2014 4th IEEE International Conference on Network Infrastructure and Digital Content最新文献

Traffic engineering framework with machine learning based meta-layer in software-defined networks 软件定义网络中基于机器学习元层的流量工程框架

2014 4th IEEE International Conference on Network Infrastructure and Digital Content Pub Date : 2014-12-30 DOI: 10.1109/ICNIDC.2014.7000278

L. Yanjun, Li Xiaobo, Yoshie Osamu

{"title":"Traffic engineering framework with machine learning based meta-layer in software-defined networks","authors":"L. Yanjun, Li Xiaobo, Yoshie Osamu","doi":"10.1109/ICNIDC.2014.7000278","DOIUrl":"https://doi.org/10.1109/ICNIDC.2014.7000278","url":null,"abstract":"Software-defined networks is an emerging architecture that separates the control plane and data plane. This paradigm enables flexible network resource allocations for traffic engineering, which aims to gain better network capacity and improved delay and loss performance. As we know, many heuristic algorithms have been developed to solve the dynamic routing problem. Whereas they lead to a high computational time cost, which results in a crucial problem whether such a heuristic approach to this NP-complete problem is of any use in practice. This paper proposes a framework with supervised machine learning based meta-layer to solve the dynamic routing problem in real time. We construct multiple machine learning modules in meta-layer, whose training set is consist of heuristic algorithm's input and its corresponding output. We show that after training process, the meta-layer will give heuristic-like results directly and independently, substituting for the time-consuming heuristic algorithm. We demonstrate, by analysis and simulation, our framework effectively enhance the network performance. Finally, the meta-layer architecture is quite universal and can be extended in numerous ways to accommodate a variety of traffic engineering scenarios in the network.","PeriodicalId":181478,"journal":{"name":"2014 4th IEEE International Conference on Network Infrastructure and Digital Content","volume":"2 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2014-12-30","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"133195723","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: 31

BER analysis of cognitive simo network basedon D-S theory 基于D-S理论的认知simo网络误码分析

2014 4th IEEE International Conference on Network Infrastructure and Digital Content Pub Date : 2014-09-01 DOI: 10.1109/ICNIDC.2014.7000330

Chang Yuan, Liao Yonghua, S. Yanhua, Lin Jiaru

引用次数: 1

Adaptive noise reduction method using noise modeling for TOF sensor 基于噪声建模的TOF传感器自适应降噪方法

2014 4th IEEE International Conference on Network Infrastructure and Digital Content Pub Date : 2014-09-01 DOI: 10.1109/ICNIDC.2014.7000273

Kim Joong-Sik, J. Hoon, Kim Whoi-yul

引用次数: 2

User-oriented vehicle charging profile service in cloud environment 云环境下面向用户的车辆充电档案服务

2014 4th IEEE International Conference on Network Infrastructure and Digital Content Pub Date : 2014-09-01 DOI: 10.1109/ICNIDC.2014.7000326

Juho Lee, Sungkwon Park

引用次数: 0

A hybrid scheme for instantaneous recovery route design with two different coding aware scenarios 两种不同编码感知场景下瞬时恢复路由设计的混合方案

2014 4th IEEE International Conference on Network Infrastructure and Digital Content Pub Date : 2014-09-01 DOI: 10.1109/ICNIDC.2014.7000341

Pham Vu Phong, A. H. Al Muktadir, E. Oki

{"title":"A hybrid scheme for instantaneous recovery route design with two different coding aware scenarios","authors":"Pham Vu Phong, A. H. Al Muktadir, E. Oki","doi":"10.1109/ICNIDC.2014.7000341","DOIUrl":"https://doi.org/10.1109/ICNIDC.2014.7000341","url":null,"abstract":"In order to reduce the required backup resources for 1+1 protection, while maintaining its instantaneous recovery advantage, two coding aware scenarios were presented, namely the traffic splitting (TS) scenario and the two sources and a common destination (2SD) scenario. Coding based 1+1 protection route design for all possible source destination pair by utilizing TS and 2SD scenarios, individually, were addressed in previous works. In those works about 15% (for 2SD) and 20% (for TS) resource saving were reported. In theory, maximum possible resource saving for 2SD scenarios is about 25% and that of for TS scenarios is about 50%. This paper proposes a hybrid scheme for coding based 1+1 protection route design for all possible source destination pairs, where the TS and 2SD scenarios are used intelligently according to the largest effective gain first policy. We evaluate our proposed scheme in several fixed network topologies. Numerical results observe that our scheme with both scenarios achieves about 26% resource saving, it is 7% higher than the worst cases when TS and 2SD scenarios are individually used in route design.","PeriodicalId":181478,"journal":{"name":"2014 4th IEEE International Conference on Network Infrastructure and Digital Content","volume":"46 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2014-09-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"129745455","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

A new three-layer QoE modeling method for HTTP video streaming over wireless networks 一种新的无线网络HTTP视频流三层QoE建模方法

2014 4th IEEE International Conference on Network Infrastructure and Digital Content Pub Date : 2014-09-01 DOI: 10.1109/ICNIDC.2014.7000265

Wang Kaiyu, W. Yumei, Zhang Lin

引用次数: 9

Global dynamic routing for scale-free networks with heterogeneous node capacity 异构节点容量无标度网络的全局动态路由

2014 4th IEEE International Conference on Network Infrastructure and Digital Content Pub Date : 2014-09-01 DOI: 10.1109/ICNIDC.2014.7000261

Zou Yamei, Tang Bin

引用次数: 0

Inferring links in cascade through hawkes process based diffusion model 通过基于hawkes过程的扩散模型推断级联环节

2014 4th IEEE International Conference on Network Infrastructure and Digital Content Pub Date : 2014-09-01 DOI: 10.1109/ICNIDC.2014.7000348

Li Juncen, Gao Sheng, Zhao Yu, Xu Hao, Pang Huacan, Lin Zhiqing

引用次数: 2

A design of robust energy detector for cognitive radios 一种用于认知无线电的鲁棒能量检测器设计

2014 4th IEEE International Conference on Network Infrastructure and Digital Content Pub Date : 2014-09-01 DOI: 10.1109/ICNIDC.2014.7000282

Wang Jun, Huang Jiwei, W. Yunan, Xu Yiqiang

引用次数: 1

A theoretically consistent method for minimum mean-square error estimation of mel-frequency cepstral features 一种理论上一致的梅尔频倒谱特征最小均方误差估计方法

2014 4th IEEE International Conference on Network Infrastructure and Digital Content Pub Date : 2014-09-01 DOI: 10.1109/ICNIDC.2014.7000327

J. Jensen, Z. Tan

引用次数: 0