信息物理社会融合系统：一种以数据为中心的框架

翟书颖; 郭斌; 李茹; 王庭良; 於志文; 周兴社

doi:10.11959/j.issn.2096-0271.2017063

您当前的位置：

首页 >

文章列表页 >

信息物理社会融合系统：一种以数据为中心的框架

研究 | 更新时间：2024-06-03

- 信息物理社会融合系统：一种以数据为中心的框架
- Cyber-physical-social system:a data-centric framework
- 大数据 2017年3卷第6期页码：2017063
- 作者机构：
  
  1. 西北工业大学明德学院，陕西西安 710129
  2. 西北工业大学计算机学院，陕西西安 710129
- 作者简介：
  
  [ "翟书颖（1981-），女，西北工业大学明德学院讲师，主要研究方向为物联网与大数据分析。" ]
  [ "郭斌（1980-），男，博士，西北工业大学计算机学院教授、博士生导师，主要研究方向为普适计算、群智感知计算。" ]
  [ "李茹（1987-），女，西北工业大学明德学院讲师，主要研究方向为物联网。" ]
  [ "王庭良（1979-），男，西北工业大学明德学院讲师，主要研究方向为物联网。" ]
  [ "於志文（1977-），男，博士，西北工业大学计算机学院教授、博士生导师，主要研究方向为普适计算与智能感知。" ]
  [ "周兴社（1955-），男，博士，西北工业大学计算机学院教授、博士生导师，主要研究方向为信息物理融合计算。" ]
- 基金信息：
- DOI：10.11959/j.issn.2096-0271.2017063
  中图分类号： TP393
- 网络首发：2017-11，
  
  纸质出版：2017-11-20
- 稿件说明：
移动端阅览
翟书颖, 郭斌, 李茹, 等. 信息物理社会融合系统：一种以数据为中心的框架[J]. 大数据, 2017,3(6):2017063.

Shuying ZHAI, Bin GUO, Ru LI, et al. Cyber-physical-social system:a data-centric framework[J]. Big Data Research, 2017, 3(6): 2017063.
翟书颖, 郭斌, 李茹, 等. 信息物理社会融合系统：一种以数据为中心的框架[J]. 大数据, 2017,3(6):2017063. DOI： 10.11959/j.issn.2096-0271.2017063.

Shuying ZHAI, Bin GUO, Ru LI, et al. Cyber-physical-social system:a data-centric framework[J]. Big Data Research, 2017, 3(6): 2017063. DOI： 10.11959/j.issn.2096-0271.2017063.

摘要

信息物理社会融合系统连接信息空间、物理空间和人类社会，成为一种新的人在回路的计算系统。以数据为中心刻画信息物理社会融合系统的新特征，包括数据时空交织性、跨空间数据融合及人机智能协作性。构建了一个统一的系统框架，由资源管理、协作感知、数据预处理、数据融合、隐私保护等部分组成，并就其在城市管理、公共安全、智能交通、商业智能等重要领域的应用和未来研究挑战进行探讨。

Abstract

Cyber-physical-social system(CPSS) connects the cyber space

the physical space

and the social space

which has become a promising human-in-the-loop computing system.The unique features of CPSS from the data-centric level were characterized

including the interweaving of spatio-temporal data

the fusion of cross-space data and the collaboration of human and machine intelligence.Furthermore

a general framework for data-centric CPSS was built

with the underpinnings such as resource management

collaborative sensing

data pre-processing

data fusion

and privacy protection.Finally

the major application areas of data-centric CPSS (e.g.

civic management

public safety

intelligent transportation

and business intelligence) and its future research directions were presented.

关键词

Keywords

references

WANG F Y . The emergence of intelligent enterprises:from CPS to CPSS [J ] . IEEE Intelligent Systems , 2010 , 25 ( 4 ): 85 - 88 .

SCHIRNERETAL G . The future of human in the loop cyber physical systems [J ] . Computer , 2013 , 46 ( 1 ): 36 - 45 .

LICKLIDER J . Man-computer symbiosis [J ] . IRE Transactions on Human Factors in Electronics , 1960 ( 1 ): 4 - 11 .

GUO B , WANG Z , YU Z W , et al . Mobile crowd sensing and computing:the review of an emerging human-powered sensing paradigm [J ] . ACM Computing Surveys , 2015 , 48 ( 1 ): 1 - 31 .

