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2021 Vol. 43, No. 12

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2021, 43(12): .
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contents
2021, 43(12): 1-4.
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Special Topic on Cyber-Physical Systems
Review on Cyber-Physical System: TechnologyAnalysis and Trends
Ting YANG, Yachuang LIU, Yuzhe LIU, Chengshan WANG
2021, 43(12): 3393-3406. doi: 10.11999/JEIT211135
Abstract:
With the improvement of the informatization degree of various industries in the national economy and the deep cross integration between industries, the Cyber-Physical System (CPS) is becoming the key technology to support this development. It is also...
Reinforcement Learning Control Strategy of Quadrotor Unmanned Aerial Vehicles Based on Linear Filter
He’an HUA, Yongchun FANG, Chen QIAN, Xuetao ZHANG
2021, 43(12): 3407-3417. doi: 10.11999/JEIT210251
Abstract:
In this paper, based on linear filter, a deep Reinforcement Learning (RL) strategy is proposed, then a novel intelligent control method is put forward for quadrotor Unmanned Aerial Vehicles (UAVs), which improves effectively the robustness against di...
5G Ultra-Reliable and Low Latency Communication Resource Scheduling for Power Business Quality Assurance
Lei FENG, Kunyi XIE, Liang ZHU, Xuesong QIU, Shaoyong GUO
2021, 43(12): 3418-3426. doi: 10.11999/JEIT210509
Abstract:
The resource scheduling method of 5G URLLC (Ultra-Reliable and Low Latency Communication) is studied in this paper to assure the Quality of Service (QoS) of various power business, which utilizes the limited spectrum and power in low-band cellular co...
Popularity Matching Edge Caching Policy Based on Stochastic Geometry Theory
Haoyang LIU, Gang WANG, Wenchao YANG, Jinlong WANG, Yao XU, Donglai ZHAO
2021, 43(12): 3427-3433. doi: 10.11999/JEIT210493
Abstract:
Edge caching mechanism for heterogeneous network is one of the reliable technologies to solve the excessive link load of the traditional backhaul mechanism, but the existing caching policies often can not match the popularity of the required data. To...
Semi-tensor Product of Matrices-based Approach to the Opacity Analysis of Cyber Physical Systems
Zhipeng ZHANG, Qian XU, Chengyi XIA
2021, 43(12): 3434-3441. doi: 10.11999/JEIT210492
Abstract:
As an important confidential attribute, state opacity can characterize the ability of intruders to steal system privacy information. For the Cyber Physical Systems (CPSs) with unobservable events, an algebraic state space method based on the Semi-Ten...
Pattern Recognition and Intelligent Information Processing
Author Name Disambiguation Based on Semi-supervised Learning with Graph Convolutional Network
Xiaoguang SHENG, Li QIAN, Ying WANG
2021, 43(12): 3442-3450. doi: 10.11999/JEIT200905
Abstract:
In order to solve the problem of exact matching between scholars and articles, a new method of author name disambiguation is proposed based on semi-supervised learning with graph convolutional network. In this method, the SciBERT pre-training languag...
Self-attention Capsule Network Rate Prediction with Review Quality
Shunpan LIANG, Wei LIU, Dianlong YOU, Zeqian LIU, Fuzhi ZHANG
2021, 43(12): 3451-3458. doi: 10.11999/JEIT200932
Abstract:
Recommendation systems based on reviews generally use convolutional neural networks to identify the semantics. However, due to the “invariance” of convolutional neural networks, that is, they only pay attention to the existence of features and ignore...
A Study on Resampling Strategy of Intelligent Particle Filter Based on Genetic Algorithm
Haitao LIU, Yanming LIN, Yonghua CHEN, Ermin ZHOU, Bo PENG
2021, 43(12): 3459-3466. doi: 10.11999/JEIT200561
Abstract:
The intelligent Particle Filter (PF) based on the genetic algorithm can reduce particle degradation. An adaptive processing strategy for low weight particles is proposed for an Intelligent Particle Filter (IPF) based on the genetic algorithm. After t...
Shuffling Step Recognition Using 3D Convolution for Parkinsonian Patients
Xiaohe CHEN, Xugang CAO, Jiansheng CHEN, Chunhua HU, Yu MA
2021, 43(12): 3467-3475. doi: 10.11999/JEIT200543
Abstract:
Freezing of Gait (FoG) is a common symptom among patients with Parkinson’s Disease (PD). In this paper, a vision-based method is proposed to recognize automatically the shuffling step symptom from the Timed Up-and-Go (TUG) videos based. In this metho...
