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2022 International Conference on Information Processing and Network Provisioning (ICIPNP)最新文献

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A Study of Remote Sensing Image Ground Segmentation on Deep Learning 基于深度学习的遥感图像地面分割研究
2022 International Conference on Information Processing and Network Provisioning (ICIPNP) Pub Date : 2022-09-01 DOI: 10.1109/ICIPNP57450.2022.00023
Dongdong Li, Yun Shen, Peng Ding
{"title":"A Study of Remote Sensing Image Ground Segmentation on Deep Learning","authors":"Dongdong Li, Yun Shen, Peng Ding","doi":"10.1109/ICIPNP57450.2022.00023","DOIUrl":"https://doi.org/10.1109/ICIPNP57450.2022.00023","url":null,"abstract":"Remote sensing image segmentation plays an important role in the field of satellite image research. However, when dealing with the non-linear relationship with high spatial complexity, the accuracy of ground object segmentation is often low. Therefore, this paper proposes two methods of deep learning to improve the accuracy of ground object segmentation. This paper develops a method of integrated segmentation based on UNET integrated network. Several trained UNET network models are integrated with the weighted average method to get the UNET integrated network model. Then the CBAM (convolutional block attention module) is combined with UNET to get UNET attention model. The experimental results show that the segmentation accuracy of the improved UNET is higher.","PeriodicalId":231493,"journal":{"name":"2022 International Conference on Information Processing and Network Provisioning (ICIPNP)","volume":"467 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2022-09-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"123879076","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
A System and Method of Production Line Task Allocation Based on MEC 基于MEC的生产线任务分配系统与方法
2022 International Conference on Information Processing and Network Provisioning (ICIPNP) Pub Date : 2022-09-01 DOI: 10.1109/ICIPNP57450.2022.00041
Yuying Xue, Shen Yun, Du Huibin, Yaqi Song, M. Cheriet
{"title":"A System and Method of Production Line Task Allocation Based on MEC","authors":"Yuying Xue, Shen Yun, Du Huibin, Yaqi Song, M. Cheriet","doi":"10.1109/ICIPNP57450.2022.00041","DOIUrl":"https://doi.org/10.1109/ICIPNP57450.2022.00041","url":null,"abstract":"Industrial intelligence has a high demand for resources, edge computing has the characteristics of fast processing speed and strong privacy, it has become an important technology to promote industrial intelligence. In this paper, a task distribution system based on MEC (Multi-access Edge Computing) is built for the industrial scenario, which supports the task migration between MECs. The production line inspection module records task information in real time and provides a basis for task assignment. The perception module monitors MEC resources and task execution in real time. In order to improve the utilization rate of edge resources, the task allocation module comprehensively considers MEC status and task requirements to build the optimization model. In order to improve the optimization ability, this paper proposes an IGA (Improved Genetic Algorithm). IGA increases the MEC credibility factor in the process of gene mutation, which can ensure the diversity of the gene and improve the convergence speed, and finally realizes a reasonable allocation of production line tasks.","PeriodicalId":231493,"journal":{"name":"2022 International Conference on Information Processing and Network Provisioning (ICIPNP)","volume":"149 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2022-09-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"115587006","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
A Cavity RCS Measurement Method Based on Microwave Imaging Extraction 基于微波成像提取的腔体RCS测量方法
2022 International Conference on Information Processing and Network Provisioning (ICIPNP) Pub Date : 2022-09-01 DOI: 10.1109/ICIPNP57450.2022.00027
Lingkang Kong, Jingcheng Zhao, M. Kadoch, Zhihua Chen, Zhengfa Zuo
{"title":"A Cavity RCS Measurement Method Based on Microwave Imaging Extraction","authors":"Lingkang Kong, Jingcheng Zhao, M. Kadoch, Zhihua Chen, Zhengfa Zuo","doi":"10.1109/ICIPNP57450.2022.00027","DOIUrl":"https://doi.org/10.1109/ICIPNP57450.2022.00027","url":null,"abstract":"The cavity scattering brought by the inlet is an important scattering source of the stealth UAV, so obtaining the scattering characteristics of the cavity target in the installed state is an important topic for the stealth performance test of the UAV. After installation, the cavity target is wrapped inside the aircraft, and its outer surface does not produce scattering contribution. In order to effectively eliminate the scattering from the external surface of the cavity and obtain the accurate scattering characteristics inside the cavity, the algorithm of microwave imaging reverse RCS is applied to the test of the