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Predicting dynamic compressive strength of frozen-thawed rocks by characteristic impedance and data-driven methods 被引量:1
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作者 Shengtao Zhou Zong-Xian Zhang +3 位作者 Xuedong Luo Yifan Huang Zhi Yu Xiaowei Yang 《Journal of Rock Mechanics and Geotechnical Engineering》 SCIE CSCD 2024年第7期2591-2606,共16页
In cold regions,the dynamic compressive strength(DCS)of rock damaged by freeze-thaw weathering significantly influences the stability of rock engineering.Nevertheless,testing the dynamic strength under freeze-thaw wea... In cold regions,the dynamic compressive strength(DCS)of rock damaged by freeze-thaw weathering significantly influences the stability of rock engineering.Nevertheless,testing the dynamic strength under freeze-thaw weathering conditions is often both time-consuming and expensive.Therefore,this study considers the effect of characteristic impedance on DCS and aims to quickly determine the DCS of frozen-thawed rocks through the application of machine-learning techniques.Initially,a database of DCS for frozen-thawed rocks,comprising 216 rock specimens,was compiled.Three external load parameters(freeze-thaw cycle number,confining pressure,and impact pressure)and two rock parameters(characteristic impedance and porosity)were selected as input variables,with DCS as the predicted target.This research optimized the kernel scale,penalty factor,and insensitive loss coefficient of the support vector regression(SVR)model using five swarm intelligent optimization algorithms,leading to the development of five hybrid models.In addition,a statistical DCS prediction equation using multiple linear regression techniques was developed.The performance of the prediction models was comprehensively evaluated using two error indexes and two trend indexes.A sensitivity analysis based on the cosine amplitude method has also been conducted.The results demonstrate that the proposed hybrid SVR-based models consistently provided accurate DCS predictions.Among these models,the SVR model optimized with the chameleon swarm algorithm exhibited the best performance,with metrics indicating its effectiveness,including root mean square error(RMSE)﹦3.9675,mean absolute error(MAE)﹦2.9673,coefficient of determination(R^(2))﹦0.98631,and variance accounted for(VAF)﹦98.634.This suggests that the chameleon swarm algorithm yielded the most optimal results for enhancing SVR models.Notably,impact pressure and characteristic impedance emerged as the two most influential parameters in DCS prediction.This research is anticipated to serve as a reliable reference for estimating the DCS of rocks subjected to freeze-thaw weathering. 展开更多
关键词 Freeze-thaw cycle characteristic impedance Dynamic compressive strength Machine learning Support vector regression
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EFFECTS OF VECTORING JET ON AERODYNAMIC CHARACTERISTICS OF AIRCRAFT 被引量:4
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作者 王延奎 邓学蓥 张祖庚 《Chinese Journal of Aeronautics》 SCIE EI CSCD 1998年第2期2-8,共7页
EFFECTSOFVECTORINGJETONAERODYNAMICCHARACTERISTICSOFAIRCRAFTWANGYankui(王延奎),DENGXueying(邓学蓥)(InstituteofFluid... EFFECTSOFVECTORINGJETONAERODYNAMICCHARACTERISTICSOFAIRCRAFTWANGYankui(王延奎),DENGXueying(邓学蓥)(InstituteofFluidMechanics,Beijing... 展开更多
关键词 vectoring jet MAINSTREAM areodynamic characteristics
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Oil spill detection by a support vector machine based on polarization decomposition characteristics 被引量:3
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作者 ZOU Yarong SHI Lijian +2 位作者 ZHANG Shengli LIANG Chao ZENG Tao 《Acta Oceanologica Sinica》 SCIE CAS CSCD 2016年第9期86-90,共5页