A Vision-based Method for 3D Pose Estimation of Non-cooperative Space Target
Xiaoyuan REN, Libing JIANG, Weijun ZHONG, Zhuang WANG
2021, 43(12): 3476-3485. doi: 10.11999/JEIT200440
Abstract:
Establishing correspondence between the target model and the input image is an important step for the pose estimation of non-cooperative space target. Current methods always rely on complex image features and generation of candidate, which can be cos...
Research on Gossip Algorithms with Binary Exponential Backoff
Weiqing CHENG, Lei ZHANG
2021, 43(12): 3486-3495. doi: 10.11999/JEIT200094
Abstract:
In order to reduce the communication cost of classic Gossip algorithm for information dissemination, an improved Gossip algorithm BEBG (Gossip with Binary Exponential Backoff) is proposed, which combines the binary exponential backoff algorithm with ...
A PET-CT Lung Tumor Segmentation Method Based on Active Contour Model
Jingjing ZONG, Tianshuang QIU, Guangwen ZHU
2021, 43(12): 3496-3504. doi: 10.11999/JEIT200891
Abstract:
To solve the problem that the doctors' clinical experience is not fully integrated into the algorithm design in PET-CT lung tumor segmentation, a hybrid active contour model named RSF_ML based on variational level set is proposed by combining with th...
Instance Segmentation of Thermal Imaging Temperature Measurement Region Based on Infrared Attention Enhancement Mechanism
Shi YI, Junjie LI, Yong JIA
2021, 43(12): 3505-3512. doi: 10.11999/JEIT200862
Abstract:
AI+thermal imaging human body temperature monitoring system is widely used for real-time temperature measurement of human body in dense crowds. The artificial intelligence method used in such systems detects the human head region for temperature meas...
Multi-scale Underwater Image Enhancement Network Based on Attention Mechanism
Ming FANG, Xiaohan LIU, Feiran FU
2021, 43(12): 3513-3521. doi: 10.11999/JEIT200836
Abstract:
Due to the absorption and scattering, color degradation and detail blurring often occur in underwater images, which will affect the underwater visual tasks. A multi-scale underwater image enhancement network based on attention mechanism is designed i...
Recommendation Model Based on Public Neighbor Sorting and Sampling of Knowledge Graph
Shibao LI, Yiwei ZHANG, Jianhang LIU, Xuerong CUI, Yucheng ZHANG
2021, 43(12): 3522-3529. doi: 10.11999/JEIT200735
Abstract:
The knowledge graph as auxiliary information can effectively alleviate the cold start problem of traditional recommendation models. But when extracting structured information, the existing models ignore the neighbor relationship between entities in t...
Asymmetric Supervised Deep Discrete Hashing Based Image Retrieval
Guanghua GU, Wenhua HUO, Mingyue SU, Hao FU
2021, 43(12): 3530-3537. doi: 10.11999/JEIT200988
Abstract:
Hashing is widely used for image retrieval tasks. In view of the limitations of existing deep supervised hashing methods, a new Asymmetric Supervised Deep Discrete Hashing (ASDDH) method is proposed to maintain the semantic structure between differen...
Human Action Recognition Network Based on Improved Channel Attention Mechanism
Ying CHEN, Suming GONG
2021, 43(12): 3538-3545. doi: 10.11999/JEIT200431
Abstract:
To tackle the problem that the existing channel attention mechanism uses global average pooling to generate channel-wise statistics while ignoring its local spatial information, two improved channel attention modules are proposed for human action rec...
Research on POI Recommendation Model Based on Spatio-temporal Context Information
Jihua YE, Siyu YANG, Jiali ZUO, Mingwen WANG
2021, 43(12): 3546-3553. doi: 10.11999/JEIT200368
Abstract:
With the high-speed development of Location-Based Social Networking (LBSN) technology, Point-Of-Interest(POI) recommendation for providing personalized services to mobile users has become the focus of attention. Because POI recommendation is faced wi...
