面向智慧医疗的可信边缘计算

彭绍亮; 白亮; 王力; 程敏霞; 王树林

doi:10.11959/j.issn.1000-0801.2020174

您当前的位置：

首页 >

文章列表页 >

面向智慧医疗的可信边缘计算

专题：智能边缘计算 | 更新时间：2024-06-05

- 面向智慧医疗的可信边缘计算
- Trusted edge computing for smart healthcare
- 电信科学 2020年36卷第6期页码：56-63
- 作者机构：
- 作者简介：
  
  [ "彭绍亮（1979- ），男，湖南大学信息科学与工程学院教授、博士生导师，湖南大学教育舆情研究中心副主任，国家超级计算长沙中心副主任，湖南省“杰出青年”，湖南大学“岳麓学者”，主要研究方向为高性能计算、大数据、生物信息、人工智能、区块链等" ]
  [ "白亮（1992- ），男，湖南大学信息科学与工程学院博士生，主要研究方向为生物信息学、边缘计算、区块链技术等" ]
  [ "王力（1989- ），男，湖南大学信息科学与工程学院硕士生，主要研究方向为生物信息学、智慧医疗、药靶预测等" ]
  [ "程敏霞（1995- ），女，湖南大学信息科学与工程学院硕士生，主要研究方向为生物信息学、机器学习、智慧医疗等" ]
  [ "王树林（1966- ），男，博士，湖南大学信息科学与工程学院教授、博士生导师，主要研究方向为生物信息学、软件工程和人工智能" ]
- 基金信息：
  
  国家重点研发计划基金资助项目;The National Key Research and Development Program of China(2017YFB0202602);国家重点研发计划基金资助项目;The National Key Research and Development Program of China(2018YFC0910405);国家重点研发计划基金资助项目;The National Key Research and Development Program of China(2017YFC1311003);国家重点研发计划基金资助项目;The National Key Research and Development Program of China(2016YFC1302500);国家重点研发计划基金资助项目;The National Key Research and Development Program of China(2016YFB0200400);国家重点研发计划基金资助项目;The National Key Research and Development Program of China(2017YFB0202104);国家自然科学基金资助项目;The National Natural Science Foundation of China(U19A2067);国家自然科学基金资助项目;The National Natural Science Foundation of China(61772543);国家自然科学基金资助项目;The National Natural Science Foundation of China(U1435222);国家自然科学基金资助项目;The National Natural Science Foundation of China(61625202);国家自然科学基金资助项目;The National Natural Science Foundation of China(61272056)
- DOI：10.11959/j.issn.1000-0801.2020174
  中图分类号： TP393
- 网络出版日期：2020-06，
  
  纸质出版日期：2020-06-20
- 稿件说明：
移动端阅览
彭绍亮, 白亮, 王力, 等. 面向智慧医疗的可信边缘计算[J]. 电信科学, 2020,36(6):56-63.

Shaoliang PENG, Liang BAI, Li WANG, et al. Trusted edge computing for smart healthcare[J]. Telecommunications science, 2020, 36(6): 56-63.
彭绍亮, 白亮, 王力, 等. 面向智慧医疗的可信边缘计算[J]. 电信科学, 2020,36(6):56-63. DOI： 10.11959/j.issn.1000-0801.2020174.

Shaoliang PENG, Liang BAI, Li WANG, et al. Trusted edge computing for smart healthcare[J]. Telecommunications science, 2020, 36(6): 56-63. DOI： 10.11959/j.issn.1000-0801.2020174.

摘要

随着物联网技术的飞速发展，为了更好地发展现代医学，避免信息“孤岛化”危机，满足边缘设备所产生的海量数据在时效性与计算性能等方面的要求，将边缘计算与智慧医疗结合是时代的新趋势。但是，边缘计算具有一定的开放性，容易存在安全隐患，所以面向智慧医疗的边缘计算体系的安全与隐私保护问题越来越受到人们的重视。通过介绍面向智慧医疗的边缘计算体系及其架构，阐述了边缘计算中智慧医疗所遭遇的安全隐患，并介绍了部分学者针对安全隐患提出的解决方案，最后总结了安全防护框架及探讨该框架下安全与隐私保护的具体方案，为智慧医疗边缘计算的可信研究提供一定的帮助。

Abstract

With the rapid development of internet of things technology

in order to better develop modern medicine

avoid the “isolated” crisis of information

and meet the requirements of timeliness and computing performance of massive data generated by edge devices

it is a new trend of the times to combine edge computing with smart healthcare treatment.However

edge computing has a certain degree of openness

and it is prone to potential safety hazards.Therefore

people pay more and more attention to the security and privacy protection of edge computing system for smart healthcare treatment.The edge computing system and its architecture for smart healthcare were introduced

and the security risks encountered by smart healthcare in edge computing was explained

and some scholars’ solutions to the security risks were introduced.Finally

a security framework

and specific solutions for security and privacy protection under the framework were put forward

which providing some help for the trusted research of smart healthcare edge computing.

