智能物联网AIoT研究综述

吴吉义; 李文娟; 曹健; 钱诗友; 张启飞; BUYYA Rajkumar

doi:10.11959/j.issn.1000-0801.2021204

您当前的位置：

首页 >

文章列表页 >

智能物联网AIoT研究综述

综述 | 更新时间：2024-06-05

- 智能物联网AIoT研究综述
- AIoT: a taxonomy, review and future directions
- 电信科学 2021年37卷第8期页码：1-17
- 作者机构：
  
  1. 浙江省人工智能学会，浙江杭州310027
  2. 杭州师范大学钱江学院，浙江杭州 310036
  3. 上海交通大学计算机科学与工程系，上海200240
  4. 浙江大学软件学院，浙江宁波 315048
  5. 墨尔本大学云计算与分布式系统CLOUDS实验室，澳大利亚墨尔本 VIC3010
- 作者简介：
  
  [ "吴吉义（1979− ），男，博士，浙江省人工智能学会秘书长、高级工程师，主要研究方向为服务计算、人工智能" ]
  [ "李文娟（1978− ），女，博士，杭州师范大学副教授，主要研究方向为云计算、边缘计算、服务信任管理" ]
  [ "曹健（1972− ），男，博士，上海交通大学计算机科学与工程系长聘教授，服务与云计算及协同智能技术实验室主任，主要研究方向为智能数据分析与决策支持、服务与网络计算、协同与社会计算" ]
  [ "钱诗友（1977− ），男，博士，上海交通大学计算机科学与工程系副研究员，主要研究方向为云计算、发布与订阅系统、智能调度算法" ]
  [ "张启飞（1984− ），男，博士，浙江大学软件学院副研究员，浙江大学软件学院物联网与智能制造研究中心副主任，主要研究方向为工业互联网、物联网应用、嵌入式系统应用、安全操作系统" ]
  [ "BUYYA Rajkumar（1970− ），男，博士，墨尔本大学Redmond Barry教授，云计算与分布式系统CLOUDS实验室负责人，云计算公司Manjrasoft创始人和CEO，主要研究方向为云计算、边缘计算和雾计算" ]
- 基金信息：
  
  国家自然科学基金资助项目;The National Natural Science Foundation of China(61702151);国家自然科学基金资助项目;The National Natural Science Foundation of China(61702320);国家自然科学基金资助项目;The National Natural Science Foundation of China(61772334);国家重点研发计划项目;The National Key Research and Development Program of China(2018YFB1003800)
- DOI：10.11959/j.issn.1000-0801.2021204
  中图分类号： TP393
- 网络出版日期：2021-08，
  
  纸质出版日期：2021-08-20
- 稿件说明：
移动端阅览
吴吉义, 李文娟, 曹健, 等. 智能物联网AIoT研究综述[J]. 电信科学, 2021,37(8):1-17.

Jiyi WU, Wenjuan LI, Jian CAO, et al. AIoT: a taxonomy, review and future directions[J]. Telecommunications science, 2021, 37(8): 1-17.
吴吉义, 李文娟, 曹健, 等. 智能物联网AIoT研究综述[J]. 电信科学, 2021,37(8):1-17. DOI： 10.11959/j.issn.1000-0801.2021204.

Jiyi WU, Wenjuan LI, Jian CAO, et al. AIoT: a taxonomy, review and future directions[J]. Telecommunications science, 2021, 37(8): 1-17. DOI： 10.11959/j.issn.1000-0801.2021204.

