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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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Video Inter-Frame Forgery Identification Based on Consistency of Correlation Coefficients of Gray Values 被引量:4
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作者 Qi Wang Zhaohong Li +1 位作者 Zhenzhen Zhang Qinglong Ma 《Journal of Computer and Communications》 2014年第4期51-57,共7页
Identifying inter-frame forgery is a hot topic in video forensics. In this paper, we propose a method based on the assumption that the correlation coefficients of gray values is consistent in an original video, while ... Identifying inter-frame forgery is a hot topic in video forensics. In this paper, we propose a method based on the assumption that the correlation coefficients of gray values is consistent in an original video, while in forgeries the consistency will be destroyed. We first extract the consistency of correlation coefficients of gray values (CCCoGV for short) after normalization and quantization as distinguishing feature to identify interframe forgeries. Then we test the CCCoGV in a large database with the help of SVM (Support Vector Machine). Experimental results show that the proposed method is efficient in classifying original videos and forgeries. Furthermore, the proposed method performs also pretty well in classifying frame insertion and frame deletion forgeries. 展开更多
关键词 inter-frame Forgeries CONTENT CONSISTENCY VIDEO FORENSICS
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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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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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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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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 themethod of esponential time differencing. We compare the present schemes with the explicit multistep exponenti... We present the new predictor-corrector methods for systems of nonlinear differential equations, based on themethod of esponential time differencing. We compare the present schemes with the explicit multistep exponential time differecing 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 非线性系统 混沌 预测修正理论 非线性微分方程 牛顿插入函数
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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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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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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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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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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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融合两帧差分法的改进视觉背景提取算法
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作者 舒兆翰 李小龙 吴从辉 《科学技术与工程》 北大核心 2024年第11期4618-4625,共8页
针对视觉背景提取(visual background extractor,ViBe)算法在运动目标检测过程中容易受到噪声干扰的问题,将两帧差分法融入ViBe的前景检测阶段,提出一种融合两帧差分信息的改进ViBe算法(ViBe with two-frame differencing,ViBe-TD)。首... 针对视觉背景提取(visual background extractor,ViBe)算法在运动目标检测过程中容易受到噪声干扰的问题,将两帧差分法融入ViBe的前景检测阶段,提出一种融合两帧差分信息的改进ViBe算法(ViBe with two-frame differencing,ViBe-TD)。首先,设计单阈值形ViBe(single-threshold form of ViBe,S-ViBe)检测,为信息融合做准备;其次,基于逻辑斯蒂(logistic)回归模型,实现像素点上两帧差分和S-ViBe检测信息的融合;最后,综合两类检测信息完成前景像素点的判定。实验结果表明,ViBe-TD算法在4种不同场景视频上的检测效果达到了0.932的平均精确率,0.785的平均召回率以及0.842的平均F 1值。与原算法相比,ViBe-TD算法的各项指标平均有0.158的提高,具有良好的检测效果。 展开更多
关键词 运动目标检测 视觉背景提取 两帧差分 逻辑斯蒂回归 信息融合