Marine oil spills have caused major threats to marine environment over the past few years.The early detection of the oil spill is of great significance for the prevention and control of marine disasters.At present,rem... Marine oil spills have caused major threats to marine environment over the past few years.The early detection of the oil spill is of great significance for the prevention and control of marine disasters.At present,remote sensing is one of the major approaches for monitoring the oil spill.Full polarization synthetic aperture radarc SAR data are employed to extract polarization decomposition parameters including entropy(H) and reflection entropy(A).The characteristic spectrum of the entropy and reflection entropy combination has analyzed and the polarization characteristic spectrum of the oil spill has developed to support remote sensing of the oil spill.The findings show that the information extracted from(1-A)×(1-H) and(1-H)×A parameters is relatively evident effects.The results of extraction of the oil spill information based on H×A parameter are relatively not good.The combination of the two has something to do with H and A values.In general,when H〉0.7,A value is relatively small.Here,the extraction of the oil spill information using(1-A)×(1-H) and(1-H)×A parameters obtains evident effects.Whichever combined parameter is adopted,oil well data would cause certain false alarm to the extraction of the oil spill information.In particular the false alarm of the extracted oil spill information based on(1-A)×(1-H) is relatively high,while the false alarm based on(1-A)×H and(1-H)×A parameters is relatively small,but an image noise is relatively big.The oil spill detection employing polarization characteristic spectrum support vector machine can effectively identify the oil spill information with more accuracy than that of the detection method based on single polarization feature. 展开更多
关键词 oil spill polarization synthetic aperture radar characteristic spectrum ENTROPY reflection entropy support vector machine
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Nonlinear Dynamic Characteristics of the Vectored Thruster AUV in Complex Sea Conditions 被引量:3
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作者 GAO Fudong PAN Cunyun +1 位作者 XU Xiaojun ZHANG Xiang 《Chinese Journal of Mechanical Engineering》 SCIE EI CAS CSCD 2011年第6期935-946,共12页
The mobility of the vectored thruster AUV in different environment is the important premise of control system design. The new type of autonomous underwater vehicle (AUV) equipped with rudders and vectored thrusters wh... The mobility of the vectored thruster AUV in different environment is the important premise of control system design. The new type of autonomous underwater vehicle (AUV) equipped with rudders and vectored thrusters which are combined to control the course is studied. Firstly, Euler angles representation and quaternion method are applied to establish six-DOF kinematic model respectively, then Newton second law and Lagrangian approach are used to deduce the vectored thruster AUV’s nonlinear dynamic equations with six degrees of freedom (DOF) respectively in complex sea conditions based on the random wave theory according to the structural and kinetic characteristics of the vectored thruster AUV in this paper. The kinematic models and dynamic models based on different theories have the same expression and conclusion, which shows that the kinematic models and dynamic models of the vectored thruster AUV are accurate. The Runge-Kutta arithmetic is used to solve the dynamic equations, which not only can simulate the motions such as cruise and hover but also can describe the vehicle’s low-frequency and high-frequency motion. The results of computation show that the mobility of the vectored thruster AUV in interference-free environment and the integrated signals including low-frequency motion signal and high-frequency motion signal in environmental disturbance accord with practical situation, which not only solve the problem of especial singularities when the pitch angle θ = ±90° but also clears up the difficulties of computation and display of the coupled nonlinear motion equations in complex sea conditions. Moreover, the high maneuverability of the vectored thruster AUV equipped with rudders and vectored thrusters is validated, which lays a foundation for the control system design. 展开更多
关键词 complex sea conditions vectored thruster autonomous underwater vehicle nonlinear dynamic characteristics
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Novel Real-Time Seam Tracking Algorithm Based on Vector Angle and Least Square Method 被引量:1
