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2022 Vol. 44, No. 11

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2022, 44(11)
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2022, 44(11): 1-4.
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Special Topic on Key Technologies of Information Processing for Smart Grid Applications
Review of Defect Detection Technology of Power Equipment Based on Video Images
QI Donglian, HAN Yifeng, ZHOU Ziqiang, YAN Yunfeng
2022, 44(11): 3709-3720. doi: 10.11999/JEIT211588
Abstract:
The defect detection technology of power equipment based on video image is one of the key technologies to realize intelligent operation and maintenance. It can solve the problems of intelligent identification of external defects in automatic fault di...
Survey on Characteristics, Architecture and Applications of Digital Twin Power Grid
WANG Xin, WANG Lin, YU Yun, AO Zhiqi, SUN Lingyun
2022, 44(11): 3721-3733. doi: 10.11999/JEIT220629
Abstract:
Digital twin power grid aims to build the digital twin of physical power grid for power grid company using the emerging digital twin technology. The three key characteristics of digital twin power grid are summarized as data knowledge hybrid driven, ...
An Internal Short Circuit Fault Detecting of Battery Pack Based on Spearman Rank Correlation Combined with Neural Network
GAO Mingyu, CAI Linhui, SUN Changcheng, LIU Caiming, ZHANG Zhaowei, DONG Zhekang, HE Zhiwei, GAO Weiwei
2022, 44(11): 3734-3747. doi: 10.11999/JEIT210975
Abstract:
Battery pack is an important part of the energy system of electric vehicles. Ensuring its safety is of great significance to the intelligent development of electric vehicles and human life and property. Detecting and guaranteeing the safety of batter...
Container Based Microservice Selection for Multi-workflow in Edge Computing Paradigm
SHAO Sujie, WU Lei, ZHONG Cheng, GUO Shaoyong, BU Xiande
2022, 44(11): 3748-3756. doi: 10.11999/JEIT220267
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Edge computing has become an effective solution for the Internet Of Things (IOT) and the microservice model divides the IOT application into a group of loosely coupled and interdependent fine-grained microservices. Due to the limit resource of edge n...
Fault Classification of Transmission Line Components Based on the Adversarial Continual Learning Model
ZHAO Zhenbing, JIANG Zhigang, XIONG Jing, NIE Liqiang, LÜ Xuechun
2022, 44(11): 3757-3766. doi: 10.11999/JEIT220200
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The inspection of transmission line fittings is an indispensable part of power grid security situation awareness. Focusing on the fact that the current transmission line component defect classification model cannot handle the problem of unlimited dat...
A Decision Method of the Large-scale Unit Maintenance Scheduling Considering Predicted Electricity Price and Carbon Emission Cost
MEI Jingcheng, QI Donglian, ZHANG Jianliang, WANG Zhenyu, CHEN Yulin
2022, 44(11): 3767-3776. doi: 10.11999/JEIT220491
Abstract:
With the increasing scale of domestic power system and the continuous deepening of the reform of domestic power market and carbon emission market, the reasonable arrangement of the unit maintenance scheduling has a more and more important impact on t...
Lightweight GB-YOLOv5m State Detection Method for Power Switchgear
CUI Haoyang, YANG Kexin, GE Haihua, XU Yongpeng, WANG Haoran, YANG Cheng, DAI Yingying
2022, 44(11): 3777-3787. doi: 10.11999/JEIT220288
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Since status lights and instruments of power switchgear have the characteristics of high density and ectopic image, the detection ability of basic features such as target morphology, chromaticity comparison, and lightweight recognition ability in edg...
Availability-oriented Routing Algorithm for Planning Multi-level Power Service Based on Link-failure Model
YANG Shuna, XU Jiali, YANG Hongzhen, ZHAO Yuhu, CHI Hao
2022, 44(11): 3788-3795. doi: 10.11999/JEIT220565
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Considering the diversity of power services in smart grid, the reliability requirements of different levels of services are analyzed. A link-failure model is built, and an availability-oriented routing planning algorithm is designed based on the buil...
Accurate and Fast Feature Extraction Method of Power Quality Disturbances Based on Modified S-Transform of Optimal Bohman Window
YUAN Lifen, ZHANG Chenglin, YIN Baiqiang, LI Bing, ZUO Lei
2022, 44(11): 3796-3805. doi: 10.11999/JEIT220344
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Focusing on the problems of low time-frequency resolution and large amount of calculation in the traditional S-Transform, a modified S-Transform based on the optimal Bohman window is proposed. In order to extract accurately and quickly the characteri...
