2021 IEEE International Conference on Electronic Technology, Communication and Information (ICETCI)最新文献_第4页

Improved few shot learning classification methods fused with attention mechanism 改进了几种融合注意机制的射击学习分类方法

2021 IEEE International Conference on Electronic Technology, Communication and Information (ICETCI) Pub Date : 2021-08-27 DOI: 10.1109/ICETCI53161.2021.9563545

Gaihua Wang, Xu Zheng, Lei Cheng, Xizhou Wan, Zhao Guo

{"title":"Improved few shot learning classification methods fused with attention mechanism","authors":"Gaihua Wang, Xu Zheng, Lei Cheng, Xizhou Wan, Zhao Guo","doi":"10.1109/ICETCI53161.2021.9563545","DOIUrl":"https://doi.org/10.1109/ICETCI53161.2021.9563545","url":null,"abstract":"In view of the problem that deep learning training samples are less likely to be over-fitted, and the embedding module is easy to ignore important feature information, this paper proposes an improved few-shot learning classification method that integrates the attention mechanism. The channel attention mechanism and the fusion attention mechanism is embedded in different stages of the network to extract semantic and texture features of different scales. In addition, the swish function is introduced into the embedding module, which effectively reduces the dependence between parameters and alleviates the occurrence of overfitting, which better shows the nonlinear modeling ability of the few-shot learning network. Test results on public data sets such as Omniglot and miniImagenet have improved. The experimental results show that the proposed method can effectively extract complex important feature information in the data set and alleviate the occurrence of overfitting with a small number of training samples, and is useful in image classification tasks. A good performance improvement has been achieved in the.","PeriodicalId":170858,"journal":{"name":"2021 IEEE International Conference on Electronic Technology, Communication and Information (ICETCI)","volume":"57 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2021-08-27","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"132003251","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 Multi-feature Fusion for Support Vector Machine Image Classification Algorithm 多特征融合支持向量机图像分类算法研究

2021 IEEE International Conference on Electronic Technology, Communication and Information (ICETCI) Pub Date : 2021-08-27 DOI: 10.1109/ICETCI53161.2021.9563611

Lixia Deng, Hongquan Li, Haiying Liu, Hui Zhang, Yang Zhao

引用次数: 0

Hybrid consensus algorithm based on hierarchy authority 基于层次授权的混合共识算法

2021 IEEE International Conference on Electronic Technology, Communication and Information (ICETCI) Pub Date : 2021-08-27 DOI: 10.1109/ICETCI53161.2021.9563559

Yong Pan, Wei Wei, Yi Liu, Cheng Zhu

{"title":"Hybrid consensus algorithm based on hierarchy authority","authors":"Yong Pan, Wei Wei, Yi Liu, Cheng Zhu","doi":"10.1109/ICETCI53161.2021.9563559","DOIUrl":"https://doi.org/10.1109/ICETCI53161.2021.9563559","url":null,"abstract":"Consensus algorithm is the key to achieve consistent data state in blockchain system. The existing consensus algorithm of consortium blockchain is mainly designed on the basis of equal status of participating nodes. For the hierarchical structure more commonly seen in social life, business management and military command, the current algorithms cannot provide good solutions. In this paper, we propose a hybrid consensus algorithm based on hierarchical authority, which is suitable for node groups with hierarchical relations. By analyzing the advantages and disadvantages of PBFT algorithm and Raft algorithm, the method combines the two algorithms to suit characteristics of hierarchical systems. Firstly, an authority value is initialized for each node according to the hierarchical relationship, and then the nodes are stratified according to the authority value. Raft algorithm is adopted at the lower level, and PBFT algorithm is adopted at the higher level. Through the stratification mechanism, the communication volume is reduced and the consensus efficiency is effectively improved. Secondly, the authoritative value assignment strategy is introduced in the PBFT to effectively limit the malicious attack behavior, and the monitor node is introduced in the Raft algorithm to improve the Byzantine fault tolerance. The experimental results show that, our proposed method has high consensus efficiency while maintaining Byzantine fault-tolerant ability in hierarchical systems.","PeriodicalId":170858,"journal":{"name":"2021 IEEE International Conference on Electronic Technology, Communication and Information (ICETCI)","volume":"83 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2021-08-27","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"126275722","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

Research on the Method of Measuring Equipment Calibration Period Adjustment Based on Reaction Method 基于反应法的测量设备校准周期调整方法研究

2021 IEEE International Conference on Electronic Technology, Communication and Information (ICETCI) Pub Date : 2021-08-27 DOI: 10.1109/ICETCI53161.2021.9563464

Ting Zhang, Sheng Li, Jixin Liu, Jianchao Xia, Chuyao He

引用次数: 0

Research on QR code file transmission technology in complex environment 复杂环境下QR码文件传输技术研究

2021 IEEE International Conference on Electronic Technology, Communication and Information (ICETCI) Pub Date : 2021-08-27 DOI: 10.1109/ICETCI53161.2021.9563494

Zhang Heng, H. Jianguo, Xi Haiyan, L. Xiaolong, Yue Linfang, Zhu Junpeng

引用次数: 1

Analysis of the structural parameters of the dust hood in a soda particle gas-solid jet removal plant 碱颗粒气固射流除尘装置除尘罩结构参数分析

2021 IEEE International Conference on Electronic Technology, Communication and Information (ICETCI) Pub Date : 2021-08-27 DOI: 10.1109/ICETCI53161.2021.9563420

Jing Wang, Yingying Wei, Jinshi Lu

引用次数: 0

An Improved Particle Filter Based on Robustness Factor and Weight Optimization 基于鲁棒性因子和权值优化的改进粒子滤波

2021 IEEE International Conference on Electronic Technology, Communication and Information (ICETCI) Pub Date : 2021-08-27 DOI: 10.1109/ICETCI53161.2021.9563362

Zhao Hui, W. Lifen, Zhao Jiangtao, Nie Chen

引用次数: 0

Research on Key Technologies of Shared Parking Space Based on Internet of Things 基于物联网的共享车位关键技术研究

2021 IEEE International Conference on Electronic Technology, Communication and Information (ICETCI) Pub Date : 2021-08-27 DOI: 10.1109/ICETCI53161.2021.9563549

Tianfeng Zhou, Zexing Wu, Hongsen Huang

引用次数: 1

Review on Application of Wireless Sensor Network in Ship 无线传感器网络在船舶中的应用综述

2021 IEEE International Conference on Electronic Technology, Communication and Information (ICETCI) Pub Date : 2021-08-27 DOI: 10.1109/ICETCI53161.2021.9563601

Jiang Rifan, Yan Pitao

引用次数: 0

Research on Process Optimization Technology Based on Robot Automation (RPA) 基于机器人自动化(RPA)的过程优化技术研究

2021 IEEE International Conference on Electronic Technology, Communication and Information (ICETCI) Pub Date : 2021-08-27 DOI: 10.1109/ICETCI53161.2021.9563614

Guo Huina

引用次数: 0