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作者 Guanhao Liang Qingsheng Luo +1 位作者 Zhuo Ge Xiaoqing Guan 《Journal of Beijing Institute of Technology》 EI CAS 2017年第2期150-157,共8页
Real-time seam tracking can improve welding quality and enhance welding efficiency during the welding process in automobile manufacturing.However,the teaching-playing welding process,an off-line seam tracking method,i... Real-time seam tracking can improve welding quality and enhance welding efficiency during the welding process in automobile manufacturing.However,the teaching-playing welding process,an off-line seam tracking method,is still dominant in automobile industry,which is less flexible when welding objects or situation change.A novel real-time algorithm consisting of seam detection and generation is proposed to track seam.Using captured 3D points,space vectors were created between two adjacent points along each laser line and then a vector angle based algorithm was developed to detect target points on the seam.Least square method was used to fit target points to a welding trajectory for seam tracking.Furthermore,the real-time seam tracking process was simulated in MATLAB/Simulink.The trend of joint angles vs.time was logged and a comparison between the off-line and the proposed seam tracking algorithm was conducted.Results show that the proposed real-time seam tracking algorithm can work in a real-time scenario and have high accuracy in welding point positioning. 展开更多
关键词 real-time seam tracking real-time seam detection laser scanner vector angle leastsquare method algorithm research
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STUDY ON THE GENESIS OF ASYMMETRICAL DISTRIBUTION CHARACTERISTICS OF PRECIPITATION ASSOCIATED WITH THE TYPHOON HAITANG (2005) FROM THE VIEW OF ATMOSPHERIC FACTOR 被引量:2
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作者 岳彩军 曹钰 +2 位作者 顾问 谈建国 李小凡 《Journal of Tropical Meteorology》 SCIE 2016年第3期265-276,共12页
The distribution of precipitation field from the typhoon Haitang(2005) during its landing on Fujian province shows obvious asymmetric feature.Based on the NCEP/NCAR FNL(Final Analysis) data,this study reveals the cont... The distribution of precipitation field from the typhoon Haitang(2005) during its landing on Fujian province shows obvious asymmetric feature.Based on the NCEP/NCAR FNL(Final Analysis) data,this study reveals the contributions of atmospheric factor to the asymmetrical distribution characteristics of precipitation associated with the typhoon,through the analysis of water vapor condition,vertical ascending motion condition,the calculation of the dry Q vector and its decomposition,and adiabatic heating in the air column of 1000hPa-600hPa(lower atmosphere) and500hPa-100hPa(upper atmosphere).The results are as follows:(1) In the lower atmosphere,the humidity on both sides of typhoon path can be equivalent,while it is more wet on the right side than left in the upper atmosphere,which obviously presents asymmetric distribution characteristics.(2) Both range and intensity of the vertical motion on the right side are wider and stronger than counterparts on the left side no matter in the lower or upper atmosphere.(3) In the upper atmosphere,forcing role of atmosphere in vertical upward motion on the right side of typhoon path is the same as that on the left,while it is significantly different in the lower atmosphere,which is significantly broader in scope and stronger in the intensity,along with obvious asymmetric distribution characteristics.In addition,the further analysis of the Q vector decomposition indicates that the forcing effect of mesoscale weather systems on vertical upward motion is stronger than that of large scale weather systems in the lower atmosphere.(4) The adiabatic heating always exists on both lower and upper atmosphere,and the range and intensity of the adiabatic heating forcing showed asymmetric distribution on both lower and upper atmosphere.(5) In a summary,the upper atmosphere humidity conditions,the forcing role of lower atmosphere in vertical upward motion,especially,to mesoscale weather system,and adiabatic heating in the lower atmosphere,all show similar asymmetric distribution characteristics to that of precipitation field from the typhoon Haitang(2005),that is to say,the atmospheric factors as mentioned above are all contributed to genesis of the asymmetric distribution characteristics of precipitation. 展开更多
