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2022 Vol. 44, No. 5

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2022, 44(5)
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contents
2022, 44(5): 1-4.
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preface
2022, 44(5): 1-2.
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Special Topic on Inetlligent Maufacturing Algorithm and System
Research on Segmentation of Steel Surface Defect Images Based on Improved Res-UNet Network
LI Yuan, LI Yanjun, LIU Jinchao, FAN Zhun, WANG Qinglin
2022, 44(5): 1513-1520. doi: 10.11999/JEIT211350
Abstract:
In order to improve the efficiency and accuracy of steel quality images detection and promote the automation level of industry, an improved Res-UNet segmentation algorithm is proposed. ResNet50 is used instead of ResNet18 as the encode module to enha...
Injection Molding Knowledge Graph Based on Ontology Guidance and its Application to Quality Diagnosis
WANG Yalin, ZOU Jiangfeng, WANG Kai, YUAN Xiaofeng, XIE Shengli
2022, 44(5): 1521-1529. doi: 10.11999/JEIT211416
Abstract:
Due to the lack of mature labeled corpus and large-scale injection molding knowledge graphs for defection diagnosis, industrial knowledge graphs are constructed with high cost and low quality. A framework for constructing industrial knowledge graph b...
Fast Light Field Camera Calibration for Industrial Inspection
WANG Xingzheng, LIU Jiehao, WEI Guoyao, CHEN Songwei
2022, 44(5): 1530-1538. doi: 10.11999/JEIT211174
Abstract:
To solve the problem of the slow speed of the existing light field camera calibration algorithm, which makes it unable to quickly calibrate camera parameter changes in industrial inspection and reduce the efficiency of industrial inspection. A fast c...
Prediction and Compensation Method of Robot Positioning Error Based on Spatio-temporal Graph Convolution Neural Network
LIAO Zhaoyang, HU Ruihan, ZHOU Xuefeng, XU Zhihao, QU Hongyi, XIE Hailong
2022, 44(5): 1539-1547. doi: 10.11999/JEIT211381
Abstract:
As an important carrier of intelligent manufacturing, industrial robot has great potential in large-scale and complex tasks. However, the problem of low positioning accuracy and difficulty to control hinders the further popularization of robots in hi...
Defect Detection for Glass Seal Insulated Terminals Based on Sector Neighborhood Feature Engineering
CAI Nian, LI Weibo, HUANG Qinhao, ZHOU Shuai, QIU Baojun, HE Zhaoquan
2022, 44(5): 1548-1553. doi: 10.11999/JEIT211346
Abstract:
In this paper, an appearance quality inspection method for glass seal insulated terminals is proposed based on feature engineering to replace the current manual inspection. First, the inspecting region in the glass seal insulated terminal image is di...
Flexible Integrated Scheduling Algorithm Based on Reverse Order Layer Priority
XIE Zhiqiang, WANG Qian
2022, 44(5): 1554-1562. doi: 10.11999/JEIT211378
Abstract:
In view of the previous flexible integrated scheduling algorithms that consider forward scheduling, so that it is necessary to consider the multiply predecessors’ constraints of the target operation, which makes it difficult to arrange rationally the...
Coarse-to-fine Inspection for Flexo First Item Based on the Electronic Sample
XIAO Pan, YAN Shule, LONG Jinliang, XIAO Meng, CAI Nian, CHEN Xindu
2022, 44(5): 1563-1571. doi: 10.11999/JEIT211358
Abstract:
In order to solve the problem that there is no real reference of the fabric image in the flexo first item inspection, a coarse-to-fine inspection method of flexo first item is proposed based on electronic samples, which is mainly divided into three s...
Reverse Order and Greedy Integrated Scheduling Algorithm Considering Dynamic Time Urgency Degree of the Process Sequences
CAO Wangcheng, XIE Zhiqiang, PEI Lirong
2022, 44(5): 1572-1580. doi: 10.11999/JEIT211455
Abstract:
For the general integrated scheduling problem of tree structured complex single product machining and assembling, a reverse order and greedy integrated scheduling algorithm is proposed by considering dynamic TUD (Time Urgency Degree) of the process s...
Quality Prediction for Injection Molding Product Based on Broad Learning System
LIN Jianghao, WU Zongze, LI Jiajun, XIE Shengli
2022, 44(5): 1581-1590. doi: 10.11999/JEIT211414
Abstract:
Automatic monitoring of product quality has always been the core of intelligent development of injection molding industry. Practical factors like high cost of data collection, small sizes of sample and unbalanced sample categories require higher chal...
