25 results on '"Shijian Huang"'
Search Results
2. Practical design equations of the axial compressive capacity of circular CFST stub columns based on finite element model analysis incorporating constitutive models for high-strength materials
- Author
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Faxing Ding, Zheya Cao, Fei Lyu, Shijian Huang, Mingwen Hu, and Qitao Lin
- Subjects
Concrete-filled steel tube stub (CFST) columns ,Constitutive relation ,Finite element analysis ,High strength materials ,Confinement effect ,Materials of engineering and construction. Mechanics of materials ,TA401-492 - Abstract
Step into the 21st century, high strength materials have been increasingly used in engineering practice. However, current design codes for concrete-filled steel tube (CFST) columns have limitations when applied to high strength materials. At the meantime, few studies have investigated in such topic which leads to an inadequate validity of existing design formulae. In this paper, in order to develop a finite element model suitable for CFST columns using high strength materials, the stress-strain relations applicable for high strength materials was proposed by recalibrating the parameters of the models for normal strength materials. Then, a finite element model (FE) was established by incorporating the proposed stress-strain relations into the constitutive models. The validity and accuracy of established FE model were verified by comparing the collected experimental database. Full-range analyses of the behavior of HSCFST columns under axial loading were then carried out using the verified FE model to investigate the composite interactions of different material matching at the limit state. Numerical results presented show that normal strength steel filled with normal strength concrete have the strongest confinement effect, while the normal strength steel filled with high strength concrete exhibited almost no confinement effect. Moreover, to extend the applications of high strength materials, a new design formula was proposed based on the superposition theory with incorporating the effects of high strength materials. It was found that the proposed design formula yields satisfactory predictions when compared with current major code formulae.
- Published
- 2022
- Full Text
- View/download PDF
3. Value of the platelet-to-lymphocyte ratio in the prediction of left ventricular thrombus in anterior ST-elevation myocardial infarction with left ventricular dysfunction
- Author
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Qian Zhang, Daoyuan Si, Zhongfan Zhang, Chengbing Wang, Haikuo Zheng, Shouping Li, Shijian Huang, and Wenqi Zhang
- Subjects
Platelet-to-lymphocyte ratio ,Left ventricular thrombus ,Anterior ST-segment elevation myocardial infarction ,Left ventricular dysfunction ,Prediction ,Diseases of the circulatory (Cardiovascular) system ,RC666-701 - Abstract
Abstract Background The predictors of left ventricular thrombus (LVT) formation are not well defined in the contemporary era, especially in those patients at high risk. We aimed to evaluate whether the platelet/lymphocyte ratio (PLR) is valuable in the determination of LVT formation in patients with anterior ST-elevation myocardial infarction (STEMI) and left ventricular (LV) dysfunction. Methods The LVT group (n = 46) was identified from anterior STEMI patients with LV dysfunction who were treated with primary percutaneous coronary intervention (PCI) from January 2017 to December 2019 at the China-Japan Union Hospital of Jilin University. The no-LVT group (n = 92) were also selected from the same batch of patients and were age- and sex-matched to the patients with LVT. The PLR was determined at admission and was calculated as the ratio of the platelet count to the lymphocyte count using the complete blood count. The presence of LVT was determined by echocardiography. Results The PLR were significantly higher in patients with LVT than in no-LVT group (p = 0.001). In a receiver operator characteristic curve (ROC) analysis, using a cut-off value of 118.07 (AUC 0.673, 95% CI: 0.574–0.771, P = 0.001), the PLR could independently predict the occurrence of LVT. Multivariate analysis showed that an increased PLR (OR = 1.011, 95% CI: 1.004–1.018, P = 0.002), the presence of a left ventricular aneurysm (OR = 46.350, 95% CI: 5.659–379.615, P
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- 2020
- Full Text
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4. Genetic Diversity of Tea Plant (Camellia sinensis (L.) Kuntze) Germplasm Resources in Wuyi Mountain of China Based on Single Nucleotide Polymorphism (SNP) Markers