关键词 ASYMMETRIC distribution characteristicS water vapor condition vertical upward motion Q vector ADIABATIC heating
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Performance analysis model for real-time Ethernet-based computer numerical control system 被引量:2
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作者 万加富 李迪 +1 位作者 涂钰青 张春华 《Journal of Central South University》 SCIE EI CAS 2011年第5期1545-1553,共9页
In order to optimize the embedded system implementation for Ethernet-based computer numerical control (CNC) system, it is very necessary to establish the performance analysis model and further adopt the codesign met... In order to optimize the embedded system implementation for Ethernet-based computer numerical control (CNC) system, it is very necessary to establish the performance analysis model and further adopt the codesign method from the control, communication and computing perspectives. On the basis of analyzing real-time Ethemet, system architecture, time characteristic parameters of control-loop ere, a performance analysis model for real-time Ethemet-based CNC system was proposed, which is able to include the timing effects caused by the implementation platform in the simulation. The key for establishing the model is accomplished by designing the error analysis module and the controller nodes. Under the restraint of CPU resource and communication bandwidth, the experiment with a case study was conducted, and the results show that if the deadline miss ratio of data packets is 0.2%, then the percentage error is 1.105%. The proposed model can be used at several stages of CNC system development. 展开更多
关键词 computer numerical control (CNC) system real-time Ethemet time characteristic parameters performance analysis model manufacturing accuracy
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Construction and evaluation of reference standards for detection and quantification of Klebsiella pneumoniae using real-time PCR 被引量:1
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作者 Fei-Long Sun1,2,Min Jin3,Zhi-Gang Qiu3,Zhi-Qiang Shen3,Xin-Wei Wang3,Jun-Wen Li31.School of Life Science and Technology,Xi’an Jiaotong University,Xi’an 710049 2.School of Environmental and Chemical Engineering,Xi’an Polytechnic University,Xi’an 710048 3.Institute of Environment and Health,Tianjin 300050,China 《Journal of Pharmaceutical Analysis》 SCIE CAS 2010年第3期183-187,共5页
Objective To construct reference standards for detection and quantification of Klebsiella pneumoniae(K.pneumoniae)with SYBR Green I-based real-time PCR assay.Methods Primers were designed based on the published sequen... Objective To construct reference standards for detection and quantification of Klebsiella pneumoniae(K.pneumoniae)with SYBR Green I-based real-time PCR assay.Methods Primers were designed based on the published sequence of the phoE gene of K.pneumoniae.The standard was prepared by cell culture,PCR and T-A clone methods,and was identified by colony PCR and DNA sequencing.Results The standard curve showed a very good linear negative regression between threshold cycle(Ct)and Log starting quantity of copy number.The detection range was from 5.2 to 5.2×106 copies per reaction,and the detection limit was 6 copies per reaction.The coefficients of variance(CVs)of three parallel experiments were in the range of 0.05%-0.91%.Conclusion The reference standards have high stability and reproducibility.They can be used in the quantitative detection of K.pneumoniae. 展开更多
关键词 cloning vector Klebsiella pneumoniae real-time PCR STANDARD
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Euler Characteristic and Topological Phase Transition of NUT-Kerr-Newman Black Hole
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作者 YUE Jing-Hua YANG Guo-Hong TIAN Li-Jun ZHU Shu 《Communications in Theoretical Physics》 SCIE CAS CSCD 2008年第4期941-944,共4页