6D Pose Estimation Network in Complex Point Cloud Scenes
CHEN Haiyong, LI Longteng, CHEN Peng, MENG Rui
2022, 44(5): 1591-1601. doi: 10.11999/JEIT211000
Abstract:
Focusing on the robot grasping problem of point cloud targets in complex scenes with weak texture and scattered placement, a 6D pose estimation deep learning network is proposed. First, the complex scenes of the physical environment are simulated, wh...
Optimal Mean Linear Classifier via Weighted Nuclear Norm and L2,1 Norm
ZENG Deyu, LIANG Zexiao, WU Zongze
2022, 44(5): 1602-1609. doi: 10.11999/JEIT211434
Abstract:
Defect detection is an important part of intelligent manufacturing system. When traditional machine learning algorithms are used for defect classification, data noise interference is usually encountered, which reduces the algorithm’s prediction accur...
Weighted Learning Identification Method for Hammerstein Nonlinear Time-varying Systems
ZHONG Guomin, YU Qile, CHEN Qiang
2022, 44(5): 1610-1616. doi: 10.11999/JEIT210857
Abstract:
For Hammerstein nonlinear time-varying systems running repeatedly on finite intervals, a weighted iterative learning algorithm is proposed to estimate the time-varying parameters involved in the system dynamics. The nonlinear input part of the Hammer...
Adaptive Inspection for Void Defects Inside Solder Joints of Chip Resistors
CAI Nian, XIAO Meng, XIAO Pan, ZHOU Shuai, QIU Baojun, WANG Han
2022, 44(5): 1617-1624. doi: 10.11999/JEIT211246
Abstract:
In the process of reflow soldering, void defects inevitably emerge inside solder joints of chip resistors, which will influence reliability of the device. In this paper, an adaptive inspection method for void defects inside solder joints of chip resi...
Resource Collaborative Integrated Scheduling Algorithm Considering Multi-process Equipment Weight
ZHOU Wei, XIE Zhiqiang
2022, 44(5): 1625-1635. doi: 10.11999/JEIT211366
Abstract:
In order to solve the problem that scheduling gaps between processes on equipment with many processes will have important influence on scheduling results in the integrated scheduling research of multi-variety and small batch complex products, a resou...
Inspection of Slight Aesthetic Defects in a Polarizing Film via Polarization Imaging
HUANG Guangjun, LIE Zhihao, WANG Xingzheng, ZHONG Xiaopin, DENG Yuanlong
2022, 44(5): 1636-1642. doi: 10.11999/JEIT210870
Abstract:
The slight aesthetic defects of polarizing films can hardly image and are difficult to detect. A novel method of detecting the slight defects based on polarization imaging is proposed in this paper. The mechanism of contrast enhancement is described ...
A Medical Image Segmentation Network with Boundary Enhancement
SUN Junmei, GE Qingqing, LI Xiumei, ZHAO Baoqi
2022, 44(5): 1643-1652. doi: 10.11999/JEIT210784
Abstract:
A medical image segmentation network with boundary enhancement, named as the AS-UNet (Add-and-Subtract UNet), is proposed to solve the problems of traditional segmentation networks for medical images, such as unclear boundary segmentation and large m...
Integrated Scheduling Algorithm for Two Corporate Synergies with Equipment Time Constraints
XIE Zhiqiang, PEI Lirong
2022, 44(5): 1653-1663. doi: 10.11999/JEIT211394
Abstract:
There are restrictions on the use time of equipment in self-owned processing enterprises. This limitation makes the product impossible to complete within the due date of the integrated scheduling problem. To solve this problem, Integrated scheduling ...
Optimal Manipulation Mixing Optimization Control Method for Injection Speed During Injection Molding Process
REN Zhigang, WU Guoshen, WU Zongze
2022, 44(5): 1664-1673. doi: 10.11999/JEIT211419
Abstract:
In the process of injection molding, the injection speed control is one of the important aspects, and it is important to achieve fast and reliable optimal control of the injection speed for the efficient production of injection molded products. In th...
Pattern Recognition and Intelligent Information Processing
Fast Image Deblurring Based On the Lightweight Progressive Residual Network
YANG Aiping, LI Leilei, ZHANG Bing, HE Yuqing
2022, 44(5): 1674-1682. doi: 10.11999/JEIT210298
Abstract:
Although deep learning-based methods show their superiority in the field of single image deblurring, it is difficult to be applied to practice for requiring more computing resources and memory consumption as network deepens. In this work, a lightweig...
Automatic Liver Tumor Segmentation Based on Cascaded Dense-UNet and Graph Cuts
YANG Zhen, DI Shuanhu, ZHAO Yuqian, LIAO Miao, ZENG Yezhan
2022, 44(5): 1683-1693. doi: 10.11999/JEIT210247
Abstract:
Liver tumor segmentation from abdominal CT image is an important prerequisite for liver disease diagnosis, surgical planning, and radiation therapy. However, the segmentation remains a challenging problem since the tumors in CT images generally have ...