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Caiguo Liu, Wentao Yu, Chunping Cai, Shijian Huang, Huanghua Wu, Zehan Wang, Pan Wang, Yucheng Zheng, Pengjie Wang, and Naixing Ye
- Subjects
tea ,Camellia sinensis ,Wuyi Mountain ,genetic diversity ,population structure ,SNP ,Plant culture ,SB1-1110 - Abstract
Wuyi Mountain in Southeast China is the origin of black tea and oolong tea. It is also considered the ‘treasure trove of tea cultivars’ because of its rich tea germplasm resources. In the present study, the population structure and genetic diversity of 137 tea germplasms from Wuyi Mountain and its adjacent areas were analyzed by SNPs. The information index (I), observed heterozygosity (Ho), expected heterozygosity (He) and fixation index (F) polymorphisms of the selected SNPs were high, stable and reliable. Ho had an average of 0.389, while He had an average of 0.324, indicating that Wuyi Mountain tea germplasms had rich genetic diversity. The AMOVA results showed that genetic variation came mainly from intrapopulation variation, accounting for 66% of the total variation. The differences in the Fst and Nei values of tea germplasm between Wuyi Mountain and its adjacent areas are similar to the geographical differences. Multiple analyses based on high-quality SNPs found that the landraces of tea plants on Wuyi Mountain had different genetic backgrounds from the wild-type landraces and the landraces of Wuyi Mountain tea plants underwent population differentiation. This study provides a basis for the effective protection and utilization of tea germplasms on Wuyi Mountain and lays a foundation for identifying potential parents to optimize tea cultivation.
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- 2022
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5. Finite Element Analysis of the Mechanical Properties of Axially Compressed Square High-Strength Concrete-Filled Steel Tube Stub Columns Based on a Constitutive Model for High-Strength Materials
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Biao Li, Faxing Ding, Deren Lu, Fei Lyu, Shijian Huang, Zheya Cao, and Haibo Wang
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high-strength concrete-filled square steel tube ,finite element analysis ,constitutive relation ,confinement effect ,bearing capacity calculation formula ,Technology ,Electrical engineering. Electronics. Nuclear engineering ,TK1-9971 ,Engineering (General). Civil engineering (General) ,TA1-2040 ,Microscopy ,QH201-278.5 ,Descriptive and experimental mechanics ,QC120-168.85 - Abstract
With the development of new concrete technology, high-strength concrete has been used worldwide. In particular, more economic benefits can be achieved by applying high-strength concrete-filled steel tube (HSCFST) columns in the concrete core walls of super high-rise buildings. A constitutive relation with high applicability for high-strength materials with different strength grades is proposed. Based on this constitutive model, a brick element model of 181 sets of axially compressed square HSCFST members is established and experimentally verified. The effects of the concrete strength, diameter-to-thickness ratio, and steel yield strength on the axial compressive capacities of these members were investigated based on finite element calculation results. The results showed that with an increase in the concrete strength, the ultimate bearing capacities of CS-CC, HS-HC, HS-CC, and CS-HC stub column members increased by 60%, 24%, 44%, and 21% at most, respectively. Additionally, as the steel yield strength increased, the ultimate bearing capacities of CS-CC, HS-HC, HS-CC, and CS-HC stub column members increased by 8.8%, 5.1%, 8.5%, and 5.2%, respectively, Hence, material strength has the greatest impact on CS-CC and HS-CC. The confinement effect of the square steel tube on the concrete weakens as the strength grade of steel or concrete increases. Notably, the confinement effect of steel tube on the concrete is strongest in CS-CC and weakest in the CS-HC. In addition, the confinement coefficients of square HSCFST stub columns with different combinations of concrete and steel strengths were analyzed. Based on the superposition principle in the ultimate state, a practical axial compressive capacity calculation formula for three types of square HSCFSTs is established. Compared with existing major design code formulas, the proposed formula is more accurate and concise and has a clear physical meaning.
