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Image Steganography by Pixel-Value Differencing Using General Quantization Ranges
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作者 Da-Chun Wu Zong-Nan Shih 《Computer Modeling in Engineering & Sciences》 SCIE EI 2024年第10期353-383,共31页
A new steganographic method by pixel-value differencing(PVD)using general quantization ranges of pixel pairs’difference values is proposed.The objective of this method is to provide a data embedding technique with a ... A new steganographic method by pixel-value differencing(PVD)using general quantization ranges of pixel pairs’difference values is proposed.The objective of this method is to provide a data embedding technique with a range table with range widths not limited to powers of 2,extending PVD-based methods to enhance their flexibility and data-embedding rates without changing their capabilities to resist security attacks.Specifically,the conventional PVD technique partitions a grayscale image into 1×2 non-overlapping blocks.The entire range[0,255]of all possible absolute values of the pixel pairs’grayscale differences in the blocks is divided into multiple quantization ranges.The width of each quantization range is a power of two to facilitate the direct embedding of the bit information with high embedding rates.Without using power-of-two range widths,the embedding rates can drop using conventional embedding techniques.In contrast,the proposed method uses general quantization range widths,and a multiple-based number conversion mechanism is employed skillfully to implement the use of nonpower-of-two range widths,with each pixel pair being employed to embed a digit in the multiple-based number.All the message bits are converted into a big multiple-based number whose digits can be embedded into the pixel pairs with a higher embedding rate.Good experimental results showed the feasibility of the proposed method and its resistance to security attacks.In addition,implementation examples are provided,where the proposed method adopts non-power-of-two range widths and employsmultiple-based number conversion to expand the data-hiding and steganalysis-resisting capabilities of other PVD methods. 展开更多
关键词 STEGANOGRAPHY pixel-value differencing multiple-based number conversion general quantization range
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Exponential time differencing based efficient SC-PML for RCS simulation 被引量:3
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作者 NIU Liqiang XIE Yongjun +1 位作者 JIANG Haolin WU Peiyu 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2020年第4期703-711,共9页
To efficiently simulate and calculate the radar cross section(RCS) related electromagnetic problems by employing the finite-difference time-domain(FDTD) algorithm, an efficient stretched coordinate perfectly matched l... To efficiently simulate and calculate the radar cross section(RCS) related electromagnetic problems by employing the finite-difference time-domain(FDTD) algorithm, an efficient stretched coordinate perfectly matched layer(ESC-PML) based upon the exponential time differencing(ETD) method is proposed.The proposed implementation can not only reduce the number of auxiliary variables in the SC-PML regions but also maintain the ability of the original SC-PML in terms of the absorbing performance. Compared with the other existed algorithms, the ETDFDTD method shows the least memory consumption resulting in the computational efficiency. The effectiveness and efficiency of the proposed ESC-PML scheme is verified through the RCS relevant problems including the perfect E conductor(PEC) sphere model and the patch antenna model. The results indicate that the proposed scheme has the advantages of the ETD-FDTD method and ESC-PML scheme in terms of high computational efficiency and considerable computational accuracy. 展开更多
关键词 exponential time differencing(ETD) efficient stretched coordinate(ESC) finite-difference time-domain(FDTD) perfectly matched layer(PML) radar cross section(RCS)
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Solving Stiff Reaction-Diffusion Equations Using Exponential Time Differences Methods
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作者 H. A. Ashi 《American Journal of Computational Mathematics》 2018年第1期55-67,共13页
Reaction-diffusion equations modeling Predator-Prey interaction are of current interest. Standard approaches such as first-order (in time) finite difference schemes for approximating the solution are widely spread. Th... Reaction-diffusion equations modeling Predator-Prey interaction are of current interest. Standard approaches such as first-order (in time) finite difference schemes for approximating the solution are widely spread. Though, this paper shows that recent advance methods can be more favored. In this work, we have incorporated, throughout numerical comparison experiments, spectral methods, for the space discretization, in conjunction with second and fourth-order time integrating methods for approximating the solution of the reaction-diffusion differential equations. The results have revealed that these methods have advantages over the conventional methods, some of which to mention are: the ease of implementation, accuracy and CPU time. 展开更多