摘要

智能物联网（artificial intelligence of things，AIoT）是人工智能与物联网技术相融合的产物，这一新兴概念在智慧城市、智能家居、智慧制造、无人驾驶等领域得到了广泛应用。然而AIoT相关技术研究仍处于初级阶段

存在大量问题和挑战。首先简述了AIoT技术产生的背景，明晰其定义和应用场景。以此为契机，构建了一个新型的面向智能信息处理的云边端融合AIoT架构。在给出AIoT研究体系的基础上

详细探讨并比较了其各组成技术模块，包括AI融合IoT数据采集、复杂事件处理及协同、云边端融合研究、AI融合IoT安全及隐私保护和AI融合应用服务等方面的研究现状和解决方案。最后

论述了AIoT未来的研究方向和发展趋势。

Abstract

AIoT (artificial intelligence of things) is an integrated product of artificial intelligence (AI) and internet of things (IoT).Currently

it has been widely used in smart cities

smart homes

smart manufacturing

and driverless.However

the research of AIoT is still in its infancy

facing with many problems and challenges.In order to clarify the concept and provide possible solutions

a comprehensive survey was carried out on AIoT.Firstly

a clear definition of AIoT was provided

along with the brief introduction on its background and application scenarios.And then a novel cloud-edge-end hybrid AIoT architecture for intelligent information processing was constructed.Based on the research framework of AIoT

the research status and solutions were discussed

including AI integrated IoT data acquisition

complex event processing and coordination

cloud-edge-end integration

AI-enhanced IoT security and privacy

and AI-based applications

etc.Finally

it identified the open challenges and offers future research directions.

关键词

Keywords

references

AFZAL M K , ZIKRIA Y B , MUMTAZ S , et al . Unlocking 5G spectrum potential for intelligent IoT:opportunities,challenges,and solutions [J ] . IEEE Communications Magazine , 2018 , 56 ( 10 ): 92 - 93 .

百度宣布和小米达成深度合作联手布局物联网、人工智能 [EB ] . 2019 .

华为 . 华为GIV(全球产业愿景)报告 [R ] . 2021 .

IDC . IDC 行业数据深度调研分析与发展战略规划报告 [R ] . 2021 .

AIoT百度百科 [EB ] . 2021 .

艾瑞咨询 . 中国智能物联网（AIoT）白皮书 [R ] . 2021 .

BOULAALAM A . Internet of Things:new classification model of intelligence [J ] . Journal of Ambient Intelligence and Humanized Computing , 2019 , 10 ( 7 ): 2731 - 2744 .

徐华伟 . 大数据环境下物联网信息智能采集方法研究 [J ] . 机械设计与制造工程 , 2019 , 48 ( 4 ): 64 - 67 .

XU H W . Research on intelligence acquisition method of Internet of Things under big data environment [J ] . Machine Design and Manufacturing Engineering , 2019 , 48 ( 4 ): 64 - 67 .

骆淑云 . 面向物联网应用的数据收集和激励机制研究 [D ] . 北京:北京邮电大学 , 2016 .

LUO S Y . Research on the data collection and incentive mechanisms for applications of the Internet of Things [D ] . Beijing:Beijing University of Posts and Telecommunications , 2016 .

祝幸辉 . 云物联平台的数据汇聚与存储方法研究 [D ] . 西安:西安电子科技大学 , 2017 .

ZHU X H . Research on aggregation and storage method of cloud IOT platform [D ] . Xi'an:Xidian University , 2017 .

金彦龄 . 基于生物智能的物联网协同自治机理研究 [D ] . 上海:东华大学 , 2013 .

JIN Y L . Study on cooperative autonomous mechanisms of the Internet of Things based on biological intelligence [D ] . Shanghai:Donghua University , 2013 .

高恩池 . 面向 IoT 超密集场景的接入及负载均衡技术研究 [D ] . 成都:电子科技大学 , 2018 .

GAO E C . Research on access and load balancing technology for IoT ultra-dense scenarios [D ] . Chengdu:University of Electronic Science and Technology of China , 2018 .

王国智 . 面向制造物联云服务的复杂事件处理引擎研究 [D ] . 广州:广东工业大学 , 2018 .

WANG G Z . Research of complex event processing engine for manufacturing IoT cloud [D ] . Guangzhou:Guangdong University of Technology , 2018 .

周柳慧 . 物联网智能网关的开发及应用 [D ] . 杭州:浙江大学 , 2018 .

ZHOU L H . Development of intelligent gateway of IoTs and its application [D ] . Hangzhou:Zhejiang University , 2018 .