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- 2022
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6. Deep Electrical Modulation of Terahertz Wave Based on Hybrid Metamaterial-Dielectric-Graphene Structure
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Liangping Xia, Xin Zhang, Man Zhang, Suihu Dang, Shijian Huang, Yong Tan, Wenjuan Yan, and Hong-Liang Cui
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terahertz ,modulation ,graphene ,metamaterial ,Technology ,Engineering (General). Civil engineering (General) ,TA1-2040 ,Biology (General) ,QH301-705.5 ,Physics ,QC1-999 ,Chemistry ,QD1-999 - Abstract
A terahertz modulation structure based on hybrid metamaterial and graphene is proposed and demonstrated in this work. The metamaterial with a square slit ring array excites terahertz resonance in the slits and enhances the interaction between the terahertz wave and graphene. The graphene layer acting as the active material is tuned by the applied electrical field. With the separation by a dielectric layer between the graphene and the metallic structure, the resonant frequency and transmitted energy are both modulated by the graphene. Experimental result indicates that the modulation depth of the terahertz transmitted amplitude is 65.1% when the applied modulation voltage is tuned 5 V.
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- 2019
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7. A Detection Method Combining Machine Vision And Resistance Analysis for the Wiring Harnesses of Refrigerator Temperature Sensors.
- Author
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Shijian Huang, Shiyin Ding, Shengzhao Yuan, Mingming Li, Yong Tan, Fan Yue, and Suihu Dang
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COMPUTER vision ,TEMPERATURE sensors ,IMAGE sensors ,ELECTRIC wiring ,REFRIGERATORS ,WIRE ,MANUFACTURING processes - Abstract
It is the refrigerator that is frequently used in homes. Freezing and refrigerating temperature sensors are significant temperature-sensing components in the refrigerator. However, it is simple to insert the temperature sensor wires erroneously during the manufacturing process. Currently, there is no effective method to detect the correctness of the wiring harnesses. We propose a novel detection method that combines machine vision and resistance analysis for the wiring harnesses of refrigerator temperature sensors. We utilized machine vision technology to determine the color and insertion position of each wire in the wiring harnesses. We distinguish the types of sensors by analyzing the resistance range of the temperature sensors. We combine two approaches to detect the wiring harnesses connecting the temperature sensors. The experimental results demonstrate that the proposed method can effectively detect the correctness of the wiring harnesses connecting the temperature sensors, and the accuracy reaches 99.19%. The proposed method has a good generalization in other electrical wiring harness detection problems. [ABSTRACT FROM AUTHOR]
- Published
- 2024
8. Behavioral feature recognition of multi-task compressed sensing with fusion relevance in the Internet of Things environment.
- Author
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Zhiyong Sun, Junyong Ye, Tongqing Wang, Shijian Huang, and Jin Luo
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- 2020
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9. Learning a Similarity Constrained Discriminative Kernel Dictionary from Concatenated Low-Rank Features for Action Recognition.
- Author
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Shijian Huang, Junyong Ye, Tongqing Wang, Li Jiang, Changyuan Xing, and Yang Li
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- 2016
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10. Statistics on Temporal Changes of Sparse Coding Coefficients in Spatial Pyramids for Human Action Recognition.
- Author
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Yang Li, Junyong Ye, Tongqing Wang, and Shijian Huang
- Published
- 2015
- Full Text
- View/download PDF
11. Augmenting bag-of-words: a robust contextual representation of spatiotemporal interest points for action recognition.
- Author
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Yang Li, Junyong Ye, Tongqing Wang, and Shijian Huang
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- 2015
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12. A Novel Two-stream Architecture Fusing Static And Dynamic Features for Human Action Recognition.
