Special Column-Radar Target Tracking Technology

Analysis of the time delay problem of maneuvering target tracking

DOI:10.16157/j.issn.0258-7998.245319

Author:Li Weiqi1,Liu Chao2,Cao Zheng2,Zhang Yanmin3,4,Xue Wei1

Author Affilications:1.Yantai Research Institute, Harbin Engineering University; 2.Naval Aviation University; 3.Hubei Key Laboratory of Marine Electromagnetic Detection and Control; 4.Wuhan Second Ship Design and Research Institute

Abstract:The lag of maneuvering target tracking results on the time axis is a major difficulty in the field of maneuvering target tracking. There are many cases of time delay, which are especially obvious in the early stage of tracking and the time period when a large maneuver occurs, and there is often a peak of error because of this, if there is a way to suppress or eliminate the time delay phenomenon, the tracking effect will be significantly improved. Starting from the results and phenomena of simulation experiments, combined with Kalman filter theory, interactive multi-model algorithm and modern neural network model, this paper will deeply analyze the time delay problem, and obtain different causes of time delay according to the changes of each stage of tracking and give corresponding solutions, so as to provide reference for improving the tracking effect of maneuvering targets in the future.
Key word:
maneuvering target tracking
time lag
Kalman filter
interactive multi-model
neural networks

A target tracking method based on maximum correntropy Kalman filtering under biased measurements

DOI:10.16157/j.issn.0258-7998.245327

Author:Wei Chunling1,Yu Runhua1,Wu Sunyong2,3,Li Ming4

Author Affilications:1.School of Information and Communication Engineering, Guilin University of Electronic Technology;2.School of Mathematics and Computational Science, Guilin University of Electronic Technology; 3.Guangxi Key Laboratory of Cryptography and Information Security; 4.Guangxi Zhuang Autonomous Region Engineering Research Center for Intelligent Electromagnetic Spectrum Perception and Control Technology

Abstract:To address the issue of poor target state estimation accuracy under conditions where sensors have system bias and noise is non-Gaussian, a target tracking method based on the maximum correntropy Kalman filter (MCKF) under biased measurements is proposed. This approach introduces a differential mechanism that constructs differential measurement equations from the biased measurements of the target at adjacent time points, effectively mitigating the effects of system bias. Subsequently, the maximum correntropy criterion (MCC) is employed to quantify the higher-order moment information of the estimation error with differential measurements serving as a priori conditions. This leads to the derivation of the filtering iterative equations for the algorithm under biased measurements. Simulation results demonstrate that, when system observations are affected by sensor system bias and non-Gaussian noise, the proposed method outperforms existing approaches in terms of tracking performance.
Key word:
system bias
non-Gaussian noise
maximum correntropy criterion
measurement difference
Kalman filter

A 3D interactive tracking model algorithm based on improved transition probability matrix

DOI:10.16157/j.issn.0258-7998.245322

Author:Wang Zehui1,2,Wang Yinghao3,Wang Zhongxun1,2

Author Affilications:1.School of Physics and Electronic Information, Yantai University; 2.Smart Grid Advanced Technology Shandong Province Data Open Innovation Application Laboratory, Yantai University; 3.The 27th Research Institute, China Electronics Technology Group Corporation

Abstract:Due to the low tracking accuracy of existing simple transition probability matrices and the long tracking time of complex transition probability matrices, it is difficult to meet the requirements of maneuvering target tracking in three-dimensional space. Aiming at the design problem of transition probability matrix, starting from mechanism analysis, a model transition probability matrix design method based on membership function is proposed, and the three-dimensional interactive multi model algorithm is improved and perfected. The simulation results show that the method of modifying the transition probability matrix based on the membership function effectively improves the tracking accuracy of three-dimensional maneuvering targets.
Key word:
maneuvering target tracking
3D mobility model
transition probability matrix
membership function

Improvement of adaptive weighted distance measurement and tracking for sea surface targets