From the Gauss-Bonnet-Chern theorem, the Euler characteristic of NUT-Kerr-Newman black hole is calculated to be some discrete numbers from 0 to 2. We find that the Bekenstein-Hawking entropy is the largest entropy in ... From the Gauss-Bonnet-Chern theorem, the Euler characteristic of NUT-Kerr-Newman black hole is calculated to be some discrete numbers from 0 to 2. We find that the Bekenstein-Hawking entropy is the largest entropy in topology by taking into account of the relationship between the entropy and the Euler characteristic. The NUT-Kerr- Newman black hole evolves from the torus-like topological structure to the spherical structure with the changes of mass, angular momentum, electric and NUT charges. In this process, the Euler characteristic and the entropy are changed discontinuously, which give the topological aspect of the first-order phase transition of NUT-Kerr-Newman black hole. The corresponding latent heat of the topological phase transition is also obtained. The estimated latent heat of the black hole evolving from the star just lies in the range of the energy of gamma ray bursts. 展开更多
关键词 euler characteristic ENTROPY NUT-Kerr-Newman black hole killing vector field
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Theoretical investigation of band-gap and mode characteristics of anti-resonance guiding photonic crystal fibres 被引量:1
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作者 苑金辉 桑新柱 +5 位作者 余重秀 忻向军 张锦龙 周桂耀 李曙光 侯蓝田 《Chinese Physics B》 SCIE EI CAS CSCD 2011年第2期302-310,共9页
With the full-vector plane-wave method (FVPWM) and the full-vector beam propagation method (FVBPM), the dependences of the band-gap and mode characteristics on material index and cladding structure parameter in an... With the full-vector plane-wave method (FVPWM) and the full-vector beam propagation method (FVBPM), the dependences of the band-gap and mode characteristics on material index and cladding structure parameter in anti- resonance guiding photonic crystal fibres (ARGPCFs) are sufficiently analysed. An ARGPCF operating in the near- infrared wavelength is shown. The influences of the high index cylinders, glass interstitial apexes and silica structure on the characteristics of band-gaps and modes are deeply investigated. The equivalent planar waveguide theory is used for analysing such an ARGPCF filled by the isotropic materials, and the resonance and the anti-resonance characteristics r:~n h~ w~|] r^r~dlrtpd 展开更多
关键词 anti-resonance guiding photonic crystal fibres full-vector plane-wave method full-vector beam propagation method band-gap and mode characteristics
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Construction of GPS MonitoringNetwork,Characteristics of RecentCrustal Movement,and Relationbetween Stress Field andEarthquake Activity in the NingxiaRegion
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作者 Xu Wenjun,Zhao Weiming,Chai Chizhang,Jin Yanlong,Sun Lixin,Zheng Sihua,and Satoshi Miura1) Seismological Bureau of Ningxia Hui Autonomous Region. Yinchuan 750001,China2) Center for Analysis and Prediction, CSB. Beijing 100036, China3) Faculty of Science, 《Earthquake Research in China》 2001年第3期252-265,共14页
GPS observation network is deployed in the central part of Ningxia, which is the juncture of the Alxa block, Ordos block and Qinghai-Xizang (Tibet) block. Using the data of five phases of repeated survey sine 1996, th... GPS observation network is deployed in the central part of Ningxia, which is the juncture of the Alxa block, Ordos block and Qinghai-Xizang (Tibet) block. Using the data of five phases of repeated survey sine 1996, the current state of crustal movement in the central part of Ningxia is analyzed. From the result, we can know the following. (1) In the period from Dec. 1996 to May 1999, the central part of Ningxia had the phenomenon of left-lateral movement about the west margin of Ordos (measuring station P2) and the Lingwu fault on the east of the Yinchuan basin displayed the mode of left-lateral reverse strike slip movement. In that region, the direction of the principal stress field was NNE-SSW (with an azimuth of 29.8?; the central part to the south of the measuring station P2 displaced eastward; the vertical deformation was obviously greater than the horizontal deformation in order of magnitude; the Yinchuan basin and Qinghai-Xizang (Tibet) block were in a state of rising; the measuring station P1 in the hinterland of Ordos showed a trend of subsiding year by year; and there may be a hidden fault to exist between the measuring points P3 and P4. (2) About one year before the occurrence of moderately strong earthquakes in the vicinity of the measuring region, deformation anomalies and abnormal changes of principal stress direction can be observed by the GPS measuring stations in that region; before moderately strong earthquakes near the measuring region and before strong earthquakes in adjacent regions, the simulated GPS deformation vector field ofthat region can betoken the approximate position of the coming earthquake. These results can be regarded as the eigenvalues of earthquake prediction for consideration. 展开更多