关键词 Finite differencE METHODS EXPONENTIAL INTEGRATOR EXPONENTIAL Time differencing Method REACTION-DIFFUSION System
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Background Subtraction and Frame Difference Based Moving Object Detection for Real-Time Surveillance 被引量:5
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作者 黄中文 戚飞虎 岑峰 《Journal of Donghua University(English Edition)》 EI CAS 2003年第1期15-19,共5页
A new real-time algorithm is proposed in this paperfor detecting moving object in color image sequencestaken from stationary cameras.This algorithm combines a temporal difference with an adaptive background subtractio... A new real-time algorithm is proposed in this paperfor detecting moving object in color image sequencestaken from stationary cameras.This algorithm combines a temporal difference with an adaptive background subtraction where the combination is novel.Ⅷ1en changes OCCUr.the background is automatically adapted to suit the new conditions.Forthe background model,a new model is proposed with each frame decomposed into regions and the model is based not only upon single pixel but also on the characteristic of a region.The hybrid presentationincludes a model for single pixel information and a model for the pixel’s neighboring area information.This new model of background can both improve the accuracy of segmentation due to that spatialinformation is taken into account and salientl5r speed up the processing procedure because porlion of neighboring pixel call be selected into modeling.The algorithm was successfully used in a video surveillance systern and the experiment result showsit call obtain a clearer foreground than the singleframe difference or background subtraction method. 展开更多
关键词 video surveillance background subtraction frame differencing
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Differences of Grammar between British English and American English 被引量:1
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作者 梁兵 《海外英语》 2013年第16期71-74,95,共5页
The growth of American English (AE) was based on British English (BE), as we know, when we speak of their differences, however, they are not easily accepted, although they indeed exist. Here, I will illustrate this po... The growth of American English (AE) was based on British English (BE), as we know, when we speak of their differences, however, they are not easily accepted, although they indeed exist. Here, I will illustrate this point from three questions. First, how American English growed? Second, how British and American English came to be different;? Third, where the grammatical differences lie? 展开更多
关键词 AMERICAN ENGLISH BRITISH ENGLISH GRAMMAR differenc
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Multi-channel differencing adaptive noise cancellation with multi-kernel method 被引量:1
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作者 Wei Gao Jianguo Huang Jing Han 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2015年第3期421-430,共10页
Although a various of existing techniques are able to improve the performance of detection of the weak interesting sig- nal, how to adaptively and efficiently attenuate the intricate noises especially in the case of n... Although a various of existing techniques are able to improve the performance of detection of the weak interesting sig- nal, how to adaptively and efficiently attenuate the intricate noises especially in the case of no available reference noise signal is still the bottleneck to be overcome. According to the characteristics of sonar arrays, a multi-channel differencing method is presented to provide the prerequisite reference noise. However, the ingre- dient of obtained reference noise is too complicated to be used to effectively reduce the interference noise only using the clas- sical linear cancellation methods. Hence, a novel adaptive noise cancellation method based on the multi-kernel normalized least- mean-square algorithm consisting of weighted linear and Gaussian kernel functions is proposed, which allows to simultaneously con- sider the cancellation of linear and nonlinear components in the reference noise. The simulation results demonstrate that the out- put signal-to-noise ratio (SNR) of the novel multi-kernel adaptive filtering method outperforms the conventional linear normalized least-mean-square method and the mono-kernel normalized least- mean-square method using the realistic noise data measured in the lake experiment. 展开更多
关键词 adaptive noise cancellation multi-channel differencing multi-kernel learning array signal processing.
