{"title":"Learning Embedding Adaptation for ISAR Image Recognition with Few Samples","authors":"Yi Yang, Xunzhang Gao, Qinmu Shen","doi":"10.1109/ICTC51749.2021.9441619","DOIUrl":"https://doi.org/10.1109/ICTC51749.2021.9441619","url":null,"abstract":"Inverse Synthetic Aperture Radar (ISAR) image recognition with few samples is a key challenge for space target recognition. Prototype network addresses this challenge by learning an embedding function from training set and applying the function to targets from test set with few samples, but the learned embedding function is not optimal relative to unknown tasks. To this end, this paper employs a type of triple attention mechanism called Transformer to transform the embeddings from task-agnostic to task-specific by establishing the dimensional dependency between labeled samples and targets to be identified in the task. The experimental results show that proposed method improves recognition accuracy by 24.92% in 5-way 1-shot task and 18.35% in 5-way 5-shot task, which verifies the effectiveness of the method.","PeriodicalId":352596,"journal":{"name":"2021 2nd Information Communication Technologies Conference (ICTC)","volume":"40 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2021-05-07","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"127441516","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}
Yongqing Yu, Bingcheng Zhu, Zaichen Zhang, Lei Wang, Liang Wu, J. Dang
{"title":"Indoor Visible Light Localization Algorithm with the Optimal Optical Angle-of-Arrival Estimator","authors":"Yongqing Yu, Bingcheng Zhu, Zaichen Zhang, Lei Wang, Liang Wu, J. Dang","doi":"10.1109/ICTC51749.2021.9441621","DOIUrl":"https://doi.org/10.1109/ICTC51749.2021.9441621","url":null,"abstract":"Visible light communication (VLC) has been widely used in many applications because it can support lighting and communication simultaneously. Based on VLC, many attractive localization technologies are proposed, especially angle-of-arrival (AOA) algorithm. Existing AOA systems exploit optical receivers to detect the light power, but the receivers may not be arranged as the optimal orientations to reduce the localization error. In this letter, we employ an optimal optical omnidirectional angle estimator (OOAE) as the receiver, and a novel three dimensional (3D) localization algorithm is proposed, which requires low computational cost. Furthermore, we propose two supplemented methods to reduce the positioning error when more than two white light-emitting diodes (LEDs) are exploited. Experimental results show that the proposed algorithm can achieve centimeter-level accuracy, which would provide constructive insights for the design of AOA systems.","PeriodicalId":352596,"journal":{"name":"2021 2nd Information Communication Technologies Conference (ICTC)","volume":"226 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2021-05-07","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"114423065","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}
{"title":"Performance Analysis of CRS Interference Mitigation Algorithm in LTE and NR Coexistence Scenario","authors":"Sen Xu, Jincan Xin, S. Xiong, Zhenqiang Sun","doi":"10.1109/ICTC51749.2021.9441653","DOIUrl":"https://doi.org/10.1109/ICTC51749.2021.9441653","url":null,"abstract":"The LTE and NR coexistence on the same frequency band is inevitable during the transition period from LTE to NR. The field trial result has shown the inter-cell interference caused by cell reference signal from surrounding LTE cells reduces the 5G system performance severely. In view of the fact that the traditional CRS-IC algorithms which increase the design complexity of UE receiver structures need to estimate CRS interference from the domain interfering cell and subtracted from the received signal sequentially, low complexity interference algorithm based on network assistance is considered as a promising technology for 5G commercial UE and network. In this paper, a novel interference mitigation algorithm for NR system is proposed to reduce the co-channel interference from LTE cell. The performance of proposed solution is evaluated and compared to the zero-power rate matching-based solution by means of link level simulations that follow the 3GPP guidelines. The simulation results show that the proposed solution can provide significant gains.","PeriodicalId":352596,"journal":{"name":"2021 2nd Information Communication Technologies Conference (ICTC)","volume":"4 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2021-05-07","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"123088940","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}