关键词 Ningxia CONSTRUCTION of GPS NETWORK characteristicS of CRUSTAL movement Strain vector field Earthquake activity
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Research on the Structural Rigidity Characteristics of a Reconfigurable TBM Thrust Mechanism 被引量:3
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作者 Younan Xu Xinjun Liu Jiyu Xu 《Chinese Journal of Mechanical Engineering》 SCIE EI CAS CSCD 2019年第6期35-47,共13页
To improve the adaptability of TBMs in diverse geological environments,this paper proposes a reconfigurable Type-V thrust mechanism(V-TM)with rearrangeable working states,in which structural stiffness can be automatic... To improve the adaptability of TBMs in diverse geological environments,this paper proposes a reconfigurable Type-V thrust mechanism(V-TM)with rearrangeable working states,in which structural stiffness can be automatically altered during operation.Therefore,millions of configurations can be obtained,and thousands of instances of working status per configuration can be set respectively.Nonetheless,the complexity of configurations and diversity of working states contributes to further complications for the structural stiffness algorithm.This results in challenges such as difficulty calculating the payload compliance index and the environment adaptability index.To solve this problem,we use the configuration matrix to describe the relationship between propelling jacks under reconfiguration and adopt pattern vectors to describe the working state of each hydraulic cylinder.Then,both the dynamic compatible equation between propeller forces of the hydraulic cylinders and driving forces,and the kinematic harmonizing equation between the hydraulic cylinder displacements and their deformations are established.Next,we derive the stiffness analytical equation using Hooke’s law and the Jacobian Matrix.The proposed approach provides an effective algorithm to support structural rigidity analysis,and lays a solid theoretical foundation for calculating the performance indexes of the V-TM.We then analyze the rigidity characteristics of typical configurations under different working states,and obtain the main factors affecting structural stiffness of the V-TM.The results show the deviation degree of structural parameters in hydraulic cylinders within the same group,and the working status of propelling jacks.Finally,our constructive conclusions contribute valuable information for matching and optimization by drawing on the factors that affect the structural rigidity of the V-TM. 展开更多
关键词 Reconfigurable TBM thrust mechanism Structural rigidity characteristics Configuration matrix Patternvector Kinematic harmonizing equation Dynamic compatible equation Structural stiffness equations
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Resource Efficient Hardware Implementation for Real-Time Traffic Sign Recognition
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作者 Huai-Mao Weng Ching-Te Chiu 《Journal of Transportation Technologies》 2018年第3期209-231,共23页