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Voltage-Mode Universal Biquad Filter Employing Single Voltage Differencing Differential Input Buffered Amplifier 被引量:2
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作者 Kanhaiya Lal Pushkar Data Ram Bhaskar Dinesh Prasad 《Circuits and Systems》 2013年第1期44-48,共5页
A new multi function voltage-mode universal biquadratic filter using single Voltage Differencing Differential Input Buffered Amplifier (VD-DIBA), two capacitors and one resistor is proposed. The proposed configuration... A new multi function voltage-mode universal biquadratic filter using single Voltage Differencing Differential Input Buffered Amplifier (VD-DIBA), two capacitors and one resistor is proposed. The proposed configuration has four inputs and one output and can realize all the five standard filters from the same circuit configuration. The presented biquad filter offers low active and passive sensitivities. The validity of proposed universal biquadratic filter has been verified by SPICE simulation using 0.35 μm MIETEC technology. 展开更多
关键词 VOLTAGE differencing Differential INPUT Buffered AMPLIFIER ANALOG Filter VOLTAGE-MODE
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New Predictor-Corrector Methods Based on Exponential Time Differencing forSystems of Nonlinear Differential Equations 被引量:1
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作者 TANGChen YANHai-Qing ZHANGHao LIWen-Run LIUMing ZHANGGui-Min 《Communications in Theoretical Physics》 SCIE CAS CSCD 2004年第2期219-224,共6页
We present the new predictor-corrector methods for systems of nonlinear differential equations, based on the method of exponential time differencing. We compare the present schemes with the explicit multistep exponent... We present the new predictor-corrector methods for systems of nonlinear differential equations, based on the method of exponential time differencing. We compare the present schemes with the explicit multistep exponential time differencing and Adams–Bashforth–Moulton method. The numerical results show that the schemes are more accurate and more efficient than Adams predictor-corrector method. The exponential time differencing method has been developed and perfected by the present studies. 展开更多
关键词 predictor-corrector methods of exponential time differencing nonlinear system CHAOS
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Block-Based Steganographic Algorithm Using Modulus Function and Pixel-Value Differencing 被引量:1
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作者 Ahlam K. Al-Dhamari Khalid A. Darabkh 《Journal of Software Engineering and Applications》 2017年第1期56-77,共22页
The main purpose in developing the steganographic algorithms lies in achieving most of the steganographic objectives which comprise the embedding capacity, imperceptibility, security, robustness and complexity. In thi... The main purpose in developing the steganographic algorithms lies in achieving most of the steganographic objectives which comprise the embedding capacity, imperceptibility, security, robustness and complexity. In this paper, we propose a high quality steganographic algorithm using new block structure which makes a good use of both modulus function and pixel-value differencing, namely, MF-PVD. We have made many experiments with various test images from several galleries, such as USC-SIPI and UWATERLOO-LINK. The performance of our proposed algorithm is verified using three different performance metrics which include peak signal-to-noise ratio (PSNR), structural similarity index measure (SSIM), and embedding capacity (EC). Experimental results and comparisons with six pertinent state-of-art algorithms are given to prove the validation and efficiency of the proposed algorithm. 展开更多
关键词 Data Hiding STEGANOGRAPHY WATERMARKING Pixel-Value differencing MODULUS FUNCTION Performance Metrics
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A Homogenized Function to Recover Wave Source by Solving a Small Scale Linear System of Differencing Equations
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作者 Chein-Shan Liu Wen Chen Ji Lin 《Computer Modeling in Engineering & Sciences》 SCIE EI 2016年第5期421-435,共15页