TANG F X , FADLULLAH Z M , MAO B M , et al . An intelligent traffic load prediction-based adaptive channel assignment algorithm in SDN-IoT:a deep learning approach [J ] . IEEE Internet of Things Journal , 2018 , 5 ( 6 ): 5141 - 5154 .

TANG F X , MAO B M , FADLULLAH Z M , et al . On a novel deep-learning-based intelligent partially overlapping channel assignment in SDN-IoT [J ] . IEEE Communications Magazine , 2018 , 56 ( 9 ): 80 - 86 .

MILIS G M , PANAYIOTOU C G , POLYCARPOU M M . SEMIoTICS:semantically enhanced IoT-enabled intelligent control systems [J ] . IEEE Internet of Things Journal , 2019 , 6 ( 1 ): 1257 - 1266 .

JAVAID N , SHER A , NASIR H , et al . Intelligence in IoT-based 5G networks:opportunities and challenges [J ] . IEEE Communications Magazine , 2018 , 56 ( 10 ): 94 - 100 .

WANG D , CHEN D , SONG B , et al . From IoT to 5G I-IoT:the next generation IoT-based intelligent [Z ] . 2020 .

KRAVARI K , KOSMANIS T , PAPADIMOPOULOS A N . Towards an IOT-enabled intelligent energy management system [C ] // Proceedings of 2017 18th International Symposium on Electromagnetic Fields in Mechatronics,Electrical and Electronic Engineering (ISEF) Book of Abstracts . Piscataway:IEEE Press , 2017 : 1 - 2 .

ZOU Z , JIN Y , NEVALAINEN P , et al . Edge and fog computing enabled AI for IoT-an overview [C ] // Proceedings of 2019 IEEE International Conference on Artificial Intelligence Circuits and Systems (AICAS) . Piscataway:IEEE Press , 2019 : 51 - 56 .

LIU Y , YANG C , JIANG L , et al . Intelligent edge computing for IoT-based energy management in smart cities [J ] . IEEE Network , 2019 , 33 ( 2 ): 111 - 117 .

PATEL P , INTIZAR ALI M , SHETH A . On using the intelligent edge for IoT analytics [J ] . IEEE Intelligent Systems , 2017 , 32 ( 5 ): 64 - 69 .

LIN F H , ZHOU Y T , YOU I , et al . Content recommendation algorithm for intelligent navigator in fog computing based IoT environment [J ] . IEEE Access , 2019 ( 7 ): 53677 - 53686 .

TAO F , ZUO Y , XU L D , et al . IoT-based intelligent perception and access of manufacturing resource toward cloud manufacturing [J ] . IEEE Transactions on Industrial Informatics , 2014 , 10 ( 2 ): 1547 - 1557 .

SUN W , LIU J J , YUE Y L . AI-enhanced offloading in edge computing:when machine learning meets industrial IoT [J ] . IEEE Network , 2019 , 33 ( 5 ): 68 - 74 .

EL-GENDY S , . IoT based AI and its implementations in industries [C ] // Proceedings of 2020 15th International Conference on Computer Engineering and Systems (ICCES) . Piscataway:IEEE Press , 2020 : 1 - 6 .

马靖 . 制造业物联网环境下的机械产品智能装配系统建模及关键技术研究 [D ] . 合肥:合肥工业大学 , 2015 .

MA J . Research on system modeling and key technology of intelligent assembly system for mechanical products based on manufacturing Internet of Things [D ] . Hefei:Hefei University of Technology , 2015 .

赵江 . 智能制造物联网的构成及数据交换模型的研究 [D ] . 哈尔滨:哈尔滨理工大学 , 2018 .

ZHAO J . Research on the composition and data exchange model of intelligent manufacturing Internet of Things [D ] . Harbin:Harbin University of Science and Technology , 2018 .

KRISHNAN A , SWARNA S , S B H . Robotics,IoT,and AI in the automation of agricultural industry:a review [C ] // Proceedings of 2020 IEEE Bangalore Humanitarian Technology Conference (B-HTC) . Piscataway:IEEE Press , 2020 : 1 - 6 .

刘军涛 . 基于深度学习与物联网的水肥一体化云系统研究 [D ] . 邯郸:河北工程大学 , 2018 .