Traffic sign recognition (TSR, or Road Sign Recognition, RSR) is one of the Advanced Driver Assistance System (ADAS) devices in modern cars. To concern the most important issues, which are real-time and resource effic... Traffic sign recognition (TSR, or Road Sign Recognition, RSR) is one of the Advanced Driver Assistance System (ADAS) devices in modern cars. To concern the most important issues, which are real-time and resource efficiency, we propose a high efficiency hardware implementation for TSR. We divide the TSR procedure into two stages, detection and recognition. In the detection stage, under the assumption that most German traffic signs have red or blue colors with circle, triangle or rectangle shapes, we use Normalized RGB color transform and Single-Pass Connected Component Labeling (CCL) to find the potential traffic signs efficiently. For Single-Pass CCL, our contribution is to eliminate the “merge-stack” operations by recording connected relations of region in the scan phase and updating the labels in the iterating phase. In the recognition stage, the Histogram of Oriented Gradient (HOG) is used to generate the descriptor of the signs, and we classify the signs with Support Vector Machine (SVM). In the HOG module, we analyze the required minimum bits under different recognition rate. The proposed method achieves 96.61% detection rate and 90.85% recognition rate while testing with the GTSDB dataset. Our hardware implementation reduces the storage of CCL and simplifies the HOG computation. Main CCL storage size is reduced by 20% comparing to the most advanced design under typical condition. By using TSMC 90 nm technology, the proposed design operates at 105 MHz clock rate and processes in 135 fps with the image size of 1360 × 800. The chip size is about 1 mm2 and the power consumption is close to 8 mW. Therefore, this work is resource efficient and achieves real-time requirement. 展开更多
关键词 TRAFFIC SIGN Recognition Advanced Driver ASSISTANCE System real-time Processing Color Segmentation Connected Component Analysis Histo-gram of Oriented Gradient Support vector Machine German TRAFFIC SIGN Detection BENCHMARK CMOS ASIC VLSI
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考虑关节间隙的可调矢量喷管动力学特性
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作者 罗忠 赵江 +1 位作者 许春阳 曹航 《东北大学学报(自然科学版)》 北大核心 2025年第1期61-67,75,共8页
针对航空发动机可调矢量喷管机构运动稳定性差的问题,开展了间隙对其动力学特性影响的研究.首先,采用第一类Lagrange方程建立可调矢量喷管单链机构动力学模型,得到单链机构驱动力变化曲线.然后采用Lankarani-Nikravesh接触力模型和修正... 针对航空发动机可调矢量喷管机构运动稳定性差的问题,开展了间隙对其动力学特性影响的研究.首先,采用第一类Lagrange方程建立可调矢量喷管单链机构动力学模型,得到单链机构驱动力变化曲线.然后采用Lankarani-Nikravesh接触力模型和修正的Coulomb摩擦模型建立运动副间隙模型,并利用函数在动力学仿真软件中构建间隙模型.最后基于虚拟样机技术建立含关节间隙的单链机构动力学模型,仿真分析了间隙位置、间隙尺寸对可调矢量喷管机构动力学特性的影响.结果表明,间隙与气动力的力臂越大,系统动力学特性波动越显著,小间隙范围内关节间隙尺寸增大时,可调矢量喷管机构动力学特性的波动幅值先减小后增大,当三角拉杆与转向控制环之间的间隙为0.3 mm时,系统动力学最稳定. 展开更多
关键词 航空发动机 可调矢量喷管 动力学建模 关节间隙 动力学特性
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Support vector machine for prediction of siRNA silencing efficacy 被引量:2
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作者 吴建盛 胡敏菁 +3 位作者 周童 翁建洪 江澎 孙啸 《Journal of Southeast University(English Edition)》 EI CAS 2006年第4期501-504,共4页
In order to assist the design of short interfering ribonucleic acids (siRNA), 573 non-redundant siRNAs were collected from published literatures and the relationship between siRNAs sequences and RNA interference (R... In order to assist the design of short interfering ribonucleic acids (siRNA), 573 non-redundant siRNAs were collected from published literatures and the relationship between siRNAs sequences and RNA interference (RNAi) effect is analyzed by a support vector machine (SVM) based algorithm relied on a basebase correlation (BBC) feature. The results show that the proposed algorithm has the highest area under curve (AUC) value (0. 73) of the receive operating characteristic (ROC) curve and the greatest r value (0. 43) of the Pearson's correlation coefficient. This indicates that the proposed algorithm is better than the published algorithms on the collected datasets and that more attention should be paid to the base-base correlation information in future siRNA design. 展开更多
关键词 short interfering ribonucleic acid (siRNA) support vector machine base-base correlation receive operating characteristic (ROC) curve
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基于Vector Fitting的光伏并网逆变器控制器参数频域辨识方法 被引量:11
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作者 王哲 吕敬 +3 位作者 吴林林 王潇 宗皓翔 蔡旭 《电力自动化设备》 EI CSCD 北大核心 2022年第5期118-124,共7页
光伏并网逆变器通常含有内外环、锁相环等不同带宽控制环节,且控制器参数往往并不可知,即存在“灰箱”问题。为准确辨识不同带宽控制器参数,提出一种基于端口导纳特性的光伏并网逆变器控制器参数频域辨识方法。首先,建立典型控制下光伏... 光伏并网逆变器通常含有内外环、锁相环等不同带宽控制环节,且控制器参数往往并不可知,即存在“灰箱”问题。为准确辨识不同带宽控制器参数,提出一种基于端口导纳特性的光伏并网逆变器控制器参数频域辨识方法。首先,建立典型控制下光伏并网逆变器交流端口的dq理论导纳模型,得到其理论导纳标准式;然后,通过扫频手段获得光伏并网逆变器交流端口的测量导纳数据,并采用Vector Fitting算法对测量的端口导纳数据进行矢量拟合,得到拟合导纳标准式;最后,运用最小二乘原理使理论导纳标准式与拟合导纳标准式对应项系数差值的平方和最小,从而辨识得到光伏并网逆变器控制器参数的估计值。参数辨识实例表明,所提方法能够同时准确辨识出不同带宽控制器参数。 展开更多