Remote Sensing Image Change Detection Based on Fully Convolutional Neural Networks with Edge Change Information
WANG Xin, ZHANG Xiangliang, LÜ Guofang
2022, 44(5): 1694-1703. doi: 10.11999/JEIT210389
Abstract:
Change detection in high resolution remote sensing images is the key to understanding of land surface changes. Change detection of remote sensing images is an important branch of remote sensing image processing. Many existing change detection methods...
L21 Nonnegative Matrix Factorization for Hyperspectral Unmixing Based on Subspace Structure Regularization
CHEN Shanxue, LIU Ronghua
2022, 44(5): 1704-1713. doi: 10.11999/JEIT210232
Abstract:
When the standard Nonnegative Matrix Factorization (NMF) is applied to hyperspectral unmixing, it is easy to be interfered by noise and outliers, and the unmixing effect is poor. In order to improve the factorized performance, the L21 norm is introdu...
Siamese Object Tracking Based on Key Feature Information Perception and Online Adaptive Masking
HE Zhiwei, NIE Jiahao, DU Chenjie, GAO Mingyu, DONG Zhekang
2022, 44(5): 1714-1722. doi: 10.11999/JEIT210296
Abstract:
The application of Siamese network to visual object tracking has greatly improved the performance of the tracker recently, which can take both accuracy and speed into account. However, the accuracy of Siamese network tracker is limited to a great ext...
Recommendation Model by Integrating Knowledge Graph and Image Features
CHEN Qiaosong, GUO Aodong, DU Yulu, ZHANG Yiwen, ZHU Yue
2022, 44(5): 1723-1733. doi: 10.11999/JEIT210230
Abstract:
At present, the study of knowledge graph focuses mainly on information retrieval, natural language understanding and other fields. Integrating knowledge graph with recommendation system has been concerned by scholars in the field. In order to mine th...
An Adaptive Asymmetric Parallel Graphic Equalizer Correction Method without Overlapping Frequency Bands
LI Ya, YANG Junjie, FENG Qi, QIN Xianqing
2022, 44(5): 1734-1742. doi: 10.11999/JEIT210220
Abstract:
In order to solve the problem of low accuracy and low efficiency of car loudspeakers sound field correction, a correction method of adaptive asymmetric parallel graphic equalizer without overlapping frequency bands is proposed in this paper. In the c...
Bionic SLAM Algorithm Based on Interest Tendency Mechanism
CHEN Mengyuan, ZHANG Yukun, TIAN Dehong, DING Lingmei
2022, 44(5): 1743-1753. doi: 10.11999/JEIT210313
Abstract:
To address the problem that Simultaneous Location And Mapping (SLAM) closed-loop detection algorithms are easily disturbed by complex environmental factors, resulting in large localization errors and low closed-loop detection accuracy, a bionic SLAM ...
Cryptography and Information Security
A Novel Image Encryption Algorithm Based on Exponent-cosine Chaotic Mapping
LIU Sicong, LI Chunbiao, LI Yongxing
2022, 44(5): 1754-1762. doi: 10.11999/JEIT210270
Abstract:
In order to enhance the security of image data transmission, a novel two-dimensional exponent - cosine chaotic map is proposed. In this system, a new chaotic map is constructed by introducing exponent and high-power nonlinear terms into one dimension...
Network Encrypted Traffic Side-channel Analysis on Chinese Search
LI Ding, LIN Wei, LU Bin, ZHU Yuefei
2022, 44(5): 1763-1772. doi: 10.11999/JEIT210289
Abstract:
Incremental search services in search engines update the suggestion list for users by sending real-time requests. Focusing on the information leakage of encrypted search traffic, a side-channel analysis method on Chinese search is proposed. Leveragin...
Differential Privacy Algorithm under Deep Neural Networks
ZHOU Zhiping, QIAN Xinyu
2022, 44(5): 1773-1781. doi: 10.11999/JEIT210276
Abstract:
Gradient redundancy exists in the process of deep neural network gradient descent. When differential privacy mechanism is applied to resist member inference attack, excessive noise will be introduced. So, the gradient matrix is decomposed by Funk-SVD...
Image Hiding Method Based on Two-Channel Deep Convolutional Neural Network
DUAN Xintao, WANG Wenxin, LI Lei, SHAO Zhiqiang, WANG Xianfang, QIN Chuan
2022, 44(5): 1782-1791. doi: 10.11999/JEIT210280
Abstract:
The existing image information hiding methods based on Deep Convolutional Neural Networks (DCNN) have the problems of poor image visual quality and low hiding capacity. Addressing such issues, an image hiding method based on a two-channel deep convol...
