水界限层难以区分,流体性质识别困难,严重制约了该区油气勘探开发进程。该文基于东营组12口井769块岩心资料,综合应用... 渤海湾盆地X凹陷广泛发育低阻油层,该区油层低阻成因机制复杂、主控因素尚未明确,原油具有高密度、高黏度物理特点,油水界限层难以区分,流体性质识别困难,严重制约了该区油气勘探开发进程。该文基于东营组12口井769块岩心资料,综合应用常规物性、薄片鉴定、粒度分析、全岩X射线衍射、岩电实验及原油分析等实验数据,结合测井曲线和试油投采资料,分析了黏土矿物、粒度、物性、毛细管压力、孔喉半径、核磁共振离心实验获得的束缚水饱和度这6方面的影响因素,通过成因定量分析方法明确黏土附加导电性、束缚水饱和度这2个主控因素。结合地质录井及试油数据,深度分析渤海湾盆地X凹陷测井响应特征,引入原油黏度表征指数,构建基于阳离子交换量、原油黏度电阻率校正的流体识别方法,有效解决了该区低阻油层和稠油层识别难题,为进一步流体性质精准识别提供了借鉴和技术保障。该研究对渤海湾盆地低阻油层评价具有重要指导意义。 展开更多
关键词 低阻油层 黏土附加导电 高束缚水饱和度 流体识别 饱和度模型 阳离子交换量 原油黏度 渤海湾盆地
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小麦淀粉粒束缚淀粉合成酶基因多态性的分子鉴定 被引量:15
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作者 宋建民 李保云 +5 位作者 尤明山 梁荣奇 常成 刘守斌 唐朝晖 刘广田 《Acta Genetica Sinica》 SCIE CAS CSCD 北大核心 2004年第1期81-86,共6页
运用 6 %的SDS PAGE对 14个小麦品种成熟籽粒Wx蛋白的多态性进行了鉴定 ,结果表明 ,14个小麦品种根据其Wx蛋白的缺失情况可分为 6种组合类型。另外 ,根据Wx A1、Wx B1和Wx D1这 3个位点基因序列和变异情况分别设计了PCR引物 ,扩增结果表... 运用 6 %的SDS PAGE对 14个小麦品种成熟籽粒Wx蛋白的多态性进行了鉴定 ,结果表明 ,14个小麦品种根据其Wx蛋白的缺失情况可分为 6种组合类型。另外 ,根据Wx A1、Wx B1和Wx D1这 3个位点基因序列和变异情况分别设计了PCR引物 ,扩增结果表明 :Wx A1位点突变材料扩增产物为 32 7bp ,正常材料中扩增不到该特异带 ;在Wx B1位点扩增出 187bp目标带 ,突变材料没有该扩增产物 ;在Wx D1位点扩增出约 70 0bp目标带 ,突变材料没有该特异带。与前人的研究结果相比 ,Wx B1引物在 3个位点的扩增产物长度更短 ,差异更大 ,在 2 %琼脂糖胶上即可清楚分开 ,缩短了鉴定时间 ,提高了效率 。 展开更多
关键词 小麦 淀粉粒束缚淀粉合成酶基因 多态性 分子鉴定
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