In order to recover unknown space-dependent function G(x)or unknown time-dependent function H(t)in the wave source F(x;t)=G(x)H(t),we develop a technique of homogenized function and differencing equations,which can si... In order to recover unknown space-dependent function G(x)or unknown time-dependent function H(t)in the wave source F(x;t)=G(x)H(t),we develop a technique of homogenized function and differencing equations,which can significantly reduce the difficulty in the inverse wave source recovery problem,only needing to solve a few equations in the problem domain,since the initial condition/boundary conditions and a supplementary final time condition are satisfied automatically.As a consequence,the eigenfunctions are used to expand the trial solutions,and then a small scale linear system is solved to determine the expansion coefficients from the differencing equations.Because the ill-posedness of the inverse wave source problem is greatly reduced,the present method is accurate and stable against a large noise up to 50%,of which the numerical tests confirm the observation. 展开更多
关键词 WAVE SOURCE recovery problem EIGENFUNCTIONS Homogenized FUNCTION differencing EQUATIONS
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Note on Filon-type integration for higher order exponential time differencing methods in stiff systems
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作者 XIANG Shu-huang 《Journal of Central South University of Technology》 2005年第z1期298-303,共6页
The Filon-type quadrature is efficient for highly oscillatory functions - Fourier transforms. Based on Cox and Matthews' ETD schemes, the higher order single step exponential time differencing schemes are presente... The Filon-type quadrature is efficient for highly oscillatory functions - Fourier transforms. Based on Cox and Matthews' ETD schemes, the higher order single step exponential time differencing schemes are presented based on the Filon-type integration and the A-stability of the two-order Adams-Bashforth exponential time differencing scheme is considered. The effectiveness and accuracy of the schemes is tested. 展开更多
关键词 EXPONENTIAL time differencing METHOD STIFF system Filon METHOD RUNGE-KUTTA METHOD
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New Voltage Mode Sinusoidal Oscillator Using Voltage Differencing Transconductance Amplifiers (VDTAs)
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作者 Nisha Walde Syed Naseem Ahmad 《Circuits and Systems》 2015年第8期173-178,共6页
The purpose of this paper is to introduce a new electronically controlled voltage mode sinusoidal oscillator (VMSO) using Voltage Differencing Transconductance Amplifiers (VDTA). The proposed circuit provides electron... The purpose of this paper is to introduce a new electronically controlled voltage mode sinusoidal oscillator (VMSO) using Voltage Differencing Transconductance Amplifiers (VDTA). The proposed circuit provides electronic control of ω0 and independent condition of oscillation (CO). It is found that the oscillator works very satisfactorily and pure sinusoidal waveforms are available at the outputs. The PSPICE simulation confirms the theoretical results. The proposed oscillator circuit employs only two VDTAs, along with two grounded capacitor and single grounded resistor. The circuit exhibits low active and passive sensitivities for ω0. Simulation results are obtained by using PSPICE software with TSMC CMOS 0.18 um process parameters. 展开更多
关键词 VOLTAGE differencing TRANSCONDUCTANCE AMPLIFIER (VDTA) VOLTAGE-MODE CIRCUIT OSCILLATOR
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Multifunction Filter Employing Current Differencing Buffered Amplifier
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作者 Tajinder Singh Arora Udit Rana 《Circuits and Systems》 2016年第5期543-550,共8页
This paper proposes a new filter biquad circuit, which utilizes three Current Differencing Buffered Amplifiers (CDBA), two capacitors and five resistors, and operates in the trans-resistance mode. This multi-input and... This paper proposes a new filter biquad circuit, which utilizes three Current Differencing Buffered Amplifiers (CDBA), two capacitors and five resistors, and operates in the trans-resistance mode. This multi-input and single-output multifunction filter uses only grounded capacitors. All the employed resistors are either grounded or virtually grounded, which is an important parameter for its implementation as an integrated circuit. The circuit enjoys independent tunability of angular frequency and bandwidth. The 0.5 μm technology process parameters have been utilized to test and verify the performance characteristics of the circuit using PSPICE. The non-ideal analysis and sensitivity analysis, transient response, Monte-Carlo analysis and calculations of total harmonic distortion have also been shown. 展开更多