Wireless Communication and Internet of Things
Ultra-Reliable and Robust Channel Estimation Using Basis Expansion Model-Based UKF-RTSS Scheme for V2V Systems
LIAO Yong, CHEN Ying
2022, 44(5): 1792-1799. doi: 10.11999/JEIT210239
Abstract:
The Internet of vehicles application scenarios put forward higher requirements for wireless communication in terms of bandwidth, delay, and reliability, especially in the Vehicle to Vehicle (V2V) communication scenario. For the technical challenges o...
802.11ax Uplink Scheduling Algorithm Based on Reinforcement Learning
HUANG Xinlin, ZHENG Renhua
2022, 44(5): 1800-1808. doi: 10.11999/JEIT210590
Abstract:
With the arrival of the Internet of Things (IoT) era, the problem of wireless network saturation has become more and more serious. In order to overcome this problem, the IEEE Standards Association (IEEE-SA) has formulated the latest standard for wire...
Performance Analysis of Physical Layer Security for IRS-aided MISO System with Randomly Distributed Eavesdropping Nodes
YANG Jie, JI Xinsheng, WANG Feihu, JIN Liang, YANG Jinmei
2022, 44(5): 1809-1818. doi: 10.11999/JEIT210209
Abstract:
The security performance of Multiple-Input Single-Output (MISO) system with the aid of the Intelligent Reflecting Surface (IRS) is analyzed in this paper, where eavesdropping nodes are randomly distributed. The stochastic geometry theory is utilized ...
In-body to On-body Channel Characteristics Analysis and Modeling in Human Body Communication Frequency Band
SHI Jingjing, LIU Lijia, HAN Fuye, SONG Le
2022, 44(5): 1819-1827. doi: 10.11999/JEIT210267
Abstract:
To investigate the in-body transmission mechanism and propose a comprehensive channel model at Human Body Communication (HBC) band, two types of human body model, that is, an anatomical numerical human model and a multi-layer heterogeneous geometric ...
Design and Performance Analysis of Orthogonal Multi-User CD-DCSK Scheme
HE Lifang, DONG Jiangtao, ZHANG Gang
2022, 44(5): 1828-1838. doi: 10.11999/JEIT210263
Abstract:
To improve further the information transmission rate and Bit Error Rate (BER) performance of existing multi-user chaos keying systems, an Orthogonal Multi-User Correlation Delay Differential Chaos Shift Keying (OMU-CD-DCSK) system is proposed in this...
Execution Delay Minimization in Wireless Powered Mobile Edge Computing Networks
YE Yinghui, SHI Liqin, LU Guangyue
2022, 44(5): 1839-1846. doi: 10.11999/JEIT210228
Abstract:
For a wireless powered MEC (Mobile Edge Computing) network, the execution delay as the time for data offloading and data execution is defined, and a multidimensional resource allocation scheme is proposed to minimize the execution delay of all nodes....
Beam Rotating Precoding Scheme for Millimeter-wave Massive MIMO Systems
ZHANG Aihua, HE Boxin, ZHANG Aijun, LI Chunlei
2022, 44(5): 1847-1855. doi: 10.11999/JEIT210204
Abstract:
In beam space millimeter-wave massive Multi-Input Multi-Output (MIMO) system, the power leakage problem will lead to energy loss. To mitigate this problem, Minimum Phase Error based Beam Rotating (MPE-BR) precoding scheme is proposed. Firstly, the ph...
Radar, Sonar and Navigation
Optimization of the Transmit Weighting Matrix for MIMO Radar Based on the Uniform Elemental Power Constraint
HUANG Zhongrui, SHI Yingchun, TANG Bo, QIN Lilong
2022, 44(5): 1856-1864. doi: 10.11999/JEIT210269
Abstract:
To improve the angle estimation performance of the MIMO (Multiple-Input-Multiple-Output) radar, the optimization of the transmit weighting matrix by setting the 2-norm error between the actual synthesized transmitting steering vector and the desired ...
Overview
Brain-inspired Continuous Learning: Technology, Application and Future
YANG Jing, LI Bin, LI Shaobo, WANG Qi, YU Liya, HU Jianjun, YUAN Kun
2022, 44(5): 1865-1878. doi: 10.11999/JEIT210932
Abstract:
Deep learning model facing the non-independent and identically distributed data streams, the old knowledge will be covered by new knowledge, resulting in a significant performance degradation of model. Continuous Learning(CL) can acquire incremental ...