- Author
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Fan Yue, Shijian Huang, Qingming Chen, Siyan Hu, Yong Tan, Suihu Dang, and Derong Du
- Subjects
HUMAN activity recognition ,CONVOLUTIONAL neural networks ,OPTICAL flow - Abstract
Action recognition in real-world videos is difficult because of factors such as scenery muddle, scale alter, dynamic standpoint, and sharp motion. This paper proposes a novel two-stream architecture fusing static and dynamic features to recognize human actions in videos. Firstly, the original image (single frame and optical flow fields) is extracted by Convolutional Neural Network (CNN) to obtain feature maps. Secondly, we extract the obtained feature maps via a 3x3 convolution over all the neighbor features, leading to a static representations of features. Then we concatenate these static features with input feature maps to produce the dynamic attention matrix through two 1x1 convolutions. All of the generated feature maps are then aggregated using the learnt attention matrix, producing a dynamic representation. Thirdly, we take the interaction of the static and dynamic presentations as final outputs. Finally, we utilize Long Short-Term Memory (LSTM) to catch time sequence information among dense optical flow. The experimental results on the three hard datasets UCF101, HMDB51, and Kinetics400 have shown that the method works better than other state-of-the-art methods. [ABSTRACT FROM AUTHOR]
- Published
- 2023
13. Value of the platelet-to-lymphocyte ratio in the prediction of left ventricular thrombus in anterior ST-elevation myocardial infarction with left ventricular dysfunction
- Author
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Shijian Huang, Chengbing Wang, Zhongfan Zhang, Wenqi Zhang, Haikuo Zheng, Daoyuan Si, Shouping Li, and Qian Zhang
- Subjects
Male ,lcsh:Diseases of the circulatory (Cardiovascular) system ,medicine.medical_treatment ,030204 cardiovascular system & hematology ,Ventricular Function, Left ,Ventricular Dysfunction, Left ,0302 clinical medicine ,Risk Factors ,030212 general & internal medicine ,Myocardial infarction ,Lymphocytes ,Heart Aneurysm ,Prospective cohort study ,Anterior ST-segment elevation myocardial infarction ,Left ventricular dysfunction ,medicine.diagnostic_test ,Complete blood count ,Middle Aged ,Treatment Outcome ,Cardiology ,Female ,Cardiology and Cardiovascular Medicine ,Research Article ,Blood Platelets ,medicine.medical_specialty ,Risk Assessment ,03 medical and health sciences ,Percutaneous Coronary Intervention ,Predictive Value of Tests ,Internal medicine ,medicine ,Humans ,Lymphocyte Count ,Left ventricular thrombus ,Anterior Wall Myocardial Infarction ,Angiology ,Aged ,Retrospective Studies ,business.industry ,Platelet Count ,Percutaneous coronary intervention ,Thrombosis ,medicine.disease ,Platelet-to-lymphocyte ratio ,Left Ventricular Aneurysm ,lcsh:RC666-701 ,Conventional PCI ,ST Elevation Myocardial Infarction ,business ,Prediction - Abstract
Background The predictors of left ventricular thrombus (LVT) formation are not well defined in the contemporary era, especially in those patients at high risk. We aimed to evaluate whether the platelet/lymphocyte ratio (PLR) is valuable in the determination of LVT formation in patients with anterior ST-elevation myocardial infarction (STEMI) and left ventricular (LV) dysfunction. Methods The LVT group (n = 46) was identified from anterior STEMI patients with LV dysfunction who were treated with primary percutaneous coronary intervention (PCI) from January 2017 to December 2019 at the China-Japan Union Hospital of Jilin University. The no-LVT group (n = 92) were also selected from the same batch of patients and were age- and sex-matched to the patients with LVT. The PLR was determined at admission and was calculated as the ratio of the platelet count to the lymphocyte count using the complete blood count. The presence of LVT was determined by echocardiography. Results The PLR were significantly higher in patients with LVT than in no-LVT group (p = 0.001). In a receiver operator characteristic curve (ROC) analysis, using a cut-off value of 118.07 (AUC 0.673, 95% CI: 0.574–0.771, P = 0.001), the PLR could independently predict the occurrence of LVT. Multivariate analysis showed that an increased PLR (OR = 1.011, 95% CI: 1.004–1.018, P = 0.002), the presence of a left ventricular aneurysm (OR = 46.350, 95% CI: 5.659–379.615, P P = 0.012) were independent predictors of LVT formation. Conclusions In acute anterior STEMI patients with LV dysfunction, an increased PLR and DTBT and the presence of an LV aneurysm were independent predictors of LVT formation. A larger prospective study is warranted to evaluate this result. Trial registration This study was registered (May 4, 2019) on Chinese Clinical Trial Registry (ChiCTR-DDD-17011214).