LIU J T . Research and realization of integrated cloud system based on deep learning and Internet of Things [D ] . Handan:Hebei University of Engineering , 2018 .

郑婷婷 . 基于物联网的智慧农业控制管理系统 [D ] . 西安:西安工程大学 , 2018 .

ZHENG T T . Intelligent internet control and management system based on internet of things [D ] . Xi'an:Xi'an Polytechnic University , 2018 .

DUAN Y E , . Design of intelligent agriculture management information system based on IoT [C ] // Proceedings of 2011 Fourth International Conference on Intelligent Computation Technology and Automation . Piscataway:IEEE Press , 2011 : 1045 - 1049 .

胡书山 . 基于物联网的智慧家庭架构及其关键技术研究 [D ] . 武汉:武汉大学 , 2014 .

HU S S . Research on key technologies of smart home architecture based on the Internet of Things [D ] . Wuhan:Wuhan University , 2014 .

WANG S Z , ZHAO H L , HAO X Y . Design of an intelligent housekeeping robot based on IOT [C ] // Proceedings of 2015 International Conference on Intelligent Informatics and Biomedical Sciences (ICIIBMS) . Piscataway:IEEE Press , 2015 : 197 - 200 .

BHIDE V H , WAGH S . I-learning IoT:an intelligent self learning system for home automation using IoT [C ] // Proceedings of 2015 International Conference on Communications and Signal Processing (ICCSP) . Piscataway:IEEE Press , 2015 : 1763 - 1767 .

ADIONO T , MANANGKALANGI B A , MUTTAQIN R , et al . Intelligent and secured software application for IoT based smart home [C ] // Proceedings of 2017 IEEE 6th Global Conference on Consumer Electronics (GCCE) . Piscataway:IEEE Press , 2017 : 1 - 2 .

JIAN M S , WU J Y , CHEN J Y , et al . IOT base smart home appliances by using Cloud Intelligent Tetris Switch [C ] // Proceedings of 2017 19th International Conference on Advanced Communication Technology (ICACT) . Piscataway:IEEE Press , 2017 : 589 - 592 .

乔俞豪 . 基于物联网的智慧社区管理系统研究 [D ] . 太原:中北大学 , 2017 .

QIAO Y H . Research on smart community management system based on Internet of Things [D ] . Taiyuan:North University of China , 2017 .

CHAKRABARTY S , ENGELS D W . Secure smart cities framework using IoT and AI [C ] // Proceedings of 2020 IEEE Global Conference on Artificial Intelligence and Internet of Things (GCAIoT) . Piscataway:IEEE Press , 2020 : 1 - 6 .

魏赟 . 基于物联网的智能交通系统中车辆自组织网络建模与仿真研究 [D ] . 兰州:兰州交通大学 , 2017 .

WEI Y . Modeling and simulation research on vehicular ad hoc networks of intelligent transportation system based on internet of things [D ] . Lanzhou:Lanzhou Jiaotong University , 2017 .

NI F , WEI J X , SHEN J H . An Internet of Things (IoTs) based intelligent life monitoring system for vehicles [C ] // Proceedings of 2018 IEEE 3rd Advanced Information Technology,Electronic and Automation Control Conference (IAEAC) . Piscataway:IEEE Press , 2018 : 532 - 535 .

RANE S , DUBEY A , PARIDA T . Design of IoT based intelligent parking system using image processing algorithms [C ] // Proceedings of 2017 International Conference on Computing Methodologies and Communication (ICCMC) . Piscataway:IEEE Press , 2017 : 1049 - 1053 .

BHATE S V , KULKARNI P V , LAGAD S D , et al . IoT based intelligent traffic signal system for emergency vehicles [C ] // Proceedings of 2018 Second International Conference on Inventive Communication and Computational Technologies (ICICCT) . Piscataway:IEEE Press , 2018 : 788 - 793 .

REN Q L , MAN K L , LI M Q , et al . Using blockchain to enhance and optimize IoT-based intelligent traffic system [C ] // Proceedings of 2019 International Conference on Platform Technology and Service (PlatCon) . Piscataway:IEEE Press , 2019 : 1 - 4 .