DOI:10.16157/j.issn.0258-7998.234755

Author:Hu Ailan1,Qin Yongsong2

Author Affilications:1.National Computer System Engineering Research Institute of China; 2.School of Computer Science and Technolog,Xidian University

Abstract:The detection and tracking of maritime targets are key tasks in maritime security and military applications. To address the low measurement accuracy of target distance in complex maritime environments, affected by factors such as sea clutter, an improved multi-sensor data fusion algorithm is proposed. The algorithm utilizes the joint detection results of shipborne radar and land-based radar on the sea surface. Firstly, the data from multiple sources are transformed into a common coordinate system. Then, the Robust Z-score method is employed for preprocessing the longitudinal data to eliminate abnormal data. Subsequently, by redefining the confidence distance measure, sensor results with higher confidence are used to replace the discarded data, and an adaptive weighted fusion of the results is performed. Furthermore, to further improve the data accuracy, a segmented fusion mechanism is introduced. The improved sensor data fusion algorithm is cascaded with a stepwise adaptive weighted fusion algorithm. By measuring the similarity of the fusion results in each segment and setting a confidence threshold, the final fusion result is determined. Simulation experiments confirm the effectiveness and accuracy of the algorithm.
Key word:
detection of distances to maritime targets
multi-sensor data fusion
confidence
segmented fusion

Special Column-Key Technologies of 5G-A and 6G

Design and verification of 5G small base station coverage scheme for ship communication application scenarios

DOI:10.16157/j.issn.0258-7998.245163

Author:Huang Shanshan,Zhao Yingying,Zhu Honglu

Author Affilications:China Telecom Co., Ltd., Shanghai Research Institute

Abstract:The 5G era is approaching with the gradual increase in deployment density of 5G devices, the cost price is too high from the perspective of simply increasing the deployment of macro base stations. On the other hand, the demand for personalized of 5G to B and to C is gradually increasing. In response to the issues of 5G frequency band heightening, penetrate walls ability reducing and personalized requirements increasing, 5G integrated small base stations has emerged, gradually improving its effectiveness in the field of supplement to blindness and heat. Pointing at the issue of communication difficulties in water operation, a new network method based on CPE is proposed. This method is easy to install and cost-effective, which can greatly meet the needs of users and be widely promoted.
Key word:
5G macro base stations
5G small base stations
CPE
customized requirements

A routing algorithm for formation networks in LEO satellite networks

DOI:10.16157/j.issn.0258-7998.234297

Author:Yang Ge1,2,Zhou Yinghe1,2

Author Affilications:1.Research Center for Intelligent Engineering and Educational Application, Beijing Normal University; 2.Key Laboratory of Intelligent Multimedia Technology, Beijing Normal University

Abstract:As an important component of 6G communication technology, the Low Earth Orbit (LEO) distributed satellite network can achieve high-speed transmission and low-latency communication, and meet the high-speed and low-latency requirements of 6G communication technology. This paper addresses the networking method of LEO distributed satellite networks. The routing algorithms of the satellite network are summarized. A joint routing algorithm based on bandwidth and delay is proposed, and three different routing algorithms are implemented to select. It is found that the performance of each algorithm is obviously different. The experimental results show that the joint algorithm based on bandwidth and delay can better balance the network load and reduce the delay while selecting the best path, and improve the transmission efficiency of satellite network.
Key word:
6G
Low Earth Orbit satellite
constellation network

Study of UAV line-of-sight communication probability and propagation loss for mountain in 110 GHz band

DOI:10.16157/j.issn.0258-7998.245109

Author:Ding Penghui1,Wang Qingwang1,Yang Lu2,Gu Yebo1,Liu Jiazhou3,Li Hongwei1,Song Jian1

Author Affilications:1.School of Information Engineering and Automation, Kunming University of Science and Technology;2.News and Propaganda Center of the State Administration of Science, Technology and Industry for National Defense;3.China Academy of Electronic Sciences