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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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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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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 paper for detecting moving object in color image sequences taken from stationary cameras. This algorithm combines a temporal difference with an adaptive background subtrac... A new real.time algorithm is proposed in this paper for detecting moving object in color image sequences taken from stationary cameras. This algorithm combines a temporal difference with an adaptive background subtraction where the combination is novel. When changes occur, the background is automatically adapted to suit the new conditions. For the 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 presentation includes 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 spatial information is taken into account and saliently speed up the processing procedure because portion of neighboring pixel can be selected into modeling. The algorithm was successfully used in a videosurveillance system and the experiment result shows it can obtain a clearer foreground than the single frame difference or background subtraction method. 展开更多
关键词 运动目标检测 实时监控 图像处理 背景回退法
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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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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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国家生态文明试验区对省域绿色全要素生产率的影响及溢出效应研究 被引量:2
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作者 陈加友 李鲜 《贵州财经大学学报》 北大核心 2023年第4期91-100,共10页
绿色全要素生产率是测度我国生态文明建设的重要抓手,其效果的评估对于凝聚改革合力、增添绿色发展动能、探索生态文明建设模式具有重要意义。基于Super-SBM和GML指数测算出我国内地30个省、市、自治区(除西藏外)2010~2020的绿色全要素... 绿色全要素生产率是测度我国生态文明建设的重要抓手,其效果的评估对于凝聚改革合力、增添绿色发展动能、探索生态文明建设模式具有重要意义。基于Super-SBM和GML指数测算出我国内地30个省、市、自治区(除西藏外)2010~2020的绿色全要素生产率,运用双重差分法及其扩展的空间形式将国家生态文明试验区的政策作为一项准自然试验,考察其政策效果及溢出效应。研究结果表明:国家生态文明试验区政策显著提高了试点省份的绿色全要素生产率,且具有明显的空间溢出效应;该结论在动态时间窗、安慰剂等一系列检验下仍具有稳健性;渠道分析表明降低能源强度、优化产业结构、创新低碳技术和发展绿色信贷是国家生态文明试验区政策促进绿色全要素生产率提高的重要路径;异质性检验结果显示,生态基础较差和经济发展水平较好的地区,绿色全要素生产率的提升更加明显。本文的研究为评估国家生态文明试验区的政策效果提供了分析视角、总结了有效经验,也为我国生态文明建设的推广与应用提供了政策参考。 展开更多
关键词 国家生态文明试验区 绿色全要素生产率 溢出效应 双重差分 空间双重差分
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混合时间差分和非差分载波相位的无人机精密单点定位 被引量:1
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作者 雷广渊 彭思敏 +1 位作者 艾先俊 余文坤 《导航定位学报》 CSCD 2023年第3期105-111,共7页
针对精密单点定位(PPP)在载波相位模糊度估计值收敛之前,定位精度波动较大,这一阶段对于传统PPP技术来说需要几十分钟的时间,难以满足快速无人机作业需求,且时间差分载波相位(TDCP)技术可以消除模糊度等常值变量,计算得到的历元间位置... 针对精密单点定位(PPP)在载波相位模糊度估计值收敛之前,定位精度波动较大,这一阶段对于传统PPP技术来说需要几十分钟的时间,难以满足快速无人机作业需求,且时间差分载波相位(TDCP)技术可以消除模糊度等常值变量,计算得到的历元间位置变化量精度较高,但是受系统误差影响较大且增加了数据的相关性,误差会随着时间积累等问题,提出一种PPP和TDCP相结合的无人机定位算法:基于20Hz高采样固定翼无人机实际观测数据,对比分析基于传统PPP、TDCP、混合TDCP与非差观测PPP 3种方法的无人机定位性能。结果表明,混合TDCP和传统非差观测的无人机PPP定位算法的精度较传统PPP方法提高71.5%。 展开更多
关键词 时间差分载波相位(TDCP) 无人机(UAV) 精密单点定位(PPP)
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交通可达性与制造业出口升级——基于空间溢出效应视角的经验分析
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作者 张慧 易金彪 徐建新 《云南财经大学学报》 北大核心 2023年第9期1-20,共20页
构建了能够客观反映城市交通基础设施发展的交通可达性指标,从理论和实证层面分析验证了交通改善影响城市制造业出口升级的传导机制与渠道,并通过构造外生冲击检验以及选取合宜的工具变量对内生性问题进行了良好处理,同时重点探讨了交... 构建了能够客观反映城市交通基础设施发展的交通可达性指标,从理论和实证层面分析验证了交通改善影响城市制造业出口升级的传导机制与渠道,并通过构造外生冲击检验以及选取合宜的工具变量对内生性问题进行了良好处理,同时重点探讨了交通可达性提升对地区制造业出口升级的多维空间溢出效应。研究发现:交通可达性提升不仅能够显著促进城市制造业出口升级,还能够对邻接地区制造业出口升级产生正向空间溢出效应;交通可达性提升对城市制造业出口的溢出效应符合地理距离衰减规律,其溢出效应在300km以内最为稳定且强烈,之后逐渐衰减,并在900km处出现半衰期;高铁开通的外生冲击检验以及工具变量估计同样验证了交通可达性提升对城市制造业出口升级的促进作用。但对高铁开通溢出效应的进一步分解表明,高铁开通对城市制造业出口升级的空间溢出效应存在不对称性,其外溢效应仅表现为高铁城市间的组内溢出效应,而高铁开通城市对未开通高铁城市的组间溢出效应并不显著。进一步的机制分析表明,交通可达性提升主要通过优化城市资本要素错配、促进产业多样化集聚、强化知识技术溢出以及缓解劳动力市场分割进而促进城市制造业出口升级。 展开更多
关键词 出口升级 交通基础设施 空间溢出效应 空间双重差分 出口技术复杂度
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