{"title":"Free-Space Optical Communication with Finite Acceptance Aperture Using Concentric Perfect Optical Vortex","authors":"Mengmeng Li","doi":"10.1109/ICTC51749.2021.9441604","DOIUrl":"https://doi.org/10.1109/ICTC51749.2021.9441604","url":null,"abstract":"The paper simulate a free-space optical communication using concentric perfect optical vortex (CPOV) beam for data transmission, where the CPOV beam is generated by loading a spatial light modulator with perfect optical vortex (POV) phases of different radii, and the CPOV beam is detected through the modified Mach–Zehnder interferometer (MZI) consisting of the standardized MZI, a Dove Prism (DP) and a glass sheet. Meanwhile, the CPOV beam is used for binary and hexadecimal encoding to achieve OAM shift keying communication for data transmission, showing zero error rate. The work indicates that the CPOV beam could be used in optical communication, which can increase capacity at finite aperture, and laid the foundation for increasing communication capacity in the limited range.","PeriodicalId":352596,"journal":{"name":"2021 2nd Information Communication Technologies Conference (ICTC)","volume":"4 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2021-05-07","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"123023934","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}
{"title":"Cultivation of Innovation Ability in Practical Teaching of Mechanics under New Engineering","authors":"Hui Yan, Zhaobo Chen, Y. Jiao","doi":"10.1109/ICTC51749.2021.9441608","DOIUrl":"https://doi.org/10.1109/ICTC51749.2021.9441608","url":null,"abstract":"Taking the construction and implementation of \"new engineering\" as the background, this paper optimizes the training scheme of mechanical specialty, reconstructs the curriculum system of mechanical specialty, strengthens the practice innovation ability, focuses on the cultivation of comprehensive practice and design and manufacturing innovation ability according to the construction status of mechanical major. And in this paper, in order to improve students’ innovative spirit and practical ability, we have built a professional experiment platform and innovative practice platform, constructed a teaching system which including in-class practice and extra-curricular practice, to improve students’ innovative spirit and practical ability. The preliminary practice of the new scheme cultivates students’ enthusiasm and interest in learning, opens up their thinking space and improves their mechanical innovative design ability. The practical example of training innovative talents for mechanical specialty has achieved good results and provided a reference for the reform of the relevant course system for mechanical specialty.","PeriodicalId":352596,"journal":{"name":"2021 2nd Information Communication Technologies Conference (ICTC)","volume":"14 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2021-05-07","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"127896186","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}
Wei Bai, Yang Lu, Di Zhai, Bowen Liu, Letian Li, Suxing Zhu
{"title":"Power System Sensor Network Routing Clustering Method Based on Particle Swarm Optimization Algorithm","authors":"Wei Bai, Yang Lu, Di Zhai, Bowen Liu, Letian Li, Suxing Zhu","doi":"10.1109/ICTC51749.2021.9441613","DOIUrl":"https://doi.org/10.1109/ICTC51749.2021.9441613","url":null,"abstract":"In order to balance the transmission efficiency and energy consumption of the power system sensor network, we proposed an algorithm that improved the parameter adjustment mode of the particle swarm optimization (PSO) algorithm. To complete effective routing and clustering, and to extend the lifetime of the network, we analyze the energy level and transmission status of sensor nodes and other parameters. The simulation results show that the solution has a more balanced energy consumption while meeting the data transmission efficiency of power system equipment.","PeriodicalId":352596,"journal":{"name":"2021 2nd Information Communication Technologies Conference (ICTC)","volume":"2 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2021-05-07","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"125749080","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}
Tian Chuan, Gong Sirui, Wang Han, Zhu Jialei, Wang Zhenlong, Huang Chao, Wang Yukui