Abstract:This paper establishes a millimeter-wave channel model for unmanned aerial vehicles based on line-of-sight probability using the ray tracing method, and a double-slope model analysis is carried out for path loss. This paper describes the modeling process of line-of-sight probability and carries out model parameter analysis. Due to the influence of terrain occlusion and other environments, the reflection and bypassing paths with large losses cause the received strength of the signal to fluctuate greatly before and after the mutation point, which makes the single-slope fit model no longer applicable. Therefore, this paper uses linear regression to fit the single-slope and double-slope received power models to the simulation data under two types of terrain, and analyzes the fitting effect of the two models. The results show that the dual-slope received power model fits better than the single-slope model, and the two models have higher fitting accuracy when the terrain is more flatten.
Key word:
UAV
millimeter wave communication
probability of line of sight
propagation loss
double slope model
ray tracing

The research on the configuration and charging-discharging methods of optical energy storage for 5G communication base station

DOI:10.16157/j.issn.0258-7998.245403

Author:Zhou Jinghao1,Wei Guoliang1,Lin Jian1,Kong Ming2

Author Affilications:1.China Mobile Communications Group Zhejiang Co., Ltd.; 2.Zhejiang Research Institute of Electronic Technology Co., Ltd.

Abstract:As the infrastructure in the field of information and communication, 5G communication base station meets people's basic needs for daily call and traffic use. In response to the national "3060" dual-carbon strategy, the communication base station needs to change the traditional power supply mode, introduce green energy such as photovoltaic system and energy storage battery, and realize the "green, energy-saving and low-carbon" development. Under different power conditions, how to plan photovoltaic and energy storage configuration has become an important research direction in the field of information and communication. This paper innovates the simulated photovoltaic function model, explores the optimal method of light storage configuration under different power conditions, innovates the charging and discharging method of optical storage system, and realizes the maximum benefit of green energy application.
Key word:
5G communication base station
green energy
optical storage configuration
charging and discharging method
benefit maximization

Microelectronic Technology

Research on multi-chip simultaneous testing method for field programmable gate arrays

DOI:10.16157/j.issn.0258-7998.234780

Author:Qin Lijun,Yu Yongtao,Luo Jun,Li Junqiu,Pang Shuiquan

Author Affilications:The Fifth Electronics Research Institute of Ministry of Industry and Information Technology

Abstract:With the development of ultra-large scale FPGA chip technology, the number of chip pins has increased to over 1 000. How to achieve efficient testing of ultra-large scale multi-pin FPGA chips has become a challenge for ATE online testing. For a large-scale FPGA chip with thousands of pins, based on the programmable characteristics of FPGA, ATE testing was carried out using a combination of multi-chip effective pin function parallel testing and single chip full pin electrical performance parameter testing, achieving 4-chip simultaneous testing of thousands of pin FPGA chips, and improving testing efficiency by more than three times.
Key word:
field programmable gate array
auto test equipment
multi-chip simultaneous testing
pattern testing

Design of PBGA circuit based on wafer level packaging technology

DOI:10.16157/j.issn.0258-7998.234711

Author:Wen Yongsen,Luo Xi,Du Yinghong,Liu Yong,Liu Shaohui

Author Affilications:China Electronics Technology Group Corporation No.58 Research Institute

Abstract:Wafer level packaging technology can achieve multi-chip interconnection. However, issues such as packaging size, number of layers, and packaging yield have limited its development in the process of circuit miniaturization. This article takes a fan out wafer level packaging circuit as an example. Based on advanced packaging technology, using software design and simulation optimization methods, combined with packaging experience and practical application scenarios, the organic substrate packaging design and manufacturing were completed through rewiring and chip flip chip interconnection, achieving the goal of low-cost and mass production of the circuit. The design concept and manufacturing process of this product can provide reference for the miniaturization development of other hardware circuits.
Key word:
wafer level packaging
circuit miniaturization
chip flip chip
substrate packaging

Measurement Control Technology and Instruments

Size measurement of tiny stamping parts based on machine vision

DOI:10.16157/j.issn.0258-7998.245057

Author:Huang Hao,Guo Liankun,Zhou Xianyan,Wu Yuanjin,Wang Tao,Li Minfang

Author Affilications:Guizhou Zhenhua Qunying Electric Appliance Co., Ltd.