Secondary Control Methods Based on Distributed Event-triggered Control in Microgrids under Directed Communication Network
CHEN Yulin, GU Yurun, YAN Yunfeng, DING Zhenyu
2022, 44(11): 3806-3814. doi: 10.11999/JEIT220866
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In order to achieve the flexible operation of microgrids, distributed cooperative control is always implemented to manage the distributed renewable energy resources within microgrids due to its better flexibility reliability and scalability. However,...
Lightweight Indoor Personnel Detection Algorithm Based on Improved YOLOv4-tiny
ZHAO Feng, LI Yongheng, LI Jing, LIU Hanqiang
2022, 44(11): 3815-3824. doi: 10.11999/JEIT220241
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Deep learning has been widely applied to the field of indoor personnel detection. However, the traditional convolutional neural networks have a high complexity and require the support of highly computational GPU. It is difficult to accomplish the imp...
A Fluctuation Quantitative Evaluation Method for Distributed Energy Power Time Series
CHEN Chen, YUAN Shaojun, YIN Zhaolei, HE Xiaohong, YANG Manman, LI Runxin
2022, 44(11): 3825-3832. doi: 10.11999/JEIT220096
Abstract:
Future smart grid will incorporate an increasing number of Distributed Energy Resources (DERs), which have the potential to enhance the system energy efficiency, economics, resilience, and sustainability. However, The DERs, dominated by wind power an...
Weapon-Target Assignment Optimization Based on Multi-attribute Decision-making and Deep Q-Network for Missile Defense System
XIE Junwei, FANG Feng, PENG Dongliang, REN Jinlei, WANG Changping
2022, 44(11): 3833-3841. doi: 10.11999/JEIT211136
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In a large-scale Weapon-Target Assignment (WTA) problem, the explored solution space becomes enormous due to the curse of dimensionality, and it causes low-efficiency in searching optimization solution. For solving this problem effectively, a WTA opt...
Wireless and Internet of Things
Wireless Communications Interference Avoidance Based on Fast Reinforcement Learning
LI Fang, XIONG Jun, ZHAO Xiaodi, ZHAO Haitao, WEI Jibo, SU Man
2022, 44(11): 3842-3849. doi: 10.11999/JEIT210965
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In this article, the unknown and dynamic interference in the wireless communication environment is studied. Jointly considering communication channel access and transmit power control, a fast reinforcement learning strategy is proposed to ensure reli...
UAV Trajectory Planning Based on Deep Q-Networkfor Internet of Things
ZHANG Jianhang, KANG Kai, QIAN Hua, YANG Miao
2022, 44(11): 3850-3857. doi: 10.11999/JEIT210962
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With the wide application of Unmanned Aerial Vehicle (UAV), the UAV-assisted Internet of Things (IoT) data collection architecture has expanded IoT’s application scope, which is especially suitable for extreme scenarios like military battlefields or ...
Resource Allocation for Unmanned Aerial Vehicle-assisted Mobile Edge Computing to Minimize Weighted Energy Consumption
LI An, DAI Longbin, YU Lisu, WANG Zhen
2022, 44(11): 3858-3865. doi: 10.11999/JEIT210832
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For the Unmanned Aerial Vehicle (UAV)-assisted Mobile Edge Computing (MEC) system, it is proposed to balance the energy consumption of UAV and ground equipment by adding a weight factor to the energy consumption of ground equipment, considering that ...
Near-far Field Hybrid Channel Model Based on Massive Reconfigurable Intelligent Surface
LUO Wenyu, MA Yile, SHAO Xia, XU Li, NAN Xixi
2022, 44(11): 3866-3873. doi: 10.11999/JEIT220663
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Recently, Reconfigurable Intelligent Surface (RIS) has attracted a lot of attention from both academia and industry as a new revolutionary technology. With the increase of communication frequency and the RIS elements, the operating conditions of RIS-...
Driven Non-linear Digital Self Interference Cancellation for In-Band Full Duplex Systems Based on Convolution Long Short-term Memory Deep Neural Network
LU Lei, CHU Jianjun, TANG Yanqun, TAO Yerong, WU Zheshun, ZHENG Chengwu, CHEN Qi
2022, 44(11): 3874-3881. doi: 10.11999/JEIT220110
Abstract:
In-Band Full Duplex (IBFD) technology can effectively improve the spectral efficiency of wireless communication system, which has attracted extensive attention in recent years. However, the linear and nonlinear self interference caused by simultaneou...