- Published
- 2020
14. Graphene based terahertz amplitude modulation with metallic tortuous ring enhancement
- Author
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Suihu Dang, Yong Tan, Guangzhao Wang, Hong-Liang Cui, Shijian Huang, Wenjuan Yan, Liangping Xia, Yu Wang, Shaoyun Yin, and Xiaojiang Long
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Materials science ,Multi-mode optical fiber ,business.industry ,Terahertz radiation ,Graphene ,Physics::Optics ,02 engineering and technology ,021001 nanoscience & nanotechnology ,01 natural sciences ,Atomic and Molecular Physics, and Optics ,Electronic, Optical and Magnetic Materials ,law.invention ,010309 optics ,Amplitude modulation ,Optics ,Transmission (telecommunications) ,Modulation ,law ,Excited state ,0103 physical sciences ,Electrical and Electronic Engineering ,Physical and Theoretical Chemistry ,0210 nano-technology ,business ,Voltage - Abstract
The metallic tortuous hollow ring array in the metallic film is proposed to enhance the modulation efficiency of the graphene based terahertz (THz) amplitude modulation. In the tortuous ring configuration, multimode resonant is excited to enhance the interaction between the THz wave and the graphene. With the change of the chemical potential of the graphene layer, the resonant frequencies are shift and the transmission peaks are tuned. It is enhanced more than 9 times for the amplitude modulation depth of the THz transmission and a maximum modulation efficiency of 74 dB/eV is obtained in the tortuous ring array based modulator. The enhancement of the modulation efficiency will decrease of the applied modulation voltage and will help to the energy saving and device lifetime prolonging.
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- 2019
15. Supramolecule-assisted synthesis of in-situ carbon-coated MnO2 nanosphere for supercapacitors
- Author
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Depeng Zeng, Honghong Cheng, Fenyun Yi, Chun He, Zhuoran Ao, Shijian Huang, Xiaoping Zhou, Aimei Gao, Dong Shu, Shaoying Li, and Shixu Zhao
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Supercapacitor ,Materials science ,Mechanical Engineering ,Metals and Alloys ,Nanoparticle ,02 engineering and technology ,010402 general chemistry ,021001 nanoscience & nanotechnology ,Electrochemistry ,01 natural sciences ,Capacitance ,0104 chemical sciences ,Dielectric spectroscopy ,law.invention ,Chemical engineering ,Mechanics of Materials ,Transmission electron microscopy ,law ,Materials Chemistry ,Calcination ,Cyclic voltammetry ,0210 nano-technology - Abstract
Inspired by the supramolcular chemistry assembly theory, carbon-coated MnO2 nanospheres (C@MnO2) were successfully synthesized by a two-step method. First, the supramolecular solution was prepared by β-cyclodextrin inclusion of manganese acetate, which was then treated by a hydrothermal reaction and the calcination in the following. The scan electron microscopy (SEM) and transmission electron microscopy (TEM) images present that the C@MnO2 composites have the nanosphere morphology, in which the carbon layer originated from the carbonization of β-cyclodextrin was uniformly coated on the MnO2 nanoparticles. The electrochemical characteristics were examined by galvanostatic charge-discharge (GCD), cyclic voltammetry (CV), and electrochemical impedance spectroscopy (EIS). The results demonstrated that C@MnO2 exhibited high specific capacitance (396.4 F g−1 at 2 A g−1) and good rate capability. In addition, 84.1% of the initial capacitance was maintained after 10000 cycles, indicating the excellent electrochemical stability. The superior electrochemical performance of the C@MnO2 was attributed to the outstanding uniform nanospheres structure that facilitates ion mobility and the synergistic effect between conductive carbon and pseudocapacitive MnO2. Hence, C@MnO2 can be a potential candidate material for the applications in supercapacitors.