Abstract:Aiming at the problem of low efficiency and low accuracy of manual measurement of a kind of micro stamping parts, a measurement method of micro stamping parts based on machine vision is proposed. Firstly, the measurement system design of the system is introduced, and then the measurement method is introduced. The image processing software is used to preprocess the extracted image, such as graying and denoising, and then the Canny edge detection algorithm is used for threshold segmentation to extract the contour of the part. In the contour processing algorithm of these parts, a contour segmentation method based on RDP algorithm is proposed for contour segmentation. In the edge positioning, a method of edge point detection based on caliper tool is proposed to improve the accuracy of edge positioning of various contours. Then the fitting algorithm based on Tukey weight function is used to measure the straight line and arc to obtain the pixel size. Finally, the pixel size is converted to physical size through calibration. Experimental results show that the design has high consistency and accuracy for the measurement of micro stamping parts, and has high efficiency.
Key word:
machine vision
micro stamping parts
Canny algorithm
RDP algorithm
Tukey algorithm
dimension measurement

Disturbance-observer-based high precision control of small reaction flywheels

DOI:10.16157/j.issn.0258-7998.245087

Author:Shen Ying,Zhang Xiaolei,Kong Lingbo,Hu Huiying

Author Affilications:Changguang Satellite Technology Co., Ltd.

Abstract:Reaction flywheels is a key component of the satellite attitude control system, and its performance is directly related to the control accuracy of optical remote sensing satellites. In order to achieve high precision control of the speed for reaction flywheel, a disturbance-observer-based nonlinear control method is proposed. Firstly, the mathematical model of the reaction flywheel based on the brushless DC motor is established, the factors affecting the speed control accuracy are analyzed, and the nonlinear model for the controller design is constructed. Then, a disturbance-observer-based nonlinear controller is designed by combining disturbance observer and nonlinear control theory, and the stability of the control method is proved by using Lyapunov theory. Finally, the numerical simulation indicates that the flywheel speed can reach the control target smoothly, and the accuracy is better than the traditional PI control method. Moreover, the effectiveness of the proposed method is verified on the real flywheel control test.
Key word:
reaction flywheel
brushless DC motor
disturbance observer
nonlinear controller

Computer Technology and Its Applications

Design and implementation of dynamic reconfiguration for multi-tasking integrated electronic system

DOI:10.16157/j.issn.0258-7998.234742

Author:Wang Xiaohui1,Zhang Tao2,Chen Chunyan1

Author Affilications:1.R&D Department, China Academy of Launch Vehicle Technology; 2.School of Software, Northwestern Polytechnical University

Abstract:In order to meet the requirements of UAV multi-mission mode and effectively realize mission reconfiguration, this paper researches the reconfiguration problem of integrated electronic system in multi-mission mode and proposes a reconfiguration algorithm based on the improved moth-flame optimization algorithm. According to the integrated electronic system reconfiguration model and reconfiguration algorithm, the multi-mission reconfigurable integrated electronic system is designed. The simulation experiment is conducted for the improved moth-flame optimization algorithm, and the results are analyzed and verified to compare the experiment with the differential evolutionary algorithm and the standard mothballing optimization algorithm. The experiment proves that the reconfiguration algorithm is able to generate high-quality reconfiguration blueprints quickly and iteratively by optimizing multi-objectives, which meets the multitasking mode requirements of integrated electronic systems.
Key word:
integrated electronic system
reconfiguration
moth-flame optimization algorithm

Research on camera self-calibration algorithms

DOI:10.16157/j.issn.0258-7998.244928

Author:Shi Lizhi,Liu Bin

Author Affilications:College of Information and Communication Engineering, North University of China

