Proceedings of the 4th International Conference on Computer Science and Application Engineering最新文献

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Highly Reliable Autonomous Redundancy for Automatic Control on Ground Test and Launch Facilities in Launch Site 发射场地面试验和发射设施自动控制的高可靠自主冗余
Mengyuan Li, Shanshan Xie, Nan Xiao, Litian Xiao
{"title":"Highly Reliable Autonomous Redundancy for Automatic Control on Ground Test and Launch Facilities in Launch Site","authors":"Mengyuan Li, Shanshan Xie, Nan Xiao, Litian Xiao","doi":"10.1145/3424978.3425057","DOIUrl":"https://doi.org/10.1145/3424978.3425057","url":null,"abstract":"The control systems of ground test and launch facilities in space launch sites generally include field control systems, remote control systems, field controller, emergency controller, and actuators. Unattended and remote control are gradually adopted during testing and launching. We propose the highly reliable redundancy scheme of remote automatic control. Architecture and the corresponding strategy are designed for the hierarchical redundant control of the launch site. The remote host computers of the architecture are industrial control computers configured in parallel redundancy. The slave computers are redundant programmable logic controllers (PLC). The industrial control network of the architecture consists of a double redundant backup network, which set up a double set of the emergency backup circuit. PLCs and industrial control computers communicate with the industrial Ethernet of high-speed ring optical fiber. Distributed control equipment such as field slave computers and variable-frequency drives communicate and transmit data by means of the industrial Ethernet. Relay contacts are designed as a redundant loop with two points and two lines. The scheme designs and discusses the policies and work patterns of intelligent autonomous redundancy. The paper also presents the key points of intelligent redundancy solution and reliability enhancement. The proposed intelligent redundancy scheme has been applied in China space launch sites.","PeriodicalId":178822,"journal":{"name":"Proceedings of the 4th International Conference on Computer Science and Application Engineering","volume":"2 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2020-10-20","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"130842056","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Weighted Local Feature Vehicle Re-identification Network 加权局部特征车辆再识别网络
Linghui Li, Yan Xu, Xiaohui Zhang
{"title":"Weighted Local Feature Vehicle Re-identification Network","authors":"Linghui Li, Yan Xu, Xiaohui Zhang","doi":"10.1145/3424978.3425156","DOIUrl":"https://doi.org/10.1145/3424978.3425156","url":null,"abstract":"With the rapid development of science and technology, how to accurately identify the same vehicle under different cameras is of great significance to smart city construction. At present, most of the vehicle re-identification methods only use global features, and often neglect the local features that often play an important role in it. To overcome this problem, we propose a multi-scale feature network with an attention module to integrate global and local features. Multi-scale feature fusion to reduce the loss of information caused by network deepening obtained more feature information, and enables the network to learn multi-level feature information. The attention module can make the network pay more attention to the discriminative features of the vehicle, such as windshield stickers and scratches on the vehicle. At the same time, we weighted the local features considerations. Extensive experiments demonstrate the effectiveness of our approach and we achieve state-of-the-art results on two challenging datasets, including VeRi-776 [1-3] and VRIC [4].","PeriodicalId":178822,"journal":{"name":"Proceedings of the 4th International Conference on Computer Science and Application Engineering","volume":"15 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2020-10-20","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"130884947","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 2
Free Growth and Diffusion of Water Hyacinth Based on Logistic-CA and Differential Equations 基于Logistic-CA和微分方程的水葫芦自由生长和扩散
Zibo Zhou, Jie Li, Yan Wang, Jing Qiu, Xuecong Zhang, Can Zu, Meijia Guo
{"title":"Free Growth and Diffusion of Water Hyacinth Based on Logistic-CA and Differential Equations","authors":"Zibo Zhou, Jie Li, Yan Wang, Jing Qiu, Xuecong Zhang, Can Zu, Meijia Guo","doi":"10.1145/3424978.3425127","DOIUrl":"https://doi.org/10.1145/3424978.3425127","url":null,"abstract":"This paper mainly studies the growth, diffusion and prevention of water hyacinth. First, the Logistic growth model was established. Nitrogen and phosphorus concentration, temperature and light were selected as the influencing factors to simulate the density growth curve of water hyacinth. It was found that the density of water hyacinth reached the environmental bearing capacity and became stable after 90 days. After that, we took a region as an example, regarded the water hyacinth as a cell, and established a logistic-ca model to simulate the diffusion process of water hyacinth. Finally, the spatial and temporal diffusion model of water hyacinth is established by using the differential equation to study the change of the concentration of water hyacinth under the rain with the spatial position.","PeriodicalId":178822,"journal":{"name":"Proceedings of the 4th International Conference on Computer Science and Application Engineering","volume":"49 4-5 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2020-10-20","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"122506444","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 1
Nonlinear Function Optimization Based on Adaptive Genetic Algorithm 基于自适应遗传算法的非线性函数优化
Lihua Lei, Naijin Liu, Ju Zhou