cavity in this paper. After the cavity is imaged by ISAR, the method removes the strong scattering region of the outer wall of the cavity, so as to obtain a new ISAR image. Moreover, it integrates the new ISAR image to obtain the echo information inside the cavity under the installed state. The simulation results show that this method can effectively eliminate the scattering from the outer wall of the cavity and evaluate the inlet RCS of UAV at large incident angle.","PeriodicalId":231493,"journal":{"name":"2022 International Conference on Information Processing and Network Provisioning (ICIPNP)","volume":"1 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2022-09-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"130683545","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
Research on Preventive Maintenance of Industrial Internet Based on Reinforcement Learning 基于强化学习的工业互联网预防性维护研究
2022 International Conference on Information Processing and Network Provisioning (ICIPNP) Pub Date : 2022-09-01 DOI: 10.1109/ICIPNP57450.2022.00007
Mengxuan Ma, Zuhao Wang, Shengjie Wang, Peng Lin
{"title":"Research on Preventive Maintenance of Industrial Internet Based on Reinforcement Learning","authors":"Mengxuan Ma, Zuhao Wang, Shengjie Wang, Peng Lin","doi":"10.1109/ICIPNP57450.2022.00007","DOIUrl":"https://doi.org/10.1109/ICIPNP57450.2022.00007","url":null,"abstract":"In the Industrial Internet, the failure prediction and health management of industrial equipment can help managers to further predict and determine the damage and danger of the current equipment, ensure the safe and stable operation of industrial equipment. A reasonable forecast and management plan can greatly save the cost in the industrial production process and improve the industrial production efficiency. In order to adapt to more complex application scenarios, this paper models multiple devices with different decay rates and their upstream production buffers in a pipeline system. Considering the semi-Markov decision process corresponding to different decay rates, a preventive maintenance strategy based on DDQN is proposed. This strategy can help managers determine the optimal maintenance methods for different types of equipment under the condition of limited resources, achieve the purpose of increasing production and reducing maintenance costs, and has a certain guiding role in solving equipment maintenance problems in the actual production process.","PeriodicalId":231493,"journal":{"name":"2022 International Conference on Information Processing and Network Provisioning (ICIPNP)","volume":"28 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2022-09-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"134202394","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
Discussion on 6G Network Architecture Based on Evolution 基于演进的6G网络架构探讨
2022 International Conference on Information Processing and Network Provisioning (ICIPNP) Pub Date : 2022-09-01 DOI: 10.1109/ICIPNP57450.2022.00011
Yanxia Xing, Pengyu Li, Jinvan Li
{"title":"Discussion on 6G Network Architecture Based on Evolution","authors":"Yanxia Xing, Pengyu Li, Jinvan Li","doi":"10.1109/ICIPNP57450.2022.00011","DOIUrl":"https://doi.org/10.1109/ICIPNP57450.2022.00011","url":null,"abstract":"The key issue discussed in this paper is: what functions should 6G network have and how to design a 6G network architecture to better support the requirements of cloud games, Internet of Vehicles, and even the meta universe. Based on the analysis and understanding of technology and business evolution, this paper proposed that the 6G network will support AIaaS (AI as a Service), CPaaS (Computing Power as a Service), SaaS (Sensing as a Service), and other new services and network function based on supporting connection services. New services came up with new demands on network function, and will also influence the 6G network architecture. This paper proposed the idea of enhancing the architecture based on service-based architecture.","PeriodicalId":231493,"journal":{"name":"2022 International Conference on Information Processing and Network Provisioning (ICIPNP)","volume":"71 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2022-09-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"132866561","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
Research on Microwave Imaging of Airborne Antenna 机载天线微波成像研究
2022 International Conference on Information Processing and Network Provisioning (ICIPNP) Pub Date : 2022-09-01 DOI: 10.1109/ICIPNP57450.2022.00021
Jiabi Li, Jingcheng Zhao, Lingkang Kong, Yanhan Li