Abstract:In response to the challenges posed by traditional self-calibration methods for cameras, which require three orthogonal vanishing points that are often difficult to satisfy in practical scenarios, and face difficulties in determining distortion coefficients, this paper proposes an improved camera calibration method. The proposed method introduces a technique based on two vanishing points and low-rank textures for calibrating and correcting distortion in an onboard camera. The method initially employs the RANSAC algorithm for vanishing point detection, utilizing the geometric properties between the vanishing points and the camera imaging projection model to solve for the camera's focal length and extrinsic parameters. Then it models the image with low-rank characteristics and iteratively solves for the camera's distortion coefficients using an augmented Lagrangian algorithm. Experimental results demonstrate that the proposed method exhibits superior accuracy and practicality.
Key word:
camera calibration
vanishing points
low-rank texture
RANSAC
augmented Lagrangian algorithm
distortion coefficients

An automatic generation method of CFD simulation report based on template

DOI:10.16157/j.issn.0258-7998.244900

Author:Li Junda,Huai Xiaoyong,Li Shuairong,Yong Sha

Author Affilications:National Computer System Engineering Research Institute of China

Abstract:CFD simulation analysis report is an important part of the post-processing of CFD software. CFD simulation analysis report is generated by manual editing, manual extraction and program curing. These methods have some problems such as low efficiency, slow generation speed and limited application engineering. Therefore, a template-based CFD simulation report generation method is proposed in this paper. This method designs a CFD simulation analysis report template based on Jinja2 template engine. Dynamic content generation script is introduced into the template to realize dynamic content generation under different projects. In the process of dynamic content generation, the data asynchronous communication based on message middleware is adopted to realize efficient and parallel dynamic content generation. Based on this method, a prototype system for automatic generation of CFD simulation analysis report is designed, verifying the effectiveness of the method.
Key word:
CFD simulation analysis
report generation method
template engine
dynamic content generation

RF and Microwave

Research and design of 5G small base station RF front-end

DOI:10.16157/j.issn.0258-7998.245042

Author:Song Changcheng,Hua Haojiang,Wu Fan

Author Affilications:Purple Mountain Laboratories

Abstract:Aiming at the development requirements of 5G small base station project, based on the theoretical research of 5G communication system and the requirements of 3GPP RF performance indicators, a 3.5 GHz RF front-end is designed and developed by Advanced Design System(ADS)simulation software. According to the whole development process of RF front-end, this paper conducts in-depth research and evaluation on the performance parameters of key RF components such as power amplifier, low noise amplifier, RF switch and filter, and puts forward the corresponding schematic design, system link simulation and optimization of board and end test indicators. Finally, the actual test of board and end performance indicators is passed. All the index data meet the technical requirements.
Key word:
5G small base station
RF front-end
filter
low noise amplifier
power amplifier

Design of S-band conical Archimedean spiral antenna

DOI:10.16157/j.issn.0258-7998.245097

Author:Huang Zhenkui,Xing Sirui,Shen Chenyang,Sui Tao,An Xiangdong

Author Affilications:Chang Guang Satellite Technology Co., Ltd.

Abstract:According to the communication requirements of the satellite S-band Tracking, Telemetry and Command system (TT&C), a conical Archimedean spiral antenna with wideband and high gain circular polarization is designed for the S-band. The quarter-wavelength coaxial slotted balun completes the balance-unbalance conversion of the signal and wideband impedance matching. The dual-arm Archimedean antenna can provide good circular polarization characteristics, and the FR4 material as a cone not only provides support for the antenna, but also effectively achieves the control of gain and beamwidth. The measured antenna has a Voltage Standing Wave Ratio (VSWR) of less than 1.5, a gain of more than 0 dBi within ±70° and an axial ratio of less than 5 dB in the transceiver frequency band, which can effectively realize the transceiver multiplexing function of the TT&C antenna.
Key word:
wideband
circular polarization
helical antenna
coaxial slotted balun