- Published
- 2019
16. A Novel ICIC Scheme Combining 3D ML-SFR and CoMP.
- Author
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Derong DU, Jing LI, Ziyao DING, Lingqian WU, Long LI, and Shijian HUANG
- Subjects
5G networks ,EDGES (Geometry) - Abstract
With the development of the fifth generation (5G) wireless networks, the dense, heterogeneous and irregular network architecture puts forward higher requirements for inter-cell interference coordination (ICIC) technology. How to combine the existing technology to suppress inter-cell interference has become a focus worthy of research. This paper proposes a novel ICIC scheme that combines three-dimensional (3D) multi-level soft frequency reuse (ML-SFR) and coordinated multi-point (CoMP) transmission technology. Based on the scheme, a model of ML-SFR and CoMP is built for different scenarios. Finally, the information rates of users at the cell edge and the entire cell are analyzed through simulation, respectively. The results show that the proposed scheme is superior to the traditional anti-interference technology in suppressing inter-cell interference. The proposed scheme can effectively improve the transmission performance of the 5G wireless networks. [ABSTRACT FROM AUTHOR]
- Published
- 2022
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17. Graphene-based terahertz modulations enhanced with hollow metallic structures
- Author
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Qianying Zheng, Man Zhang, Chunlei Du, Wenjuan Yan, Yong Tan, Hong-Liang Cui, Suihu Dang, Shijian Huang, and Liangping Xia
- Subjects
Materials science ,Field (physics) ,Graphene ,Terahertz radiation ,business.industry ,Physics::Optics ,Conductance ,law.invention ,Metal ,law ,visual_art ,Modulation (music) ,visual_art.visual_art_medium ,Array data structure ,Optoelectronics ,business ,Voltage - Abstract
To enhance the modulation of the terahertz wave in graphene based modulators, the hollow metallic structures are proposed in our works. With the field localization and enhancement raised by the resonant of the hollow metallic structures, the interaction between the graphene and the terahertz wave is enhanced. It leads to the modulation enhanced when the conductance of graphene is tuned by applied voltage. The samples with hollow square ring array structure and hollow H-cross array structure is discussed with simulations and experiments. The results indicate that the maximum modulation enhancement is achieved near the resonant frequencies.
- Published
- 2019
18. Learning a Similarity Constrained Discriminative Kernel Dictionary from Concatenated Low-Rank Features for Action Recognition
- Author
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Changyuan Xing, Tongqing Wang, Li Jiang, Junyong Ye, Yang Li, and Shijian Huang
- Subjects
business.industry ,Computer science ,Speech recognition ,020206 networking & telecommunications ,Pattern recognition ,02 engineering and technology ,Kernel method ,Discriminative model ,Similarity (network science) ,Artificial Intelligence ,Hardware and Architecture ,Kernel embedding of distributions ,Polynomial kernel ,String kernel ,Radial basis function kernel ,0202 electrical engineering, electronic engineering, information engineering ,020201 artificial intelligence & image processing ,Computer Vision and Pattern Recognition ,Artificial intelligence ,Electrical and Electronic Engineering ,Tree kernel ,business ,Software - Published
- 2016
19. Extracting Refined Low-Rank Features of Robust PCA for Human Action Recognition
- Author
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Tongqing Wang, Li Jiang, Junyong Ye, Yang Li, Xuegang Wu, and Shijian Huang
- Subjects
Multidisciplinary ,business.industry ,Rank (computer programming) ,ComputingMethodologies_IMAGEPROCESSINGANDCOMPUTERVISION ,Pattern recognition ,Support vector machine ,Interest point detection ,Discriminative model ,Histogram ,Segmentation ,Computer vision ,Artificial intelligence ,Representation (mathematics) ,business ,Robust principal component analysis ,Mathematics - Abstract
Motion representation is a challenging task in human action recognition. To represent motion, most traditional methods usually require certain intermediate processing steps such as actor segmentation, body tracking, and interest point detection, which make these methods sensitive to errors caused by these processing steps. In this paper, motivated by the successful recovery of low-rank matrix using robust principal component analysis (RPCA), we present a novel motion representation method for action recognition by extracting refined low-rank features of RPCA. Compared with the traditional methods, our method does not require the intermediate processing steps mentioned above. Unfortunately, with traditional λ, RPCA is incapable of extracting the discriminative information of motion in action videos, thus we first conduct extensive experiments to determine a feasible parameter λ suitable for action recognition. Then, we perform RPCA with this λ to obtain the low-rank images including the discriminative information of motion. To represent characteristic of the obtained low-rank images, we define two descriptors [i.e., edge distribution histogram (EDH) and accumulated edge distribution histogram (AEDH)] to refine the low-rank images. Finally, a support vector machine is trained to classify human actions represented by EDH or AEDH features. The efficacy of the proposed method is verified on three public datasets, and experimental results have shown the promising results of our method for human action recognition.