Radar, Sonar and Navigation
A Robust Moving Target Shadow Detection and Tracking Method for VideoSAR
HE Zhihua, CHEN Xing, YU Chunrui, LI Zihan, YU Anxi, DONG Zhen
2022, 44(11): 3882-3890. doi: 10.11999/JEIT210853
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Video Synthetic Aperture Radar (VideoSAR) can acquire high frame rate image sequence of observation scene. Moving target state can be detected by using the shadow formed by ground moving targets such as vehicles in the image sequence. This method has...
Radar Deception Jamming Recognition Method Based on Domain Adaptation and Attention Mechanism
SUN Minhong, CHEN Xinwei, QIU Zhaoyang, TENG Xuyang
2022, 44(11): 3891-3899. doi: 10.11999/JEIT210871
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Considering solving the problem that the application of conventional feature recognition methods is limited and the depth learning method needs a large amount of labeled data to achieve high recognition performance in radar deception jamming recognit...
Deinterleaving Radar Pulse Trains with Sliding Time Windows
LIU Yan, GUO Fucheng
2022, 44(11): 3900-3909. doi: 10.11999/JEIT210982
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In the surrounding electromagnetic space, there are a large number of interleaved radar pulse trains consisting of pulse sequences with fixed repetition intervals, such as ship-borne navigation radar signals, airborne pulse Doppler radar signals, etc...
3D Parameters Estimation of Helicopter with Constant Speed Circular Motion Based on Single Hydrophone
ZHANG Huaxia, SUN Weitao, WANG Huigang, RONG Shaowei
2022, 44(11): 3910-3916. doi: 10.11999/JEIT210887
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The Three-Dimensional(3D) parameter estimation algorithm of the helicopter with constant speed circular flight from the underwater acoustic data with single hydrophone is proposed. Firstly, the helicopter line spectrum is used as the characteristic o...
Research on Acoustic Target Depth Classification Method Based on Matching Field Processing in Shallow Water
BI Xuejie, HUI Juan, ZHAO Anbang, WANG Biao, MA Lin, LI Xiaoman
2022, 44(11): 3917-3930. doi: 10.11999/JEIT210848
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Considering the problems of the existing acoustic target depth classification methods in shallow water, such as limited frequency range and high signal-to-noise ratio requirements, on the premise of effective ranging results, a novel target depth cla...
Pattern Recognition and Intelligent Information Processing
Pedestrian Re-IDentification Algorithm Based on Dual-domain Filtering and Triple Metric Learning
XIAO Jinsheng, GUO Haowen, ZHANG Shuhao, ZOU Wentao, WANG Yuanfang, XIE Honggang
2022, 44(11): 3931-3940. doi: 10.11999/JEIT210385
Abstract:
Noise may be generated in the process of image capture, transmission or processing. When the image is affected by a large amount of noise, it is difficult for many pedestrian Re-IDentification(ReID) methods to extract pedestrian features with suffici...
Robot Localization Based on Planned Path Constraints
HU Zhaozheng, XU Cong, ZHOU Zhe, DENG Zewu
2022, 44(11): 3941-3950. doi: 10.11999/JEIT210984
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Path planning is a step to generate a feasible path for a robot to track along. Locations of the robot are supposed to lie on or at least nearby the planned path, which can thus generate important constraints for robot localization. In this paper, a ...
Multi-stage Multi-scale Color Guided Depth Image Completion for Road Scenes
YANG Yuxiang, CAO Qi, GAO Mingyu, DONG Zhekang
2022, 44(11): 3951-3959. doi: 10.11999/JEIT210967
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Depth completion is a task of estimating dense depth maps from sparse measurements under the guidance of dense RGB images. Dense depth map is critical for object detection, autonomous driving and scene reconstruction. Hence, depth completion of road ...
Underdetermined Blind Source Separation Based on Third-order Statistics
ZOU Liang, ZHANG Peng, CHEN Xun
2022, 44(11): 3960-3966. doi: 10.11999/JEIT210844
Abstract:
Blind Source Separation (BSS) aims to separate the source signals from the mixed observations without any information about the mixing process and the source signals, which is a major area in the signal processing field. In Underdetermined Blind Sour...
Single Image Dehazing Method Based on Multi-scale Features Combined with Detail Recovery
ZHANG Shihui, LU Jiaqi, SONG Dandan, ZHANG Xiaowei
2022, 44(11): 3967-3976. doi: 10.11999/JEIT210868
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In order to improve the accuracy of the single image dehazing method and the detail visibility of its dehazing results, a single image dehazing method based on multi-scale features combined with detail recovery is proposed. Firstly, according to the ...