Circuits and Systems

Design of tailings pond monitoring system integrating GNSS and multi-sensor

DOI:10.16157/j.issn.0258-7998.244895

Author:Li Xiang,Chen Zheng,Li Hong,Wang Wenbo,Zhan Weiwei,Dong Yunkai,Wu Liheng

Author Affilications:National Institute of Natural Hazards

Abstract:The disaster of tailing pond causes great casualties and property losses. How to monitor tailing pond has become a problem discussed in the world. This paper uses the Linux system equipped with i.MX6ULL processor for embedded development. Through the design of embedded data acquisition system, cloud server background program and client remote monitoring program, a GNSS and multi-sensor integrated tailings pond monitoring system is completed. The system has GNSS high-precision displacement, rainfall, tilt, pore pressure and water level data acquisition, cloud platform data transmission and storage, user remote control and real-time monitoring functions. Through the field simulation experiment, the results show that the system runs stably, has high reliability, and the accuracy of each sensor meets the requirements of the standard, which meets the demand of the remote monitoring of the tailings pond.
Key word:
i.MX6ULL
embedded development
tailings pond
multi-sensor integration
monitoring system
GNSS

FPGA design for waveform generation based on JESD204B interface

DOI:10.16157/j.issn.0258-7998.234746

Author:Fu Ran,Sun Chenyang,Liu Fang,Du Sihang,Ma Ruishan

Author Affilications:The 58th Institute of China Electronics Technology Corporation

Abstract:An FPGA design for waveform generation based on JESD204B interface is introduced. This design mainly consists of FPGA, DAC, DDR3 and network chips, and realizes the generation of intermediate frequency signals with dual channel frequency range of 2 GHz to 3.5 GHz. FPGA and DAC are linked through high-speed serial interface JESD204B, realizing waveform generation, digital up-conversion and analog conversion, network chips and DDR3 are used for transmitting and storing special waveforms. The article provides a detailed introduction to key technologies such as JESD204B interface clock synchronization design, DDS signal generator, digital waveform reception, storage, and transmission. Finally, the reliability of the FPGA design is verified by the intermediate frequency signal captured by the DAC output through a spectrum analyzer.
Key word:
JESD204B
high speed serial transmission
UDP protocol
RGMII interface

Commercial Aerospace

A review of G/T value test methods in Ka-band for 12-meter antenna of remote sensing receiving system

DOI:10.16157/j.issn.0258-7998.234571

Author:Wu Weiwei

Author Affilications:The 10th Research Institute of China Electronics Technology Group Corporation

Abstract:Ka-band G/T is one of the most important indicators of 12-meter antenna of remote sensing receiving system. Suitable G/T method is needed in different situations. Combined with the characteristics of 12-meter antenna, this paper discusses the advantages and disadvantages of segmented method, beacon method, comparative method and radio frequency source method. Using the moon as a radio frequency source is brought up in Ka-band G/T test method, and the futrue research direction is pointed out. At last, recommended test method has been provided to engineers based on the test results.
Key word:
remote sensing receiving system
Ka-band
12-meter antenna
G/T method
segmented method
beacon method
comparative method
radio frequency source method

Design of a triple-mode wideband circularly polarized antenna based on AOP technology for satellite communication system