{"title":"Nonlinear Function Optimization Based on Adaptive Genetic Algorithm","authors":"Lihua Lei, Naijin Liu, Ju Zhou","doi":"10.1145/3424978.3424981","DOIUrl":"https://doi.org/10.1145/3424978.3424981","url":null,"abstract":"Genetic algorithm is widely used to solve complex optimization problems especially for the optimization of multimodal function, due to the independence, strong robustness, strong global selection and global searching ability. In order to overcome the shortcomings that standard genetic algorithm has such as relatively weak local searching ability and premature convergence is prone to occur, adaptive genetic algorithm combined with nonlinear programming method is employed into the optimization process of nonlinear functions in this paper. Simulation performance shows that the algorithm can adaptively achieve the global optimal solution and obtain more optimal solution faster than traditional genetic algorithm.","PeriodicalId":178822,"journal":{"name":"Proceedings of the 4th International Conference on Computer Science and Application Engineering","volume":"5 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2020-10-20","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"127837573","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Antenna Selection for MIMO-NOMA-based Hybrid Satellite-terrestrial Relay Network 基于mimo - nomo的卫星-地面混合中继网络天线选择
Long Zhao, Tao Liang, K. An
{"title":"Antenna Selection for MIMO-NOMA-based Hybrid Satellite-terrestrial Relay Network","authors":"Long Zhao, Tao Liang, K. An","doi":"10.1145/3424978.3425025","DOIUrl":"https://doi.org/10.1145/3424978.3425025","url":null,"abstract":"In this paper, we have studied the impact of the antenna configuration on the performance of hybrid state-terrestrial relay networks (HSTRN) with a non-orthogonal multiple access (NOMA) scheme. To ensure the best outage performance of the primary user and maximize the communication capacity of the secondary users, we have proposed a multi-antenna selection scheme under the decode-and-forward (DF) strategy, which can greatly reduce the computational complexity. Firstly, we assume that there is no direct link between the satellite and the terrestrial user, and communication can only be assisted through the relay. Then, we derive users' exact outage probability expressions and asymptotic outage probability expressions under high signal-to-noise ratio (SNR). Finally, simulations are provided to validate the correctness of the theory and the impact of parameter configuration on the system outage performance.","PeriodicalId":178822,"journal":{"name":"Proceedings of the 4th International Conference on Computer Science and Application Engineering","volume":"131 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2020-10-20","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"132834061","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Application Prospect of Artificial Intelligence Technology Basted on the Large Call Center 基于大型呼叫中心的人工智能技术应用前景
Qiong Qian, Haifeng Yan, Zhenghui Wang
{"title":"Application Prospect of Artificial Intelligence Technology Basted on the Large Call Center","authors":"Qiong Qian, Haifeng Yan, Zhenghui Wang","doi":"10.1145/3424978.3425012","DOIUrl":"https://doi.org/10.1145/3424978.3425012","url":null,"abstract":"Artificial intelligence (AI) is an important technical support for the development of various industries in today's society. Call center, as an important window to serve customers, has more and more greatly depended on the AI technology, which trend to become the only way for the development of call center. This paper first analyzed the development status of AI. Then it reviewed the development process of call center and analyzed its current challenges. Furtherly, this paper put forward a technical framework based on AI technology to meet these challenges. In the end it analyzed the application scenarios in call center according to the characteristics of AI so as to provide experience for the intelligent development of call industry.","PeriodicalId":178822,"journal":{"name":"Proceedings of the 4th International Conference on Computer Science and Application Engineering","volume":"27 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2020-10-20","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"117209293","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 2
3D Imaging Techniques for Forensic Identification of Human Images 人体图像法医鉴定的3D成像技术
Jinhua Zeng, Xiulian Qiu, Shaopei Shi, Xinwei Bian, Huaping Zhu
{"title":"3D Imaging Techniques for Forensic Identification of Human Images","authors":"Jinhua Zeng, Xiulian Qiu, Shaopei Shi, Xinwei Bian, Huaping Zhu","doi":"10.1145/3424978.3425104","DOIUrl":"https://doi.org/10.1145/3424978.3425104","url":null,"abstract":"Traditional techniques on forensic identification of human images are more focused on the inspection and analysis of two-dimensional images, while 3D imaging has been around in some form for decades. In this paper, we use the 3D imaging techniques as a new solution for forensic human image identification. The 3D imaging will provide one more dimension information for forensic examination of human images. Firstly, we introduce a dimension classification theory to forensic identification of human images for the first time, namely, the two-dimension, quasi-3D, and three dimension based forensic human image identification techniques. We describe 3D imaging techniques for human being and the new 3D imaging based forensic human identification techniques are discussed, which will provide more intuitive human identity information perception experience in the visual examination for experts, and offer more dimensional individual information and visual angles for feature comparison. Moreover, the more detailed and precise visual features will be available for forensic identification of human images. With the increasingly maturity of the 3D imaging techniques, the dimensional innovation of techniques in the field of forensic identification of human images will be increasingly improved, and the accuracy of forensic identification of human images will be more comprehensively guaranteed.","PeriodicalId":178822,"journal":{"name":"Proceedings of the 4th International Conference on Computer Science and Application Engineering","volume":"4 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2020-10-20","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"134112907","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 1
