Time series analysis is a key technology for medical diagnosis,weather forecasting and financial prediction ***,missing data frequently occur during data recording,posing a great challenge to data mining *** this stud...
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Time series analysis is a key technology for medical diagnosis,weather forecasting and financial prediction ***,missing data frequently occur during data recording,posing a great challenge to data mining *** this study,we propose a novel time series data representation-based denoising autoencoder(DAE)for the reconstruction of missing *** data representation methods,namely,recurrence plot(RP)and Gramian angular field(GAF),are used to transform the raw time series to a 2D matrix for establishing the temporal correlations between different time intervals and extracting the structural patterns from the time *** an improved DAE is proposed to reconstruct the missing values from the 2D representation of time series.A comprehensive comparison is conducted amongst the different representations on standard *** show that the 2D representations have a lower reconstruction error than the raw time series,and the RP representation provides the best *** work provides useful insights into the better reconstruction of missing values in time series analysis to considerably improve the reliability of timevarying system.
Specific to the reflected light problem on the surface of transparent body,the polarization characteristics of the reflection region are analyzed,and a polarization characterization model combining the reflection and ...
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Specific to the reflected light problem on the surface of transparent body,the polarization characteristics of the reflection region are analyzed,and a polarization characterization model combining the reflection and transmission effects is *** the basis of the polarization characteristic analysis,the minimum value of normalized cross-correlation(NCC)coefficient between transmission and reflection images is solved through the gradient descent method,and their polarization degrees under the minimum correlation are *** to the distribution relations of the transmitted and reflected lights in perpendicular and parallel directions,reflection separation is realized via the polarized orthogonality difference algorithm based on the degree of reflection polarization and the degree of transmission polarization.
Research on the range anomaly suppression algorithm in laser radar (ladar) range images is significant in the application and development of ladar. But most of existing algorithms cannot protect the edge and linear ...
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Research on the range anomaly suppression algorithm in laser radar (ladar) range images is significant in the application and development of ladar. But most of existing algorithms cannot protect the edge and linear target well while suppressing the range anomaly. Aiming at this problem, the differences among the edge, linear target, and range anomaly are analyzed and a novel algo- rithm based on neighborhood pixels detection is proposed. Firstly, the range differences between current pixel and its neighborhood pixels are calculated. Then, the number of neighborhood pixels is detected by the range difference threshold. Finally, whether the current pixel is a range anomaly is distinguished by the neighbor- hood pixel number threshold. Experimental results show that the new algorithm not only has a better range anomaly suppression performance and higher efficiency, but also protects the edge and linear target preferably compared with other algorithms.
The technology of wideband real-time spectrum analysis(RTSA) technology focus on the effective discovery, capture and detection of signal with large bandwidth and complex modulation. In this paper, so
ISBN:
(纸本)9781467389808
The technology of wideband real-time spectrum analysis(RTSA) technology focus on the effective discovery, capture and detection of signal with large bandwidth and complex modulation. In this paper, so
Frequency agility(FA) is one of the important techniques in radar systems for the superiority in radar range, glint reduction, electronic counter-countermeasures and so on. However, frequency agility
ISBN:
(纸本)9781467389808
Frequency agility(FA) is one of the important techniques in radar systems for the superiority in radar range, glint reduction, electronic counter-countermeasures and so on. However, frequency agility
Long-time coherent pulse integration method has been extensively used in detecting weak targets, but the detection performance is affected by range migration due to high radial velocity. This paper pr
ISBN:
(纸本)9781467389808
Long-time coherent pulse integration method has been extensively used in detecting weak targets, but the detection performance is affected by range migration due to high radial velocity. This paper pr
In radar system, data association and state estimation are two main principles for tracking multiple targets in cluttered environment. TO-MHT(Track-Oriented Multiple Hypothesis Tracking) is a well kno
ISBN:
(纸本)9781467389808
In radar system, data association and state estimation are two main principles for tracking multiple targets in cluttered environment. TO-MHT(Track-Oriented Multiple Hypothesis Tracking) is a well kno
A method and procedure is presented to reconstruct three-dimensional(3D) positions of scattering centers from multiple synthetic aperture radar(SAR) images. Firstly, two-dimensional(2D) attribute scattering centers of...
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A method and procedure is presented to reconstruct three-dimensional(3D) positions of scattering centers from multiple synthetic aperture radar(SAR) images. Firstly, two-dimensional(2D) attribute scattering centers of targets are extracted from 2D SAR images. Secondly, similarity measure is developed based on 2D attributed scatter centers' location, type, and radargrammetry principle between multiple SAR images. By this similarity, we can associate 2D scatter centers and then obtain candidate 3D scattering centers. Thirdly, these candidate scattering centers are clustered in 3D space to reconstruct final 3D positions. Compared with presented methods, the proposed method has a capability of describing distributed scattering center, reduces false and missing 3D scattering centers, and has fewer restrictionson modeling data. Finally, results of experiments have demonstrated the effectiveness of the proposed method.
An optical fiber control and transmission module is designed and realized based on Virtex-7 field programmable gata array(FPGA), which can be applied in multi-channel broadband digital receivers. The module consists o...
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An optical fiber control and transmission module is designed and realized based on Virtex-7 field programmable gata array(FPGA), which can be applied in multi-channel broadband digital receivers. The module consists of sampling data transfer submodule and multi-channel synchronous sampling control submodule. The sampling data transmission in 4× fiber link channel is realized with the self-defined transfer protocol. The measured maximum data rate is 4.97 Gbyte/s. By connecting coherent clocks to the transmitter and receiver endpoints and using the self-defined transfer protocol, multi-channel sampling control signals transferred in optical fibers can be received synchronously by each analog-to-digital converter(ADC) with high accuracy and strong anti-interference ability. The module designed in this paper has certain reference value in increasing the transmission bandwidth and the synchronous sampling accuracy of multi-channel broadband digital receivers.
The high-resolution radar waveform describes the amplitude of targets' multiple scattering centers and their distribution in the radial *** view from time domain,target waveform can also be regarded as a time sequ...
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ISBN:
(纸本)0780329147
The high-resolution radar waveform describes the amplitude of targets' multiple scattering centers and their distribution in the radial *** view from time domain,target waveform can also be regarded as a time sequence such that it can be classified using recurrent neural networks(RNN)which are suitable for time sequence processing.A modified partially RNN and its algorithm are *** method reaches above 90%average recognition rate for 8 class high-resolution radar targets,and it is tolerant of time shift to a certain degree.
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