DOI:10.16157/j.issn.0258-7998.234493

Author:Kang Zhanyu,He Lianxing,Fei Dongliang,Wei Xiaoli,Liang Guang

Author Affilications:Shanghai Engineering Center for Microsatellites

Abstract:In this paper, a low-cost, wide-coverage and high-reliability circularly polarized antenna based on AOP (antenna on package) technology for Ka-band phased array application is designed. It interconnects with the RF front end by BGA planting ball directly, which has the characteristics of small loss, light weight and low cost. Meantime it overcomes the shortcomings of narrow bandwidth of conventional single-layer microstrip antenna by proposing metasurface-designing, which successfully exhibit three modes circular polarization using characteristic mode analysis, as well as reduces the risk of antenna layering failure during high and low temperature in space, resolves the problems of low profile and broad bandwidth of existing satellite phased antennas. Taking four antenna elements as a unit with 2×2 sequential rotation to broad working bandwidth and axial ratio bandwidth. The measured results show that the axial ratios are less than 3 dB from 28 GHz to 31 GHz with 50 degrees scanning angle, and the measured gains remain stable in working band, which are very suitable for Ka-band communication application of satellite system.
Key word:
AOP technology
satellite phased array
broad bandwidth and circularly polarization
characteristic mode analysis

The design of data engine for the integrated command display system of aerospace launch based on cloud-native

DOI:10.16157/j.issn.0258-7998.244899

Author:Dong Yuhang,Jiao Dongdong,Yin Zhifeng,Meng Linggang,Huai Xiaoyong

Author Affilications:National Computer System Engineering Research Institute of China

Abstract:The article analyzes the limitations of the current command and display system data engine software architecture in response to the aerospace launch field′s trend towards diverse types and parallel tasks. It outlines the construction of a multi-level cache and the optimization of Flink task scheduling algorithms to achieve a cloud-native data processing mechanism and data engine system. The system adopts a microservices architecture, utilizing container technology to deploy core modules for aerospace-focused data access, distributed computing, and multi-level data caching, effectively easing system operational pressures and enhancing the timeliness of data processing and task situation information retrieval. This provides more comprehensive and precise data support for data visualization and decision-making. By integrating DevSecOps into the overall development and operations processes, it supports rapid development, deployment, and delivery, offering a reference for the research and development of the next-generation command and display systems.
Key word:
cloud-native
data engine
space experiment data
system design
command and display

Key Technologies of 5G-A and 6G

Radar Target Tracking Technology

Key Technologies of 5G and Its Evolution

Key Technologies of 5G and Its Evolution

High Performance Computing

Processing and Application of Marine Target Characteristic Data

Smart Power

Antenna Technology and Its Applications

Smart Agriculture

5G-Advanced and 6G

5G Vertical Industry Application

Microelectronics in Medical and Healthcare

Key Technologies for 6G

Application of Edge Computing in IIoT

Deep Learning and Image Recognization

6G Microwave Millimeter-wave Technology

Radar Processing Technology and Evaluation

Space-Ground Integrated Technology

Industrial Ethernet Network

5G Vertical Industry Application

High Performance Computing

Innovation and Application of PKS System

FPGA and Artificial Intelligence

5G Network Construction and Optimization

RF and Microwave

Edge Computing

Network and Business Requirements for 6G

5G and Intelligent Transportation

5G R16 Core Network Evolution Technology

Satellite Nevigation Technology

5G R16 Evolution Technology

5G Wireless Network Evolution Technology

5G Network Planning Technology

5G Indoor Coverage Technology

5G MEC and Its Applications

5G Co-construction and Sharing Technology

Expert Forum

5G and Emergency Communication

5G Slicing Technology and Its Applications

Industrial Internet

5G Terminal Key Realization Technology

5G and Artificial Intelligence

5G and Internet of Vehicles

Terahertz Technology and Its Application

Signal and Information Processing

Artificial Intelligence

5G Communication

Internet of Things and the Industrial Big Data

Electronic Techniques of UAV System

Power Electronic Technology

Medical Electronics

Aerospace Electronic Technology

Robot and Industrial Automation

ADAS Technique and Its Implementation

Heterogeneous Computing

2016 IEEE International Conference on Integrated Circuits and Microsystems

ARINC859 Bus Technology

FC Network Technology

Measurement and Control Technology of Bus Network

GJB288A Bus

Key Techniques of 5G and Algorthm Implement

IEEE-1394 Bus

Signal Conditioning Technology of Sensors

AFDX Network Technology

Discrete Signal Processing

Energy-Efficient Computing

Motor control

2012 Altera Electronic Design Article Contest