PENDOR R B , TASGAONKAR P P . An IoT framework for intelligent vehicle monitoring system [C ] // Proceedings of 2016 International Conference on Communication and Signal Processing (ICCSP) . Piscataway:IEEE Press , 2016 : 1694 - 1696 .

俞磊 . 基于物联网技术的智慧医院架构及服务访问研究 [D ] . 合肥:合肥工业大学 , 2014 .

YU L . Architecture and service access of smart hospital based on Internet of Things [D ] . Hefei:Hefei University of Technology , 2014 .

刘钙 . 物联网平台下基于云计算的智能药盒系统 [D ] . 镇江:江苏科技大学 , 2018 .

LIU G . Intelligent drug box system based on cloud computing under the internet of things platform [D ] . Zhenjiang:Jiangsu University of Science and Technology , 2018 .

SRINIVAS M , DURGAPRASADARAO P , RAJ V N P . Intelligent medicine box for medication management using IoT [C ] // Proceedings of 2018 2nd International Conference on Inventive Systems and Control (ICISC) . Piscataway:IEEE Press , 2018 : 32 - 34 .

马玉军 . 云端融合的健康物联网系统设计与实现方法研究 [D ] . 武汉:华中科技大学 , 2016 .

MA Y J . Research on the system design and realization methods for cloud-end fusion based health Internet of Things [D ] . Wuhan:Huazhong University of Science and Technology , 2016 .

YANG G , XIE L , MÄNTYSALO M , , et al . A health-IoT platform based on the integration of intelligent packaging,unobtrusive bio-sensor,and intelligent medicine box [J ] . IEEE Transactions on Industrial Informatics , 2014 , 10 ( 4 ): 2180 - 2191 .

ARA A , . Case study:integrating IoT,streaming analytics and machine learning to improve intelligent diabetes management system [C ] // Proceedings of 2017 International Conference on Energy,Communication,Data Analytics and Soft Computing (ICECDS) . Piscataway:IEEE Press , 2017 : 3179 - 3182 .

ZHANG L P , LI F Q , WANG P C , et al . A blockchain-assisted massive IoT data collection intelligent framework [J ] . IEEE Internet of Things Journal , 2021 (99):1.

GUO J L , LIU A F , OTA K , et al . ITCN:an intelligent trust collaboration network system in IoT [J ] . IEEE Transactions on Network Science and Engineering , 2021 (99):1.

XIONG J B , REN J , CHEN L , et al . Enhancing privacy and availability for data clustering in intelligent electrical service of IoT [J ] . IEEE Internet of Things Journal , 2019 , 6 ( 2 ): 1530 - 1540 .

CHA S C , YEH K H . An ISO/IEC 15408-2 compliant security auditing system with blockchain technology [C ] // Proceedings of 2018 IEEE Conference on Communications and Network Security (CNS) . Piscataway:IEEE Press , 2018 : 1 - 2 .

BAGAA M , TALEB T , BERNABE J B , et al . A machine learning security framework for iot systems [J ] . IEEE Access , 2020 , 8 : 114066 - 114077 .

XIAO L , WAN X Y , LU X Z , et al . IoT security techniques based on machine learning:how do IoT devices use AI to enhance security? [J ] . IEEE Signal Processing Magazine , 2018 , 35 ( 5 ): 41 - 49 .

SACHDEV R , . Towards security and privacy for edge AI in IoT/IoE based digital marketing environments [C ] // Proceedings of 2020 Fifth International Conference on Fog and Mobile Edge Computing (FMEC) . Piscataway:IEEE Press , 2020 : 341 - 346 .

BOUBICHE D E , PATHAN A S K , LLORET J , et al . Advanced industrial wireless sensor networks and intelligent IoT [J ] . IEEE Communications Magazine , 2018 , 56 ( 2 ): 14 - 15 .

浏览量

2372

下载量

CSCD

文章被引用时，请邮件提醒。

提交

工具集

关联资源

基于云原生的分布式物联网操作系统架构研究