关键词 Active Filters Current differencing Buffered Amplifier Biquadratic Filter KHN-Biquad
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A LINEARLY-IMPLICIT STRUCTURE-PRESERVING EXPONENTIAL TIME DIFFERENCING SCHEME FOR HAMILTONIAN PDEs
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作者 Yayun Fu Dongdong Hu +1 位作者 Wenjun Cai Yushun Wang 《Journal of Computational Mathematics》 SCIE CSCD 2024年第4期1063-1079,共17页
In the paper,we propose a novel linearly implicit structure-preserving algorithm,which is derived by combing the invariant energy quadratization approach with the exponential time differencing method,to construct effi... In the paper,we propose a novel linearly implicit structure-preserving algorithm,which is derived by combing the invariant energy quadratization approach with the exponential time differencing method,to construct efficient and accurate time discretization scheme for a large class of Hamiltonian partial differential equations(PDEs).The proposed scheme is a linear system,and can be solved more efficient than the original energy-preserving ex-ponential integrator scheme which usually needs nonlinear iterations.Various experiments are performed to verify the conservation,efficiency and good performance at relatively large time step in long time computations. 展开更多
关键词 Structure-preserving algorithm Hamiltonian PDE Energy quadratization method Exponential time differencing
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Optimal Error Estimates of the Semi-Discrete Local Discontinuous Galerkin Method and Exponential Time Differencing Schemes for the Thin Film Epitaxy Problem without Slope Selection
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作者 Danni Zhang Ruihan Guo 《Advances in Applied Mathematics and Mechanics》 SCIE 2023年第3期545-567,共23页
In this paper,we prove the optimal error estimates in L2 norm of the semidiscrete local discontinuous Galerkin(LDG)method for the thin film epitaxy problem without slope selection.To relax the severe time step restric... In this paper,we prove the optimal error estimates in L2 norm of the semidiscrete local discontinuous Galerkin(LDG)method for the thin film epitaxy problem without slope selection.To relax the severe time step restriction of explicit time marching methods,we employ a class of exponential time differencing(ETD)schemes for time integration,which is based on a linear convex splitting principle.Numerical experiments of the accuracy and long time simulations are given to show the efficiency and capability of the proposed numerical schemes. 展开更多
关键词 Local discontinuous Galerkin method thin film epitaxy problem error estimates exponential time differencing long time simulation
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基于差分非平稳Transformer的液压支架立柱压力预测
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作者 杨艺 Aimen Malik +1 位作者 袁瑞甫 王科平 《电子测量技术》 北大核心 2024年第6期41-49,共9页
液压支架立柱压力预测是回采工艺决策的重要依据,也是确保围岩稳定的基础信息之一。然而,液压支架立柱压力虽然具有一定的规律性,却无法用简单的数学模型进行预测;且在回采过程中,支架不接顶、顶板破碎、传感器检测误差等带来大量的随... 液压支架立柱压力预测是回采工艺决策的重要依据,也是确保围岩稳定的基础信息之一。然而,液压支架立柱压力虽然具有一定的规律性,却无法用简单的数学模型进行预测;且在回采过程中,支架不接顶、顶板破碎、传感器检测误差等带来大量的随机噪声,使得压力数据劣化为非平稳时间序列,给压力的预测带来的很大的困难。本文在Transformer基础上,提出一种差分非平稳Transformer模型,在Transformer的编码器和解码器中分别引入差分归一化和反归一化操作,以提升序列的平稳性。同时,在Transformer中采用去平稳注意力机制,计算序列元素之间的关联关系,以增强模型的预测能力。在真实的煤矿支架立柱数据集上的对比实验表明,本文提出的差分非平稳Transformer的预测效果达到0.674,表现明显优于LSTM、Transformer和非平稳Transformer模型。 展开更多
关键词 煤矿安全 工作面 液压支架 压力预测 非平稳Transformer 差分
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顾及系统误差影响的智能手机GNSS观测值质量分析
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作者 孙俊锋 穆宏波 +2 位作者 于先文 廖鹏 吴焱泽 《测绘工程》 2024年第5期43-49,共7页
针对现有智能手机观测值质量分析大多直接从原始观测值出发,未能顾及系统误差影响的问题,文中提出质量分析方法利用星间与历元间差分消除部分系统误差,再分别对智能手机伪距与载波进行质量分析。通过分析经预处理后的观测值以及原始观... 针对现有智能手机观测值质量分析大多直接从原始观测值出发,未能顾及系统误差影响的问题,文中提出质量分析方法利用星间与历元间差分消除部分系统误差,再分别对智能手机伪距与载波进行质量分析。通过分析经预处理后的观测值以及原始观测值综合分析手机观测值质量。实验结果表明,智能手机在不同GNSS系统伪距质量不同,伪距标准差最大为2.115 m;手机载波质量较高,不同系统载波质量差异较小,其中载波标准差最大为0.1962 m;BDS的伪距质量优于其他系统,GPS载波质量优于BDS与Galileo。 展开更多
关键词 智能手机 GNSS观测值 质量分析 星间差分 历元间差分