{"title":"Research on Microwave Imaging of Airborne Antenna","authors":"Jiabi Li, Jingcheng Zhao, Lingkang Kong, Yanhan Li","doi":"10.1109/ICIPNP57450.2022.00021","DOIUrl":"https://doi.org/10.1109/ICIPNP57450.2022.00021","url":null,"abstract":"At present, wireless communication technology is in a period of rapid development. As the transceiver of radio waves, the performance of the antenna directly affects the quality of communication. However, in practical application, the aircraft surface antenna will be affected by natural factors such as environment and weather, which greatly increases the hidden danger of failure. Therefore, the detection of antenna performance is very important. However, the traditional method of using a vector network analyzer to detect the reflection coefficient of antenna ports one by one has the disadvantages of cumbersome process and low efficiency. Based on antenna scattering theory, this paper introduces microwave imaging technology to analyze the scattering characteristics of aircraft surface antennas and verify the feasibility of the method by designing antenna and load models so that they are at different matching degrees.","PeriodicalId":231493,"journal":{"name":"2022 International Conference on Information Processing and Network Provisioning (ICIPNP)","volume":"86 11","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2022-09-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"120886973","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
Performance Analysis of 2.1 GHz FDD Spectrum Re-farming Scheme Based on MOCN Network 基于MOCN网络的2.1 GHz FDD频谱重分配方案性能分析
2022 International Conference on Information Processing and Network Provisioning (ICIPNP) Pub Date : 2022-09-01 DOI: 10.1109/ICIPNP57450.2022.00032
J. Hou, Han Guo, Zhirong Zhang, Chunlei Hu, Xiaohan Xu, Pingping Lin
{"title":"Performance Analysis of 2.1 GHz FDD Spectrum Re-farming Scheme Based on MOCN Network","authors":"J. Hou, Han Guo, Zhirong Zhang, Chunlei Hu, Xiaohan Xu, Pingping Lin","doi":"10.1109/ICIPNP57450.2022.00032","DOIUrl":"https://doi.org/10.1109/ICIPNP57450.2022.00032","url":null,"abstract":"Spectrum planning is crucial for the construction and development of 5G basic networks. The 3.5GHz band currently used for 5G has a short wavelength with the disadvantages of weak propagation capability, small coverage area and limited uplink coverage. In order to reduce costs and increase efficiency, re-farming low-frequency 2.1GHz has become an important way for operators to deploy networks. However, 2.1GHz is used as a supplementary and support frequency band for 4G LTE capacity with high load in rooms and urban areas, which can not be used for the entire frequency band for 5G. In this paper, the current frequency usage of 2.1GHz is sorted out to develop various technical solutions based on MOCN. Further, the proposed solutions are tested in field trials for performance comparison. Finally, considering industry maturity and network evolution, a deployment strategy suitable for operators' 2.1GHz FDD frequency band re-farming is formulated.","PeriodicalId":231493,"journal":{"name":"2022 International Conference on Information Processing and Network Provisioning (ICIPNP)","volume":"56 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2022-09-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"126255223","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
UAV Target Tracking Technology Based on Improved GM-PHD Filter 基于改进GM-PHD滤波器的无人机目标跟踪技术
2022 International Conference on Information Processing and Network Provisioning (ICIPNP) Pub Date : 2022-09-01 DOI: 10.1109/ICIPNP57450.2022.00033
Chunying Zhou, Tao Hong, Tao Tang, Ke Zhang, Zhihua Chen
{"title":"UAV Target Tracking Technology Based on Improved GM-PHD Filter","authors":"Chunying Zhou, Tao Hong, Tao Tang, Ke Zhang, Zhihua Chen","doi":"10.1109/ICIPNP57450.2022.00033","DOIUrl":"https://doi.org/10.1109/ICIPNP57450.2022.00033","url":null,"abstract":"The integration of 6G technology and blockchain has promoted the booming development of UAV industry, but the accompanying national social security issues have also attracted public attention. In view of UAV's characteristics of “low, slow and small” and flexible turning, there is an urgent need for a technology that can eliminate background clutter and complete target tracking of multiple UAVs. At present, most of the existing researches tend to track the technology processing which depends on the detection results, and the detection performance is poor and the tracking instability is easy to occur. Based on GM-PHD filter and combined with machine learning, this paper proposes a DGM-PHD filter with high tracking performance, and evaluates it through MATLAB simulation software, using OSPA distance as evaluation index. The results show that the DGM-PHD filter performs better than the GM-PHD filter in the multi-UAV tracking problem under the uniformly accelerated linear motion, and achieves good tracking effect.","PeriodicalId":231493,"journal":{"name":"2022 International Conference on Information Processing and Network Provisioning (ICIPNP)","volume":"1 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2022-09-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"129867417","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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