- Published
- 2015
20. Statistics on Temporal Changes of Sparse Coding Coefficients in Spatial Pyramids for Human Action Recognition
- Author
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Junyong Ye, Yang Li, Tongqing Wang, and Shijian Huang
- Subjects
Artificial Intelligence ,Hardware and Architecture ,Computer science ,business.industry ,Action recognition ,Pattern recognition ,Computer Vision and Pattern Recognition ,Artificial intelligence ,Electrical and Electronic Engineering ,Neural coding ,business ,Software - Published
- 2015
21. Augmenting bag-of-words: a robust contextual representation of spatiotemporal interest points for action recognition
- Author
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Shijian Huang, Junyong Ye, Yang Li, and Tongqing Wang
- Subjects
business.industry ,Cumulative distribution function ,Probabilistic logic ,Pattern recognition ,Computer Graphics and Computer-Aided Design ,Computer graphics ,Bag-of-words model ,Histogram ,Computer Vision and Pattern Recognition ,Visual Word ,Artificial intelligence ,business ,Neural coding ,Software ,Coding (social sciences) ,Mathematics - Abstract
Although traditional bag-of-words model, together with local spatiotemporal features, has shown promising results for human action recognition, it ignores all structural information of features, which carries important information of motion structures in videos. Recent methods usually characterize the relationship of quantized spatiotemporal features to overcome this drawback. However, the propagation of quantization error leads to an unreliable representation. To alleviate the propagation of quantization error, we present a coding method, which considers not only the spatial similarity but also the reconstruction ability of visual words after giving a probabilistic interpretation of coding coefficients. Based on our coding method, a new type of feature called cumulative probability histogram is proposed to robustly characterize contextual structural information around interest points, which are extracted from multi-layered contexts and assumed to be complementary to local spatiotemporal features. The proposed method is verified on four benchmark datasets. Experiment results show that our method can achieve better performance than previous methods in action recognition.
- Published
- 2014
22. Thermal Infrared Human Recognition Based on Multi-scale Monogenic Signal Representation and Deep Learning.
- Author
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Yong Tan, Wenjuan Yan, Shijian Huang, Derong Du, and Liangping Xia
- Subjects
DEEP learning ,OBJECT recognition (Computer vision) - Abstract
the infrared human recognition is challengeable due to the factors including poor imaging quality, disturbance objects in surroundings, large variations of human poses and casual movements. In this paper, a novel human recognition method is proposed. Its critical components include a feature descriptor that is referred to as a histogram of oriented monogenic energy (HOME), and a deep learning network that is referred to as a deep brief network (DBN). The feature descriptor, which is formulated from the multi-scale monogenic signal representation (MMSR), provides discriminative representation of lines/edges of the human subjects of interest. The DBN learns multiple layers of abstraction of the feature and conducts accurate human and/or non-human classification. Experimental results validate the advantages of the proposed method in recognition accuracy and robustness to scenic changes as well, due to such factors including the discriminative representation of human cues, high-level understanding of the cues, and tightly architectural coupling between the feature and the classifier. [ABSTRACT FROM AUTHOR]