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基于FPGA的动态目标检测与防御躲避系统设计
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作者 衡国奇 孙科学 +1 位作者 魏洪健 张瑛 《电子设计工程》 2024年第19期150-154,159,共6页
针对传统动态目标检测实时性差、功耗高及精度低等问题,提出了一种基于FPGA芯片的高精度、低功耗动态目标检测与防御躲避系统。该系统采集OV5640摄像头像素信息,经DDR4高速缓存后,依次对图像进行多步预处理,包括灰度化、自适应快速中值... 针对传统动态目标检测实时性差、功耗高及精度低等问题,提出了一种基于FPGA芯片的高精度、低功耗动态目标检测与防御躲避系统。该系统采集OV5640摄像头像素信息,经DDR4高速缓存后,依次对图像进行多步预处理,包括灰度化、自适应快速中值滤波、改进型三帧间差分、形态学运算及包围盒检测等,在HDMI液晶屏上实时显示目标检测结果。系统根据计算出的动态目标中心坐标,驱动电机控制摄像头进行精准的对角躲避。硬件测试结果表明,该系统在50 MHz的时钟频率下,视频帧率达到60 FPS,具有较高的实时性和鲁棒性,能够清晰并准确检测出动态目标,且防御躲避设计可行,功耗仅为0.969 W。 展开更多
关键词 FPGA 动态目标检测 自适应快速中值滤波 三帧间差分法 防御躲避
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基于TDCP历元间位置变化量的GNSS地质灾害快速变形识别
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作者 文锐 刘万科 +2 位作者 吴明魁 邓文昊 王昊 《大地测量与地球动力学》 CSCD 北大核心 2024年第10期1034-1039,1058,共7页
提出一种基于GNSS载波相位历元间差分(TDCP)位置变化量的地质灾害监测快速变形识别方法。通过TDCP解算历元间坐标变化量,识别监测体历元间显著位移,据此对卡尔曼滤波的过程噪声进行实时调节,使相对定位滤波结果能及时准确地反映监测体... 提出一种基于GNSS载波相位历元间差分(TDCP)位置变化量的地质灾害监测快速变形识别方法。通过TDCP解算历元间坐标变化量,识别监测体历元间显著位移,据此对卡尔曼滤波的过程噪声进行实时调节,使相对定位滤波结果能及时准确地反映监测体的快速变形。模拟实验结果表明,该方法既可以及时准确地反映监测体历元间大于1 cm的快速变形,同时又能保持mm级监测精度。 展开更多
关键词 GNSS 地质灾害监测 快速变形识别 载波相位历元间差分 卡尔曼滤波
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Dynamicity of Land Use/Land Cover(LULC):An analysis from peri-urban and rural neighbourhoods of Durgapur Municipal Corporation(DMC)in India 被引量:1
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作者 Subrata HALDAR Somnath MANDAL +1 位作者 Subhasis BHATTACHARYA Suman PAUL 《Regional Sustainability》 2023年第2期150-172,共23页
The availability of better economic possibilities and well-connected transportation networks has attracted people to migrate to peri-urban and rural neighbourhoods,changing the landscape of regions outside the city an... The availability of better economic possibilities and well-connected transportation networks has attracted people to migrate to peri-urban and rural neighbourhoods,changing the landscape of regions outside the city and fostering the growth of physical infrastructure.Using multi-temporal satellite images,the dynamics of Land Use/Land Cover(LULC)changes,the impact of urban growth on LULC changes,and regional environmental implications were investigated in the peri-urban and rural neighbourhoods of Durgapur Municipal Corporation in India.The study used different case studies to highlight the study area’s heterogeneity,as the phenomenon of change is not consistent.Landsat TM and OLI-TIRS satellite images in 1991,2001,2011,and 2021 were used to analyse the changes in LULC types.We used the relative deviation(RD),annual change intensity(ACI),uniform intensity(UI)to show the dynamicity of LULC types(agriculture land;built-up land;fallow land;vegetated land;mining area;and water bodies)during 1991-2021.This study also applied the Decision-Making Trial and Evaluation Laboratory(DEMATEL)to measure environmental sensitivity zones and find out the causes of LULC changes.According to LULC statistics,agriculture land,built-up land,and mining area increased by 51.7,95.46,and 24.79 km^(2),respectively,from 1991 to 2021.The results also suggested that built-up land and mining area had the greatest land surface temperature(LST),whereas water bodies and vegetated land showed the lowest LST.Moreover,this study looked at the relationships among LST,spectral indices(Normalized Differenced Built-up Index(NDBI),Normalized Difference Vegetation Index(NDVI),and Normalized Difference Water Index(NDWI)),and environmental sensitivity.The results showed that all of the spectral indices have the strongest association with LST,indicating that built-up land had a far stronger influence on the LST.The spectral indices indicated that the decreasing trends of vegetated land and water bodies were 4.26 and 0.43 km^(2)/a,respectively,during 1991-2021.In summary,this study can help the policy-makers to predict the increasing rate of temperature and the causes for the temperature increase with the rapid expansion of built-up land,thus making effective peri-urban planning decisions. 展开更多
关键词 Land Use/Land Cover(LULC) Peri-urban and rural neighbourhoods Normalized differenced Built-up Index(NDBI) Normalized difference Vegetation Index(NDVI) Normalized difference Water Index(NDWI) Land surface temperature(LST) Environmental sensitivity
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