Communication and Internet of Things
Trajectory Optimization and Power Allocation for UAV Alternate Relay Communications
Guangchi ZHANG, Jiao CHEN, Miao CUI, Wei CHEN, Jing ZHANG
2021, 43(12): 3554-3562. doi: 10.11999/JEIT200684
Abstract:
To improve the spectrum efficiency of the Unmanned Aerial Vehicle (UAV) relaying communication systems, a UAV alternate relay scheme is proposed, where two UAV relays alternately forward information from the source to the destination. To coordinate t...
Fair Energy Efficiency Scheduling in NOMA-Based Mobile Edge Computing
Han HU, Nan BAO, Zhang LING, Le SHEN
2021, 43(12): 3563-3570. doi: 10.11999/JEIT200898
Abstract:
Combing Mobile Edge Computing (MEC) and Non-Orthogonal Multiple Access (NOMA) technologies while considering fairness, this paper studies the fair energy efficiency of the MEC system using NOMA partial offloading. First, the ratio of user rate to pow...
Beamforming Algorithm for MIMO-based Heterogeneous Networks with Hardware Impairments
Yongjun XU, Hao XIE, Qianbin CHEN, Qilie LIU
2021, 43(12): 3571-3579. doi: 10.11999/JEIT200776
Abstract:
Multiple-Input Multiple-Output (MIMO)-based Heterogeneous Network (HetNet) can improve system capacity and achieve more connectivity, which is dramatically concerned by academia and industry. Therefore, it becomes one of the key technologies in the n...
Secure Energy-efficient Resource Allocation in Mobile Edge Computing Based on Non-Orthogonal Multiple Access
Wanming HAO, Jiwei SUN, Gangcan SUN, Zhengyu ZHU, Yiqing ZHOU
2021, 43(12): 3580-3587. doi: 10.11999/JEIT200872
Abstract:
In order to improve the security of Non-Orthogonal Multiple Access (NOMA) based Mobile Edge Computation (MEC) system when computation tasks are partially offloading, the physical layer security of MEC network in the presence of eavesdroppers is consi...
Fault Diagnosis Algorithm of Service Function Chain Based on Deep Dynamic Bayesian Network
Lun TANG, Hao LIAO, Rui CAO, Zhaokun WANG, Qianbin CHEN
2021, 43(12): 3588-3596. doi: 10.11999/JEIT200029
Abstract:
To solve the problem of the abnormal performance of multiple service function chains caused by the failure of the underlying physical node under the 5G end-to-end network slicing scenario, a service function chain fault diagnosis algorithm based on D...
A Three-level Name Lookup Method Based on Deep Bloom Filter for Named Data Networking
Qingtao WU, Junru SHI, Mingchuan ZHANG, Qianyu WANG, Junlong ZHU, Hongke ZHANG
2021, 43(12): 3597-3604. doi: 10.11999/JEIT200766
Abstract:
A three-level name lookup method based on deep Bloom filter is proposed to improve the searching efficiency of content name in the routing progress of the Named Data Networking (NDN). Firstly, in this method, the Long Short Term Memory (LSTM) is comb...
Online Trajectory Optimization for the UAV-Mounted Base Stations
Guangchi ZHANG, Yulin YAN, Miao CUI, Wei CHEN, Jing ZHANG
2021, 43(12): 3605-3611. doi: 10.11999/JEIT200525
Abstract:
Considering dealing with the problem of random and dynamic communication requests of ground users in a UAV(Unmanned Aerial Vehicle) mounted base station communication system, which can not be tackled by an offline trajectory design scheme, an online ...
A Lightweight Enhanced Long Range Physical Layer Design Method for Internet of Things
Guihui XIE, Xiaoqing TANG, Xiangkai JIAO, Ruyan LI
2021, 43(12): 3612-3620. doi: 10.11999/JEIT200734
Abstract:
To improve the bit error rate performance of LoRa (Long Range) in fading channels, a lightweight Enhanced Long Range (EnLoRa) physical layer is designed. First, Cyclic Code Shift Keying (CCSK) is chosen as the error correction code, and the diagonal ...
Energy Consumption Optimization Algorithm for Full-Duplex Relay-Assisted Mobile Edge Computing Systems
Yongjun XU, Bowen GU, Hao XIE, Qianbin CHEN
2021, 43(12): 3621-3628. doi: 10.11999/JEIT200937
Abstract:
In order to alleviate the pressure of terminal devices to deal with the big-data and low-delay services, a resource allocation algorithm is studied for mobile edge computing networks with full-duplex relays. Firstly, the constraints of the maximum ta...