EAGLEETAL N . Inferring social network structure using mobile phone data [J ] . PNAS , 2007 , 106 ( 36 ): 15274 - 15278 .

QUINN A J , BEDERSON B B . Human computation:a survey and taxonomy of a growing field [C ] // The ACM CHI Conference on Human Factors in Computing Systems , May 7 - 12 , 2011 , Vancouver,Canada .[S.l.:s.n. ] , 2011 : 1403 - 1412 .

PAN Y H . Special issue on artificial intelligence 2.0 [J ] . Frontiers of Information Technology ＆ Electronic Engineering , 2017 , 18 ( 1 ): 1 - 2 .

ZHENG Y , CAPRA L , WOLFSON O , et al . Urban computing:concepts,methodologies,and applications [J ] . ACM Transactions on Intelligent Systems and Technology , 2014 , 5 ( 3 ): 38 .

CHOO J , BOHN S , NAKAMURA G C , et al . Heterogeneous data fusion via space alignment using nonmetric multidimensional scaling [C ] // SIAM International Conference on Data Mining (SDM) , April 26 - 28 , 2012 , Anaheim,USA .[S.l.:s.n. ] , 2012 : 177 - 188 .

SHI Z . Cross-media knowledge discovery [C ] // The 18th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining , August 12 - 16 , 2012 , Beijing,China . New York : ACM Press , 2012 .

GUO B , CHEN C , YU Z , et al . Building human-machine intelligence in mobile crowd sensing [J ] . IEEE IT Professional , 2015 , 17 ( 3 ): 46 - 52 .

BERTOT J C , JAEGER P T , MUNSON S , et al . Social media technology and government transparency [J ] . Computer , 2010 , 43 ( 11 ): 53 - 59 .

ZHANG J GUO B , CHEN H , et al . Public sense:re-ned urban sensing and public facility management with crowdsourced data [C ] // 2015 IEEE International Conference on Ubiquitous Intelligence and Computing , August 10 - 14 , 2015 , Beijing,China . New Jersey : IEEE Press , 2015 : 1407 - 1412 .

ZHENG Y LIU Y , YUAN J , et al . Urban computing with taxicabs [C ] // The 13th International Conference on Ubiquitous Computing , September 17 - 21 , 2011 , Beijing,China . New York : ACM Press , 2011 : 89 - 98 .

ZHENG Y LIU Y , HSIEH H , et al . U-air:when urban air quality inference meets big data [C ] // The 19th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining , August 11 - 14 , 2013 , Chicago,USA . New York : ACM Press , 2013 : 1436 - 1444 .

CHEN H GUO B , YU Z , et al . Toward real-time and cooperative mobile visual sensing and sharing [C ] // The 35th Annual IEEE International Conference on Computer Communications , April 10 - 14 , 2016 , San Francisco,USA . New Jersey : IEEE Press , 2016 : 1 - 9 .

CALABRESE F , RATTI C . Real time rome [J ] . Networks and Communication Studies , 2006 , 20 ( 3-4 ): 247 - 258 .

CHEN C , ZHANG D , GUO B , et al . TripPlanner:personalized trip planning leveraging heterogeneous crowdsourced digital footprints [J ] . IEEE Transactions on Intelligent Transportation Systems , 2015 , 16 ( 3 ): 1259 - 1273 .

KARAMSHUK D NOULAS A , SCELLATO S , et al . Geo-spotting:mining online locationbased services for optimal retail store placement [C ] // The 19th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining , August 11 - 14 , 2013 , Chicago,USA . New York : ACM Press , 2013 : 793 - 801 .

FU Y GE Y , ZHENG Y , et al . Sparse real estate ranking with online user reviews and offline moving behaviors [C ] // The 2014 IEEE International Conference on Data Mining , December 14 - 17 , 2014 , Shenzhen,China . New Jersey : IEEE Press , 2014 : 120 - 129 .

GUO B , YU Z , ZHANG D , et al . Crosscommunity sensing and mining [J ] . IEEE Communications Magazine , 2014 , 52 ( 8 ): 144 - 152 .

浏览量

887

下载量

CSCD

文章被引用时，请邮件提醒。

提交

工具集

关联资源

暂无数据