关键词

Keywords

references

GONG Y G , XIN C . Healthcare information integration and shared platform based on service-oriented architectures [C ] // Proceedings of 2010 2nd International Conference on Signal Processing Systems.[S.l.:s.n . ] , 2010 .

糜泽花 , 钱爱兵 . 智慧医疗发展现状及趋势研究文献综述 [J ] . 中国全科医学 , 2019 , 22 ( 3 ): 366 - 370 .

MI Z H , QIAN A B . Research status and trend of smart healthcare：a literature review [J ] . Chinese General Practice , 2019 , 22 ( 3 ): 366 - 370 .

TURNER V , GANTZ J F , REINSEL D , et al . The digital universe of opportunities:rich data and the increasing value of the internet of things [J ] . IDC Analyze the Future , 2014 ( 16 ): 13 - 19 .

Cisco . Cisco global cloud index:forecast and methodology [Z ] . 2015 .

LEE H . Framework and development of fault detection classification using IoT device and cloud environment [J ] . Journal of Manufacturing Systems , 2017 ( 43 ): 257 - 270 .

STERGIOU C , PSANNIS K E , KIM B G , et al . Secure integration of IoT and cloud computing [J ] . Future Generation Computer Systems , 2018 ( 78 ): 964 - 975 .

VERMA P , SOOD S K . Cloud-centric IoT based disease diagnosis healthcare framework [J ] . Journal of Parallel and Distributed Computing , 2018 ( 116 ): 27 - 38 .

HSU T C , YANG H , CHUNG Y C , et al . A creative IoT agriculture platform for cloud fog computing [J ] . Sustainable Computing:Informatics and Systems , 2018 ( 10 ):285.

AHMED E , AKHUNZADA A , WHAIDUZZAMAN M , et al . Network-centric performance analysis of runtime application migration in mobile cloud computing [J ] . Simulation Modelling Practice and Theory , 2015 ( 50 ): 42 - 56 .

PACE P , ALOI G , GRAVINA R , et al . An edge-based architecture to support efficient applications for healthcare industry 4.0 [J ] . IEEE Transactions on Industrial Informatics , 2018 , 15 ( 1 ): 481 - 489 .

SHI W , SUN H , CAO J , et al . Edge computing-an emerging computing model for the Internet of everything era [J ] . Journal of Computer Research and Development , 2017 , 54 ( 5 ): 907 - 924 .

盛煜 , 彭恒 , 冯毅 . 基于5G移动网络的智慧医疗应用 [J ] . 邮电设计技术 , 2019 ( 7 ): 3 - 7 .

SHENG Y , PENG H , FENG Y . Intelligent medical application based on 5G mobile network [J ] . Designing Techniques of Posts and Telecommunications , 2019 ( 7 ): 3 - 7 .

YAQOOB I , AHMED E , GANI A , et al . Mobile Ad Hoc cloud:a survey [J ] . Wireless Communications and Mobile Computing , 2016 , 16 ( 16 ): 2572 - 2589 .

BAO W , YUAN D , YANG Z , et al . Follow me fog:toward seamless handover timing schemes in a fog computing environment [J ] . IEEE Communications Magazine , 2017 , 55 ( 11 ): 72 - 78 .

AHMED E , REHMANI M H . Mobile edge computing:oppor tunities,solutions,and challenges [J ] . Future Generation Computer Systems , 2017 : 59 - 63 .

何晓琳 . 健康医疗可穿戴设备数据安全与隐私研究进展 [J ] . 中华医学图书情报杂志 , 2016 , 25 ( 10 ): 32 - 37 .

HE X L . Advances in data security and privacy protection of wearable health and medical devices [J ] . Chinese Journal of Medical Library and Information Science , 2016 , 25 ( 10 ): 32 - 37 .

RAMACHANDRA G , IFTIKHAR M , KHAN F A . A comprehensive survey on security in cloud computing [J ] . Procedia Computer Science , 2017 ( 110 ): 465 - 472 .

徐玲玲 , 徐婷婷 . “互联网+”背景下智慧医疗应用现状研究 [J ] . 智能计算机与应用 , 2020 ( 1 ): 44 - 49 .

XU L L , XU T T . The research on the current situation of intelligent medical application under the background of big data [J ] . Intelligent Computer and Applications , 2020 ( 1 ): 44 - 49 .