3D Model Classification Based on Viewpoint Differences and Multiple Classifiers
DING Bo, FAN Yufei, GAO Yuan, HE Yongjun
2022, 44(11): 3977-3986. doi: 10.11999/JEIT210823
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The integration of view-based 3D model classification and deep learning can effectively improve the classification accuracy. However, current methods consider that the views from different viewpoints of 3D model with same category belong to the same ...
Salient Target Extraction from Low Depth of Field Images Based on Diversity Measure in Singular Value Decomposition Domain
ZHANG Xiuhua, CHENG Jian, HONG Hanyu, ZHANG Tianxu
2022, 44(11): 3987-3997. doi: 10.11999/JEIT210854
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In the process of target extraction in low Depth Of Field (DOF) image, it is easy to get incomplete target extraction or the background is mistakenly recognized as a target. A low DOF image target extraction method based on Singular Value Difference ...
Detection and Intelligent Recognition Method of Swallowing Events Based on Complex Impedance Pharyngography
YANG Yuxiang, YU Shaoshuai, LIN Haijun, LI Jianmin, ZHANG Fu
2022, 44(11): 3998-4007. doi: 10.11999/JEIT210897
Abstract:
Early screening of dysphagia is an important means to reduce the incidence of dysphagia, and accurate identification of Swallowing Events (SE) is a key step in the screening and treatment of dysphagia. Impedance PharyngoGraphy (IPG) is a new non-inva...
The Recommender System of Cross-border E-commerce Based on Heterogeneous Graph Neural Network
ZHANG Jin, ZHU Guixiang, WANG Yuchen, ZHENG Shuojia, CHEN Jinglu
2022, 44(11): 4008-4017. doi: 10.11999/JEIT211524
Abstract:
Cross-border e-commerce products recommendation has become one of the emerging researching topics in the field of e-commerce. Due to the diversity and complexity of e-commerce product information, the “user-item” correlation matrix is extremely spars...
Cryption and Information Security
A Construction Method of Ternary Linear Complementary Dual Codes and Self-orthogonal Codes
LI Ping, ZHANG Jiayuan, SUN Zhonghua
2022, 44(11): 4018-4024. doi: 10.11999/JEIT210979
Abstract:
Due to good correlation and orthogonal properties, Linear Complementary Dual (LCD) codes over the finite fields can be used to defend against channel attacks. As a very important class of codes in coding theory, self-orthogonal codes can be used to c...
Construction of Fractional Repetition Codes Using Difference Set Matrix
WANG Jing, HE Yajin, LEI Ke, LIU Xiangyang
2022, 44(11): 4025-4033. doi: 10.11999/JEIT210829
Abstract:
Considering the problem of effective repair of minimum bandwidth regenerating codes, a construction algorithm of Fractional Repetition (FR) codes based on difference set matrix is proposed. The orthogonal array is constructed by using the difference ...
Constructions of Periodic Quasi-complementary Sequence Sets
CHEN Xiaoyu, PENG Xiuying, WANG Chengrui, CUI Li
2022, 44(11): 4034-4040. doi: 10.11999/JEIT210881
Abstract:
Based on the support of binary sequences and low correlation sequence sets, a new framework for constructing periodic quasi-complementary sequence sets is proposed. Based on this framework, three classes of asymptotically optimal and asymptotically a...
Overviews
Research on Progress of Computing In-Memory Based on Static Random-Access Memory
LIN Zhiting, XU Tian, TONG Zhongzhen, WU Xiulong, WANG Fangming, PENG Chunyu, LU Wenjuan, ZHAO Qiang, CHEN Junning
2022, 44(11): 4041-4057. doi: 10.11999/JEIT210896
Abstract:
With the arrival of the “computing power era”, large-scale data need to go back and forth between the memory and the processor. However, the demand for frequent access can not be achieved in the traditional Von Neumann architecture which separates th...
An Overview on Calibration Techniques for Radio Frequency Integrated Circuits
LI Songting, YAN Dun
2022, 44(11): 4058-4074. doi: 10.11999/JEIT210886
Abstract:
Radio Frequency Integrated Circuits (RFICs) show poor robustness to static non-ideal factors introduced by process deviations, device mismatches, device nonlinearities, and dynamic non-ideal factors introduced by temperature changes, gain changes, an...