- Published
- 2020
23. An approach to countersink depth control in the drilling of thin-wall stacked structures with low stiffness.
- Author
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Xinguo Ma, Dan Wu, Yuhao Gao, Xiong Liang, Shijian Huang, and Yunfei Dong
- Subjects
STIFFNESS (Engineering) ,DEFORMATIONS (Mechanics) ,PHYSICS experiments ,ERROR analysis in mathematics ,CLAMPING circuits - Abstract
The deformation of thin-wall stacked structures with low stiffness has been a common problem in the aircraft assembly process, making it difficult to achieve tight tolerance of the countersink depth in one-shot stack drilling. This difficulty is attributed to the complex tool position relative to the workpiece during the machining process. In this paper, an approach to countersink depth control composed of real measurement of the workpiece deformation and compensation of the tool position is presented. The deformation of the workpiece is divided into the following two categories: the rotation angle perpendicular to the feed direction and the deformation along the feed direction. These types of deformation are analysed regarding their influence on the countersink depth error. Effective measures are taken to ensure the countersink depth accuracy; such measures include the adjustment of the normal vector of the drilling position after the clamping process, the error monitoring of the normal vector during machining, and the multi-level compensation during machining. Theoretical analysis and validation of the proposed solution via comparative experiments showed a clear understanding of the coupled interaction of the thrust force with the workpiece deformation and corresponding reduction in the countersink depth error. The compensation solution requires simple computation and is straightforward to implement in industrial automatic drilling applications. [ABSTRACT FROM AUTHOR]
- Published
- 2018
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24. The Exploration of Matteo Ricci’s World Map
- Author
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Shijian Huang
- Subjects
History ,law ,Source text ,Mercator projection ,China ,Genealogy ,World map ,Argumentation theory ,law.invention - Abstract
Matteo Ricci’s world map is believed to be based on three sources: European maps, maps and documents from China and the personal experience and observation of Matteo Ricci himself. Although it is generally agreed that Matteo Ricci obtained details from these three sources, further in-depth analysis is still needed. For the first one, the question still remains whose original map was used as main reference by Matteo Ricci when he drew his world map in Chinese. Most sources indicate that they are possibly maps by Abraham Ortelius, Gerard and Rumold Mercator and Petrus Plancius, although the influence of Petrus Plancius is probably less than the others. In general, most scholars believe that the main reference of Ricci’s world map is Theatrum Orbis Terrarum, drawn and compiled by Abraham Ortelius. However, it still remains to be fully proved by convincing grounds of argumentation. Some scholars think both Ortelius and Mercators are possibly the main resource while some believe it was the Mercators. This chapter demonstrates three factual evidences to argue that Ortelius’ work is the main reference of Matteo Ricci’s Chinese world map. The original source of the maps of Japan and Korea in Ricci’s world map will also be discussed.
- Published
- 2012
25. A Motion Deviation Image-based Phase Feature for Recognition of Thermal Infrared Human Activities.
- Author
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Yong Tan, Wenjuan Yan, Shijian Huang, Derong Du, and Liangping Xia
- Subjects
- *
HUMAN activity recognition , *INFRARED imaging , *IMAGE quality analysis , *MOTION , *FEATURE extraction - Abstract
A novel activity feature for thermal infrared human activity recognition, which suffers from poor quality infrared imaging and a great variation in human subjects, is proposed in this paper. Extraction of this feature consists of three major stages. First, a coarse-to-fine localization procedure extracts the regions of interest (ROIs) that may contain human subjects from a raw infrared sequence. Second, it generates a motion deviation image (MDI), which is a novel spatio-temporal template, from the available ROIs to represent the infrared activity sequence efficiently. Third, from such MDI, it generates a directional phase congruency-based feature that codes the significant activity information via the steps including calculating phase maps, estimating intrinsic dimensions and reducing vector dimensionality. The proposed feature is validated on the IADB infrared human activity database, and the experimental results show its advantages in recognition accuracy when used for multi-class activity recognition due to its robustness to poor quality thermal infrared imagery, good representation of activity information and effective removal of noise. [ABSTRACT FROM AUTHOR]
- Published
- 2020
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