2022 6th International Conference on Communication and Information Systems (ICCIS)最新文献_第4页

Performance of Slotted ALOHA for LoRa-ESL Based on Adaptive Backoff and Intra Slicing 基于自适应后退和片内切片的LoRa-ESL开槽ALOHA性能研究

2022 6th International Conference on Communication and Information Systems (ICCIS) Pub Date : 2022-10-14 DOI: 10.1109/ICCIS56375.2022.9998155

Malak Abid Ali Khan, Hongbin Ma, Syed Muhammad Aamir, Anil Baris Cekderi, Mustak Ahamed, Abdulraman Abdo Ali Alsumeri

引用次数: 2

Convolutional Recurrent Neural Networks with Attention Mechanism for Streaming QoE Prediction 基于注意机制的卷积递归神经网络流QoE预测

2022 6th International Conference on Communication and Information Systems (ICCIS) Pub Date : 2022-10-14 DOI: 10.1109/ICCIS56375.2022.9998164

Xiaohan Zhang, Shufeng Li, Feng Hu

{"title":"Convolutional Recurrent Neural Networks with Attention Mechanism for Streaming QoE Prediction","authors":"Xiaohan Zhang, Shufeng Li, Feng Hu","doi":"10.1109/ICCIS56375.2022.9998164","DOIUrl":"https://doi.org/10.1109/ICCIS56375.2022.9998164","url":null,"abstract":"Cloud performing arts businesses has been accelerated by the advent of the 5G era and the COVID-19 pandemic, so there is a growing demand for a quality of experience (QoE) predictive model. However, QoE is a time series factor with nonlinear relationship influence, including subjective and objective factors named Quality of Service(QoS), which leads to a high complex prediction. To solve this problem, existing studies have utilized Long Short-term Memory Networks (LSTM) and Convolutional Neural Networks (CNN) to effectively capture this kind of complex dependency, respectively, to obtain excellent QoE prediction accuracy. However, they can not take into account the accuracy and computational efficiency at the same time. So we proposes CGRU-QoE, that is, using CNN to extract global information, using the variant of LSTM--Gate Recurrent Unit (GRU) to extract context information, and then following the Attention Mechanism. In addition, we introduced a new input factor representing bitrate. The proposed method is mainly validated in the LFOVIA database and is superior to the baseline method in terms of prediction accuracy and computational complexity.","PeriodicalId":398546,"journal":{"name":"2022 6th International Conference on Communication and Information Systems (ICCIS)","volume":"30 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2022-10-14","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"126005419","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 of Dynamic Weight Particle Swarm Optimization with Cross Factor in Joint Calibration 交叉因子动态加权粒子群优化在联合标定中的应用

2022 6th International Conference on Communication and Information Systems (ICCIS) Pub Date : 2022-10-14 DOI: 10.1109/ICCIS56375.2022.9998132

Chao Jiang, Wei Wang, Dewei Yang, Yan Yang, Huayun Mao

引用次数: 0

iGYM: Implementation of Image Recognition Using Silhouette Extraction and Artificial Neural Network as Gym Instructor 基于轮廓提取和人工神经网络的体操教练图像识别实现

2022 6th International Conference on Communication and Information Systems (ICCIS) Pub Date : 2022-10-14 DOI: 10.1109/ICCIS56375.2022.9998150

I. V. R. Domingo, Christian James Sunga, Miguell Comia

引用次数: 0

Congestion Control of Bilinear Continuous Communication Network Control System Based on PID Active Queue Management 基于PID主动队列管理的双线性连续通信网络控制系统拥塞控制

2022 6th International Conference on Communication and Information Systems (ICCIS) Pub Date : 2022-10-14 DOI: 10.1109/ICCIS56375.2022.9998148

Jin Li, Peng Liu

引用次数: 0