Novel concept of D2D mobility modeling utilizing biological cell jamming/unjamming paradigm

Subharthi Banerjee, M. Hempel, H. Sharif
{"title":"Novel concept of D2D mobility modeling utilizing biological cell jamming/unjamming paradigm","authors":"Subharthi Banerjee, M. Hempel, H. Sharif","doi":"10.1109/ICCW.2017.7962712","DOIUrl":null,"url":null,"abstract":"The effects of human mobility in Device-to-Device (D2D) communication are not well understood, but with the recent proliferation of D2D, communications have become a critical research emphasis. However, very little is understood on how human mobility and D2D communication are interdependent. The unpredictability of human mobility is one of the root causes in properly visualizing and designing an efficient D2D system framework. The impact of mobility, heterogeneous cell size and distribution, the presence of multiple channel access methods and movement behavior lead to nearly insurmountable challenges in modelling D2D comprehensively and accurately. Thus, to address these challenges our work leverages and extends upon a novel concept from biology and the human mobility model STEPS - that of shape-based cellular jamming and unjamming. Novel and recent studies in the medical domain infer the fundamental reasons for biological cellular jamming as a consequence of distortion in cell shapes. In this paper, a similar analogy of jamming and interaction based distortion in mobility has been used to investigate a novel approach to accurately capture and depict group-based human mobility and its states.","PeriodicalId":6656,"journal":{"name":"2017 IEEE International Conference on Communications Workshops (ICC Workshops)","volume":"IA-21 1","pages":"528-533"},"PeriodicalIF":0.0000,"publicationDate":"2017-05-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"4","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"2017 IEEE International Conference on Communications Workshops (ICC Workshops)","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/ICCW.2017.7962712","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 4

Abstract

The effects of human mobility in Device-to-Device (D2D) communication are not well understood, but with the recent proliferation of D2D, communications have become a critical research emphasis. However, very little is understood on how human mobility and D2D communication are interdependent. The unpredictability of human mobility is one of the root causes in properly visualizing and designing an efficient D2D system framework. The impact of mobility, heterogeneous cell size and distribution, the presence of multiple channel access methods and movement behavior lead to nearly insurmountable challenges in modelling D2D comprehensively and accurately. Thus, to address these challenges our work leverages and extends upon a novel concept from biology and the human mobility model STEPS - that of shape-based cellular jamming and unjamming. Novel and recent studies in the medical domain infer the fundamental reasons for biological cellular jamming as a consequence of distortion in cell shapes. In this paper, a similar analogy of jamming and interaction based distortion in mobility has been used to investigate a novel approach to accurately capture and depict group-based human mobility and its states.
利用生物细胞干扰/解干扰范式的D2D移动性建模新概念
人类移动性在设备到设备(D2D)通信中的影响尚未得到很好的理解,但随着D2D的普及,通信已成为一个关键的研究重点。然而,人们对人类移动性和D2D通信是如何相互依赖的了解甚少。人类移动性的不可预测性是正确可视化和设计高效D2D系统框架的根本原因之一。移动性的影响、细胞大小和分布的异质性、多通道访问方法的存在和运动行为导致全面准确地建模D2D几乎无法克服的挑战。因此,为了应对这些挑战,我们的工作利用并扩展了生物学和人类移动模型STEPS的新概念-基于形状的细胞干扰和解干扰。最近在医学领域的新研究推断生物细胞干扰的根本原因是细胞形状扭曲的结果。在本文中,一个类似的基于干扰和相互作用的流动性扭曲的类比已经被用来研究一种新的方法来准确地捕捉和描述基于群体的人类流动性及其状态。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
求助全文
约1分钟内获得全文 求助全文
来源期刊
自引率
0.00%
发文量
0
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
确定
请完成安全验证×
copy
已复制链接
快去分享给好友吧!
我知道了
右上角分享
点击右上角分享
0
联系我们:info@booksci.cn Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。 Copyright © 2023 布克学术 All rights reserved.
京ICP备2023020795号-1
ghs 京公网安备 11010802042870号
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术官方微信