Modeling of Network Attack and Defense Behavior and Analysis of Situation Evolution Based on Game Theory
Xiaohu LIU, Hengwei ZHANG, Yuchen ZHANG, Hao HU, Jian CHENG
2021, 43(12): 3629-3638. doi: 10.11999/JEIT200628
Abstract:
The essence of network security is confrontation. In view of at the problem that the existing research lacks to analyze the relationship between network attack and defense behavior and situation evolution from the perspective of game, a Network Attac...
Radar, Sonar and Navigation
DOA Estimation Algorithm Based on Reduced-dimensional Beamspace with Real-valued ESPRIT for Monostatic MIMO Radar
Donghe LIU, Yongbo ZHAO, Xiaojiao PANG, Chenghu CAO, Sheng CHEN
2021, 43(12): 3639-3646. doi: 10.11999/JEIT200485
Abstract:
The Direction Of Arrival (DOA) estimation is a hot topic for a monostatic Multiple Input Multiple Output (MIMO) radar in recent years. The conventional Estimation of Signal Parameters via Rotational Invariance Technique (ESPRIT) algorithms need to pa...
Wind Speed Estimation Method of Low-altitude Wind Shear Based on CL-KA-STAP in Complex Terrain Environment
Hai LI, Lingli XIE, Zhining ZHANG
2021, 43(12): 3647-3655. doi: 10.11999/JEIT200773
Abstract:
When the airborne weather radar detects low-altitude wind shear in a complex terrain environment, the non-uniform characteristics of ground clutter make it difficult to accurately obtain clutter statistical characteristics, which in turn affects the ...
Investigation on Prediction Method of Electromagnetic Interference in the Tracking Loop of Navigation Receiver
Qinglong ZHANG, Yuming WANG, Erwei CHENG, Yazhou CHEN, Liyun MA, Zhe ZHANG
2021, 43(12): 3656-3661. doi: 10.11999/JEIT200895
Abstract:
In view of the phenomenon that the navigation receiver loses tracking of the satellites due to ElectroMagnetic Interference (EMI) in the complex battlefield electromagnetic environment, the effect prediction model of the navigation receiver’ tracking...
An Uncertainty Analysis Method of Wave Propagation in Complex Media Based on Artificial Neural Network
Xi CHENG, Zhiyong ZHANG
2021, 43(12): 3662-3670. doi: 10.11999/JEIT200755
Abstract:
Soil materials can exhibit strongly dispersive properties in the operating frequency range of a physical system, and the uncertain parameters of the dispersive materials introduce uncertainties in the simulation result of propagating waves. It is ess...
Digital Signal Processing
Speech Enhancement Algorithm Based on Robust Principal Component Analysis with Whitened Spectrogram Rearrangement in Colored Noise
Yongjiang LUO, Tengfei YANG, Dong ZHAO
2021, 43(12): 3671-3679. doi: 10.11999/JEIT200594
Abstract:
The Robust Principal Component Analysis (RPCA) based speech enhancement algorithm plays an important role for single channel speech processing in white Gaussian noise environment, but it has a poor processing effect on low-rank speech components and ...
Weighted Fusion Robust Incremental Kalman Filter
Xiaojun SUN, Han ZHOU, Haibin SHEN, Guangming YAN
2021, 43(12): 3680-3686. doi: 10.11999/JEIT200122
Abstract:
Under certain environmental conditions, when the measurement equation of the system is not verified or calibrated, the use of the measurement equation will often produce unknown system errors, resulting in large filtering errors. Similarly, when the ...
Underdetermined Direction of Arrival Estimation for Coprime Array in the Presence of Nonuniform Noise
Bing SUN, Huailin RUAN, Chenxi WU, Hua ZHONG, Shilong WU
2021, 43(12): 3687-3694. doi: 10.11999/JEIT210027
Abstract:
The underdetermined Direction Of Arrival (DOA) estimation method based on the coprime array will degrade in the presence of nonuniform noise. To address this problem, a robust DOA estimation method based on covariance matrix reconstruction and matrix...
Beam Pattern Optimization Method Based on Radial Basis Function Neural Network
Xiaoying REN, Yingmin WANG, Qi WANG
2021, 43(12): 3695-3702. doi: 10.11999/JEIT200793
Abstract:
In this paper, a method of beam pattern optimization based on Radial Basis Function Neural Network (RBFNN) is proposed for controlling sidelobe level of arbitrary geometry array. The proposed method takes advantage of the nonlinear mapping between th...