{"title":"Project-Based Learning Design in the Course of \"Fundamentals of Machinery Manufacturing Technology\"","authors":"Tian Chuan, Gong Sirui, Wang Han, Zhu Jialei, Wang Zhenlong, Huang Chao, Wang Yukui","doi":"10.1109/ICTC51749.2021.9441636","DOIUrl":"https://doi.org/10.1109/ICTC51749.2021.9441636","url":null,"abstract":"The course \"Fundamentals of Mechanical Manufacturing Technology\" plays an important role in the education of undergraduates majoring in machinery. In order to improve the teaching quality effectively, the application of project-based learning (PBL) is carried out by referring to the teaching experience of other universities. The project takes \"design of carbide indexable turning tool\" as an example, and combines the simulation of turning tool with the teaching content, so that students can master new knowledge in practice. When assigning project tasks, make every student design the indexable turning tool applied in different working conditions, so as to differentiate the design content; After the simulation, the data of each student collected by teacher which analyzed in class, so as to strengthen the students' grasp of the process law. It is a kind of problem-oriented teaching method; thus, it is helpful for students to master basic knowledge and cultivate practical ability.","PeriodicalId":352596,"journal":{"name":"2021 2nd Information Communication Technologies Conference (ICTC)","volume":"6 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2021-05-07","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"128534296","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}
{"title":"Matrix Estimation Based on Single Source Labeling","authors":"Ning Pan, Lichun Li","doi":"10.1109/ICTC51749.2021.9441634","DOIUrl":"https://doi.org/10.1109/ICTC51749.2021.9441634","url":null,"abstract":"In order to solve the problem of matrix estimation in underdetermined blind source separation, a matrix estimation method based on single source labeling was proposed. Firstly, the unknown mixed signals of each channel were predicted and classified by semantic segmentation network, and the single source points and mixed time-frequency points were labeled respectively. The threshold was set to obtain the high-score single source points of each category. Then, the interval probability statistical detection method was used to remove the interference points in semantic single source points, improve the accuracy of mixed matrix estimation. The experimental results show that the accuracy of the proposed algorithm in estimating the number of source signals at low SNR is much higher than that of the comparison algorithm, and the normalized mean square error of the estimation matrix is about 4 dB lower than that of the comparison algorithm.","PeriodicalId":352596,"journal":{"name":"2021 2nd Information Communication Technologies Conference (ICTC)","volume":"134 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2021-05-07","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"117146418","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}
{"title":"Research on Customized Learning Method of MOOC","authors":"Jun Li, Jihong Sun, Lei Hu, Wen-Qi Dai","doi":"10.1109/ICTC51749.2021.9441654","DOIUrl":"https://doi.org/10.1109/ICTC51749.2021.9441654","url":null,"abstract":"Aiming at the problem that it is difficult to carry out differentiated learning according to students' ability and knowledge level in the current MOOC learning process, this paper designs an online course design method that can be customized for learning. Through this method, complex course knowledge points can be customized for students, so as to meet the needs of large-scale online learning.","PeriodicalId":352596,"journal":{"name":"2021 2nd Information Communication Technologies Conference (ICTC)","volume":"43 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2021-05-07","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"124721385","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}
{"title":"Design and Implementation of A Vulnerability-Tolerant Reverse Proxy Based on Moving Target Defense for E-Government Application","authors":"Zhongyong Chen, Liegang Han, Yongshun Xu, Zuwei Yu","doi":"10.1109/ICTC51749.2021.9441622","DOIUrl":"https://doi.org/10.1109/ICTC51749.2021.9441622","url":null,"abstract":"The digital transformation is injecting energy into economic growth and governance improvement for the china government. Digital governance and e-government services are playing a more and more important role in public management and social governance. Meanwhile, cyber-attacks and threats become the major challenges for e-government application systems. In this paper, we proposed a novel dynamic access entry scheme for web application, which provide a rapidly-changing defender-controlled attack surface based on Moving Target Defense (MTD) technology. The scheme can turn the static keywords of Uniform Resource Locator (URL) into the dynamic and random ones, which significantly increase the cost to adversaries attack. We present the prototype of the proposed scheme and evaluate the feasibility and effectiveness. The experimental results demonstrated the scheme is practical and effective.","PeriodicalId":352596,"journal":{"name":"2021 2nd Information Communication Technologies Conference (ICTC)","volume":"738 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2021-05-07","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"122793688","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}