关键词 光伏并网逆变器 参数辨识 导纳特性 vector Fitting算法 多带宽控制
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多变分模态分解下的湿地植被高光谱识别特征波长优选与模型研究
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作者 李璇 袁希平 +3 位作者 甘淑 杨敏 龚伟圳 彭翔 《光谱学与光谱分析》 北大核心 2025年第3期601-607,共7页
高光谱数据以其高维度为特征,拥有更丰富的地物信息。在植被分类中,这种高维度数据为提升分类准确性和精度提供了更多机会。传统的特征波长建模往往因输入变量过多而导致分类精度不佳。为了克服这一问题并提高模型对湿地植被细微光谱差... 高光谱数据以其高维度为特征,拥有更丰富的地物信息。在植被分类中,这种高维度数据为提升分类准确性和精度提供了更多机会。传统的特征波长建模往往因输入变量过多而导致分类精度不佳。为了克服这一问题并提高模型对湿地植被细微光谱差异的捕捉能力,以洱海东岸海滨作为研究区域展开探索,测取了3种典型湿地植被(菰、芦、槐叶蘋)的高光谱数据作为目标样本。对样本光谱曲线进行SG平滑后作为原始光谱(OS)、对原始光谱进行包络线去除变换(CR)、一阶微分(FD)并分析其光谱特征;再将原始光谱通过变分模态分解(VMD)为8个尺度。接着,用竞争性自适应重加权(CARS)算法选择出的波长作为特征波长。最后,利用寻找出的最佳参数组合放入经贝叶斯算法优化的支持向量机(Bayes-SVM)进行建模。结果表明:CARS算法提取的特征波长数量减少,且大都分布于植被的吸收特征区间内,降维效果显著;经过分解后的第4模态构建的模型(S_(4)-CARS-Bayes-SVM)分类效果最好,其精确率PR为0.9333,召回率RR为0.8889、F1分数为0.8963、AUC值为0.9286,即此模型具有很强的鲁棒性以及识别性能。 展开更多
关键词 光谱学 湿地植被 变分模态分解 特征波长 支持向量机 贝叶斯算法
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Numerical investigation of dynamic characteristics of dual throat nozzle and bypass dual throat nozzle in thrust vectoring starting process 被引量:1
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作者 Yuqi ZHANG Jinglei XU +2 位作者 Minglei CAO Ruifeng PAN Shuai HUANG 《Chinese Journal of Aeronautics》 SCIE EI CAS CSCD 2024年第10期184-206,共23页
The Bypass Dual Throat Nozzle(BDTN)is a novel fluidic Thrust Vectoring(TV)nozzle,it switches to TV state by opening the valve in the bypass.To greatly manipulate the BDTN,the dynamic characteristics in the TV starting... The Bypass Dual Throat Nozzle(BDTN)is a novel fluidic Thrust Vectoring(TV)nozzle,it switches to TV state by opening the valve in the bypass.To greatly manipulate the BDTN,the dynamic characteristics in the TV starting process should be analyzed.This paper conducts numerical simulations to grasp the variation processes of performances and the flow field evolution of BDTN and Dual Throat Nozzle(DTN).The dynamic responses of TV starting in typical DTN models are investigated at first.Then,the TV starting processes of BDTN in different Nozzle Pressure Ratio(NPR)conditions are simulated,and the valve opening durations(T)are also considered.Before the expected TV direction is achieved in the DTN,the jet is deflected to the opposite direction at the beginning of the dynamic process,which is called the reverse TV phenomenon.However,this phenomenon disappears in the BDTN.The larger injection width of DTN intensifies unsteady oscillations,and the reverse TV phenomenon is strengthened.In the BDTN,T determines the delay degree of performance variations compared to the static results,which is called hysteresis effect.At NPR=10,the hysteresis affects the final stable performance of BDTN.This study analyses the dynamic characteristics in DTN and BDTN,laying a foundation for further design of nozzles and control strategies. 展开更多
关键词 Dual Throat Nozzle(DTN) Bypass Dual Throat Nozzle(BDTN) Dynamic characteristic Thrust vectoring starting process Cavity vortex Hysteresis effect
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煤矿涌水水源快速判识方法在神东矿区的应用
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作者 陶志勇 《中国煤炭》 北大核心 2025年第2期79-87,共9页
如何智能地进行涌水水源识别是矿井采取对应水害防治措施的关键,为精准识别神东矿区涌水水源,提出一种基于核主成分分析(KPCA)及沙猫群优化算法(SCSO)结合支持向量机(SVM)的矿井涌水水源识别模型(KPCA SCSO SVM),通过数据降维及高效、... 如何智能地进行涌水水源识别是矿井采取对应水害防治措施的关键,为精准识别神东矿区涌水水源,提出一种基于核主成分分析(KPCA)及沙猫群优化算法(SCSO)结合支持向量机(SVM)的矿井涌水水源识别模型(KPCA SCSO SVM),通过数据降维及高效、自适应性的优化算法进一步提高涌水水源识别的效率及准确率。根据神东矿区水文地质条件选取了56组水样样本,将该模型应用于神东矿区的涌水水源识别工程实例中,并与水化学特征分析方法及其他优化算法模型进行对比实验。结果表明,所提出的KPCA SCSO SVM涌水水源识别模型获得了最佳性能,在神东矿区的水源识别验证数据集上,全部正确识别出了水样样本的来源,为神东矿区水害防治措施提供重要支撑。 展开更多
关键词 矿井涌水 水源智能识别 水化学特征 沙猫群优化算法 支持向量机
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基于融合词向量模型的特色文献分类
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作者 陈蓝 周杰 杨帆 《现代信息科技》 2025年第8期157-160,164,共5页
图书馆服务工作中,面对小数据量的地方特色文献,管理人员需要花费大量时间精力手动整理地方特色文献。为实现特色文献实现自动化预分类,文章提出了针对小数据量的文献自动化分类模型CSGB,以贵州省特色文献数据集为实验对象,通过GloVe及B... 图书馆服务工作中,面对小数据量的地方特色文献,管理人员需要花费大量时间精力手动整理地方特色文献。为实现特色文献实现自动化预分类,文章提出了针对小数据量的文献自动化分类模型CSGB,以贵州省特色文献数据集为实验对象,通过GloVe及BERT进行预训练,对其产生的向量进行向量融合,通过TextCNN进行特征提取与表达,对不同数据规模的特色文献进行分类。实验结果显示,融合字向量的准确度相较于基准模型有至少4%的提升。 展开更多
关键词 地方特色文献 文本分类 文本向量化
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