Direction Finding Method with Arbitrary Planar Array Based on Mixed Baselines
Yujian PAN, Huina SONG
2021, 43(12): 3703-3709. doi: 10.11999/JEIT210406
Abstract:
In order to adapt to various array layouts, a direction-finding method with arbitrary planar array interferometer based on mixed baselines is proposed. Firstly, based on the analysis of the mathematical model without phase ambiguity, the direction-fi...
A Second-order Squeezed Wavelet Transform Algorithm for Seismic Signal Analysis
Li JIANG, Wenqing SHANG, Junni ZHOU, Mingfei WEI, Yanni WANG
2021, 43(12): 3710-3717. doi: 10.11999/JEIT200753
Abstract:
Seismic signal is of great significance in the detection of geological lithology, reservoir, fluid and sedimentary facies, as well as the identification of stratigraphic interface, reservoir analysis, seismic data processing and interpretation. In vi...
Circuit and System Design
Adaptive Nonlinear Mismatch Calibration Technique for TIADC Based on Memory Polynomial Model
Sujuan LIU, Zhonghou ZHANG
2021, 43(12): 3718-3726. doi: 10.11999/JEIT200885
Abstract:
To improve the effective resolution of the Time-Interleaved Analog-to-Digital Converter (TIADC), it is necessary to estimate and compensate the linear/non-linear mismatch error between its channels. An adaptive blind correction algorithm is proposed ...
Low Complexity and Reconfigurable LDPC Encoder for High-speed Satellite-to-ground Data Transmissions
Jing KANG, Junshe AN, Bingbing WANG
2021, 43(12): 3727-3734. doi: 10.11999/JEIT200118
Abstract:
A new low complexity and reconfigurable Low Density Parity Check (LDPC) encoder design based on the Consultative Committee for Space Data Systems (CCSDS) standard is proposed to meet the high throughput, low latency and high reliability requirement f...
Maximum Power Point Tracking for Photovoltaic System Based on Improved Multi-Verse Optimization
Zhongqiang WU, Bilian CAO, Lincheng HOU, Xiaoyu HU, Boyan MA
2021, 43(12): 3735-3742. doi: 10.11999/JEIT200599
Abstract:
The power output curve of the photovoltaic array exhibits multi-peak characteristics under partial shading conditions, and the traditional control algorithm can not track the maximum power point continuously and accurately. A method for tracking the ...
High Performance Crypto Module with Array of Hardware Engines
Jianjun LUO, Yifan SHEN, Di ZHOU, Chunyang FENG, Jiangxia DENG
2021, 43(12): 3743-3748. doi: 10.11999/JEIT200855
Abstract:
A high-performance crypto module prescribed in this paper offers advanced security solutions in big data applications. A module architecture, which consists of a high throughput interface, Central Manage & Monitor Module (CMMM) and multiple chann...
Constructions of Quaternary Optimal Locally Repairable Code with Short Length
Ruihu LI, Xiuzhen ZHAN, Qiang FU, Mao ZHANG, Youliang ZHENG
2021, 43(12): 3749-3757. doi: 10.11999/JEIT200740
Abstract:
In distributed storage system, when a node fails, Locally Repairable Code (LRC) can access other nodes to recover data. However, the locality of LRC is not the same. Quaternary LRC with short code length and small locality is constructed. When code l...
Study on Coexistence of Multipe Attractors in Memristor-based Switching Chaotic Circuits
Minglin MA, Ying LIU, Zhijun LI
2021, 43(12): 3758-3765. doi: 10.11999/JEIT200689
Abstract:
In order to study the dynamic behavior of memristor switch circuit, a memristor-based switched chaotic circuit with multiple coexisting attractors is designed. There exists multiple attractor bifurcation in this circuit system. When boundary collisio...
An Image Encryption Algorithm Based on Logistic Chaotic Mapping with Sinusoidal Feedback and Its FPGA Implementation
Chunbiao LI, Yunnan ZHAO, Yaning LI, Sixiao KONG
2021, 43(12): 3766-3774. doi: 10.11999/JEIT200575
Abstract:
Digital image encryption algorithm based on chaos is widely used because of its large key space and high key sensitivity. The sinusoidal feedback is introduced into the classical Logistic mapping to form a new discrete mapping, and the chaotic behavi...