ZHOU Y , TIAN L , LIU L . Fog computing enabled future mobile communication networks:a convergence of communication and computing [J ] . IEEE Communications Magazine , 2019 , 57 ( 5 ): 20 - 27 .

QI Y , TIAN L , ZHOU Y . Mobile edge computing-assisted admission control in vehicular networks:the convergence of communication and computation [J ] . IEEE Vehicular Technology Magazine , 2018 , 14 ( 1 ): 37 - 44 .

王志宏 , 杨震 . 人工智能技术的哲学及系统性思 [J ] . 电信科学 , 2018 , 34 ( 4 ): 12 - 21 .

WANG Z H , YANG Z . Philosophy and systematic thinking of artificial intelligence technology [J ] . Telecommunications Science , 2018 , 34 ( 4 ): 12 - 21 .

MUHAMMAD G , ALHAMID M F , LONG X . Computing and processing on the edge:smart pathology detection for connected healthcare [J ] . IEEE Network , 2019 , 33 ( 6 ): 44 - 49 .

LI G L . EdgeLaaS:edge learning as a service for knowledge-centric connected healthcare [J ] . IEEE Network , 2019 , 33 ( 6 ): 37 - 43 .

TULI S . HealthFog:an ensemble deep learning based smart healthcare system for automatic diagnosis of heart diseases in integrated IoT and fog computing environments [J ] . Future Generation Computer Systems , 2020 ( 104 ): 187 - 200 .

RAY P P , DASH D , DE D . Edge computing for internet of things:a survey,e-healthcare case study and future direction [J ] . Journal of Network and Computer Applications , 2019 ( 140 ): 1 - 22 .

CYR B . Security analysis of wearable fitness devices (fitbit) [J ] . Massachusetts Institute of Technology , 2014 : 1 - 14 .

PAUL G , JAMES I . Privacy implications of wearable health devices [C ] // Proceedings of the 7th International Conference on Security of Information and Networks . New York:ACM Press , 2014 .

洪海林 . 个人信息的民法保护研究 [M ] . 北京 : 法律出版社 , 2010 .

HONG H L . The research on the protection of personal information in civil law [M ] . Beijing : Law Press ChinaPress , 2010 .

王强芬 . 大数据时代背景下医疗隐私保护的伦理困境及实现途径 [J ] . 中国医学伦理学 , 2016 ( 4 ): 685 - 689 .

WANG Q F . Ethics predicament and protection path of medical privacy in the era of big data [J ] . Chinese Medical Ethics , 2016 ( 4 ): 685 - 689 .

PASUPULETI S K , RAMALINGAM S , BUYYA R . An efficient and secure privacy-preserving approach for outsourced data of resource constrained mobile devices in cloud computing [J ] . Journal of Network and Computer Applications , 2016 ( 64 ): 12 - 22 .

BAHRAMI M , SINGHAL M . A light-weight permutation based method for data privacy in mobile cloud computing [C ] // Proceedings of 2015 3rd IEEE International Conference on Mobile Cloud Computing,Services,and Engineering . Piscataway:IEEE Press , 2015 : 189 - 198 .

LI J W , LI J , CHEN X F . Privacy-preserving data utilization in hybrid clouds [J ] . Future Generation Computer Systems , 2014 ( 30 ): 98 - 106 .

CHEN M , LI W , LI Z , et al . Preserving location privacy based on distributed cache pushing [C ] // Proceedings of 2014 IEEE Wireless Communications and Networking Conference (WCNC) . Piscataway:IEEE Press , 2014 : 3456 - 3461 .

WEI W , XU F , LI Q . Mobishare:flexible privacy-preserving location sharing in mobile online social networks [C ] // Proceedings of International Conference on Computer Communications.[S.l.:s.n . ] , 2012 : 2616 - 2620 .

ARFAOUI A , KRIBECHE A , SENOUCI S . Context-aware anonymous authentication protocols in the internet of things dedicated to e-health applications [J ] . Computer Networks , 2019 ( 159 ): 23 - 36 .

张云勇 , 程刚 , 安岗 . 区块链在电信运营商的应用 [J ] . 电信科学 , 2020 , 36 ( 5 ): 1 - 7 .

ZHANG Y Y , CHENG G , AN G . Application of blockchain in telecom operators [J ] . Telecommunications Science , 2020 , 36 ( 5 ): 1 - 7 .

浏览量

871

下载量

CSCD

文章被引用时，请邮件提醒。

提交

工具集

关联资源

区块链在蜂窝移动通信系统中的研究现状及发展趋势

基于模型分割的联邦学习数据隐私保护方法

一种基于格的轻量级物联网群签密认证方案

云边端协同下多用户细粒度任务卸载调度策略

基于移动捎带的5G广域物联网信息传输方法研究