Similarity Measurement Based on Non-linear Hash Coding 基于非线性哈希编码的相似性度量
Jinjin Zhu, Yaping Cai
{"title":"Similarity Measurement Based on Non-linear Hash Coding","authors":"Jinjin Zhu, Yaping Cai","doi":"10.1145/3424978.3425103","DOIUrl":"https://doi.org/10.1145/3424978.3425103","url":null,"abstract":"We propose an algorithm named non-linear deep hash (NLDH) to encode the object in the image into a series of compact binary codes through a structure called a non-linear hash coding module. Based on this, then, we propose a retrieval algorithm for similar images based on these binary codes in the image. This algorithm adopts the strategy from coarse-to-fine. Then the image level similarity calculation is carried out to complete the search of the most similar images. Finally, experiments were carried out on the Oxford buildings dataset and ancient painting image dataset in this paper. The experimental results show that our proposed algorithm has a higher retrieval ability than the ordinary deep hash method, and the retrieval accuracy and recall rate are greatly improved.","PeriodicalId":178822,"journal":{"name":"Proceedings of the 4th International Conference on Computer Science and Application Engineering","volume":"18 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2020-10-20","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"121280337","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
An Optimal Design Method of Conv2d Operator for TensorFlow Based on FPGA Accelerator 基于FPGA加速器的TensorFlow Conv2d算子优化设计方法
Rengang Li, Hongwei Kan, Dongdong Su, Yanwei Wang, Hongbo Zhao, Peilin Tong
{"title":"An Optimal Design Method of Conv2d Operator for TensorFlow Based on FPGA Accelerator","authors":"Rengang Li, Hongwei Kan, Dongdong Su, Yanwei Wang, Hongbo Zhao, Peilin Tong","doi":"10.1145/3424978.3424987","DOIUrl":"https://doi.org/10.1145/3424978.3424987","url":null,"abstract":"Currently, TensorFlow architecture only supports CPU and GPU programming, and has not yet formed a unified support standard for FPGAs. To the best of our knowledge, when forward operators in TensorFlow specifies a new device, the backward gradient operator in the same neural network cannot use the same device, which does not comply with rules about node device allocation in TensorFlow. Therefore, we propose an improved algorithm for node device allocation based on placement mechanism and an optimization algorithm for conv2d operator based on OpenCL. The proposed improved algorithm for node device allocation makes forward and backward operators based on FPGA accelerator satisfy the node and device allocation requirements for all TensorFlow operators, and the conv2d operator optimization algorithm based on OpenCL takes full advantage of the parallel computing advantages of FPGA. Finally, this paper uses the CNN LeNet5 model and the MNIST dataset to conduct corresponding experiments. Referring to conv2d operator, based on FPGA accelerator, we implement both the forward and backward operators involved in the first four layers of the model. The experimental results show that the accuracy of the three methods is above 98%. Compared with CPU and GPU, the accuracy difference is only about five thousandths. In addition, in the case of different batch sizes, we tested the runtime of conv2d operator in the first layer of this model. The results show that when the input batch size increased to 10000, the FPGA runs 9 times faster than the CPU. It proved that we proposed an optimization solution for TensorFlow to use FPGA operators for neural network calculations.","PeriodicalId":178822,"journal":{"name":"Proceedings of the 4th International Conference on Computer Science and Application Engineering","volume":"56 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2020-10-20","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"128426354","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 1
Research on Forward-looking Ranging Algorithm of Missile-borne Phased Array Detector Based on Pulse Compression 基于脉冲压缩的弹载相控阵探测器前视测距算法研究
Xude Cheng, Xuedong Xue, Jing Zhang, Shuai Zhang, Jian Qin
{"title":"Research on Forward-looking Ranging Algorithm of Missile-borne Phased Array Detector Based on Pulse Compression","authors":"Xude Cheng, Xuedong Xue, Jing Zhang, Shuai Zhang, Jian Qin","doi":"10.1145/3424978.3425034","DOIUrl":"https://doi.org/10.1145/3424978.3425034","url":null,"abstract":"Aiming at the forward-looking ranging problem of phased array detectors, this paper proposes a forward-looking ranging algorithm suitable for missile-borne phased array detectors, it uses stepped pulse compression to extract the distance information from the echo signal, and it achieves high-precision and high-efficiency distance the target area for a missile-borne platform with high real-time requirements. In this paper, the forward-looking ranging model of the missile-borne detector is established, and the linear frequency modulation sub-pulse frequency stepping signal system is used as the ranging signal. Then the ranging principle of the missile-borne detector is derived from the ranging theory. Finally, the ranging algorithm was verified through simulation experiments.","PeriodicalId":178822,"journal":{"name":"Proceedings of the 4th International Conference on Computer Science and Application Engineering","volume":"14 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2020-10-20","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"128720421","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
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