{"title":"Scalability Analysis of an Emulated Platform for Heterogeneous Networks","authors":"G. Mishra, H. Rath","doi":"10.1109/COMSNETS48256.2020.9027435","DOIUrl":null,"url":null,"abstract":"In the world of everyday changing wireless communication systems, it is difficult to extend hardware-based test-beds which can reflect constant changes in the technology. Emulation, which is an alternative method to evaluate the services in realtime, lacks in accuracy as the scale of the network increases. In this paper, we present the scalability analysis of the open-source discrete event emulator NS-3 and demonstrate its limitations under different load conditions. We, further, model the underlying radio network as an open GI/G/1 queuing network with nonexponential service time and inter-arrival time distributions to present theoretical analysis of the system. Theoretical results give a trustworthiness indicator and provide a measure of divergence between emulated and analytical results. We use Percentage of Accuracy (PoA) as the measuring parameter of accuracy of emulation results with respect to theoretical results. We also conduct a small test-bed based experiment and compare the results of the same with that of the emulator. Test-bed results help us to tune the parameters of the emulator, so that better emulation accuracy can be obtained.","PeriodicalId":265871,"journal":{"name":"2020 International Conference on COMmunication Systems & NETworkS (COMSNETS)","volume":"184 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2020-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"1","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"2020 International Conference on COMmunication Systems & NETworkS (COMSNETS)","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/COMSNETS48256.2020.9027435","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 1
Abstract
In the world of everyday changing wireless communication systems, it is difficult to extend hardware-based test-beds which can reflect constant changes in the technology. Emulation, which is an alternative method to evaluate the services in realtime, lacks in accuracy as the scale of the network increases. In this paper, we present the scalability analysis of the open-source discrete event emulator NS-3 and demonstrate its limitations under different load conditions. We, further, model the underlying radio network as an open GI/G/1 queuing network with nonexponential service time and inter-arrival time distributions to present theoretical analysis of the system. Theoretical results give a trustworthiness indicator and provide a measure of divergence between emulated and analytical results. We use Percentage of Accuracy (PoA) as the measuring parameter of accuracy of emulation results with respect to theoretical results. We also conduct a small test-bed based experiment and compare the results of the same with that of the emulator. Test-bed results help us to tune the parameters of the emulator, so that better emulation accuracy can be obtained.
在不断变化的无线通信系统世界中,很难扩展能够反映技术不断变化的基于硬件的测试平台。仿真是实时评估服务的一种替代方法,但随着网络规模的扩大,其准确性有所降低。本文对开源离散事件仿真器NS-3进行了可扩展性分析,并展示了其在不同负载条件下的局限性。我们进一步将底层无线网络建模为具有非指数服务时间和到达时间分布的开放GI/G/1排队网络,对系统进行理论分析。理论结果给出了一个可信度指标,并提供了仿真结果与分析结果之间差异的度量。我们用精度百分比(Percentage of Accuracy, PoA)作为仿真结果相对于理论结果精度的度量参数。我们还进行了一个小型的试验台实验,并将结果与仿真器的结果进行了比较。测试结果可以帮助我们调整仿真器的参数,从而获得更好的仿真精度。