IoTEF: A Federated Edge-Cloud Architecture for Fault-Tolerant IoT Applications

The evolution of Internet of Things (IoT) technology has led to an increased emphasis on edge computing for Cyber-Physical Systems (CPS), in which applications rely on processing data closer to the data sources, and sharing the results across heterogeneous clusters. This has simplified the data exch...

Full description

Saved in:

Bibliographic Details
Published in:	Journal of grid computing Vol. 18; no. 1; pp. 57 - 80
Main Authors:	Javed, Asad, Robert, Jérémy, Heljanko, Keijo, Främling, Kary
Format:	Journal Article
Language:	English
Published:	Dordrecht Springer Netherlands 01.03.2020 Springer Nature B.V
Subjects:	Cloud Cloud computing Computer architecture Computer Science Computer Systems Containers Cyber-physical systems Data collection Data processing Data replication datorteknik Distributed systems Edge Edge computing Fault tolerance Internet of Things Kafka Kubernetes Management Management of Computing and Information Systems Microservice Processor Architectures Reconfiguration Relocation Smart buildings User Interfaces and Human Computer Interaction Smart buildings Microservice Distributed systems Cloud Containers Kafka Internet of Things Edge Kubernetes
ISSN:	1570-7873, 1572-9184, 1572-9184
Online Access:	Get full text
Tags:	Add Tag No Tags, Be the first to tag this record!

Abstract	The evolution of Internet of Things (IoT) technology has led to an increased emphasis on edge computing for Cyber-Physical Systems (CPS), in which applications rely on processing data closer to the data sources, and sharing the results across heterogeneous clusters. This has simplified the data exchanges between IoT/CPS systems, the cloud, and the edge for managing low latency, minimal bandwidth, and fault-tolerant applications. Nonetheless, many of these applications administer data collection on the edge and offer data analytic and storage capabilities in the cloud. This raises the problem of separate software stacks between the edge and the cloud with no unified fault-tolerant management, hindering dynamic relocation of data processing. In such systems, the data must also be preserved from being corrupted or duplicated in the case of intermittent long-distance network connectivity issues, malicious harming of edge devices, or other hostile environments. Within this context, the contributions of this paper are threefold: (i) to propose a new Internet of Things Edge-Cloud Federation (IoTEF) architecture for multi-cluster IoT applications by adapting our earlier Cloud and Edge Fault-Tolerant IoT (CEFIoT) layered design. We address the fault tolerance issue by employing the Apache Kafka publish/subscribe platform as the unified data replication solution. We also deploy Kubernetes for fault-tolerant management, combined with the federated scheme, offering a single management interface and allowing automatic reconfiguration of the data processing pipeline, (ii) to formulate functional and non-functional requirements of our proposed solution by comparing several IoT architectures, and (iii) to implement a smart buildings use case of the ongoing Otaniemi3D project as proof-of-concept for assessing IoTEF capabilities. The experimental results conclude that the architecture minimizes latency, saves network bandwidth, and handles both hardware and network connectivity based failures.
AbstractList	The evolution of Internet of Things (IoT) technology has led to an increased emphasis on edge computing for Cyber-Physical Systems (CPS), in which applications rely on processing data closer to the data sources, and sharing the results across heterogeneous clusters. This has simplified the data exchanges between IoT/CPS systems, the cloud, and the edge for managing low latency, minimal bandwidth, and fault-tolerant applications. Nonetheless, many of these applications administer data collection on the edge and offer data analytic and storage capabilities in the cloud. This raises the problem of separate software stacks between the edge and the cloud with no unified fault-tolerant management, hindering dynamic relocation of data processing. In such systems, the data must also be preserved from being corrupted or duplicated in the case of intermittent long-distance network connectivity issues, malicious harming of edge devices, or other hostile environments. Within this context, the contributions of this paper are threefold: (i) to propose a new Internet of Things Edge-Cloud Federation (IoTEF) architecture for multi-cluster IoT applications by adapting our earlier Cloud and Edge Fault-Tolerant IoT (CEFIoT) layered design. We address the fault tolerance issue by employing the Apache Kafka publish/subscribe platform as the unified data replication solution. We also deploy Kubernetes for fault-tolerant management, combined with the federated scheme, offering a single management interface and allowing automatic reconfiguration of the data processing pipeline, (ii) to formulate functional and non-functional requirements of our proposed solution by comparing several IoT architectures, and (iii) to implement a smart buildings use case of the ongoing Otaniemi3D project as proof-of-concept for assessing IoTEF capabilities. The experimental results conclude that the architecture minimizes latency, saves network bandwidth, and handles both hardware and network connectivity based failures. The evolution of Internet of Things (IoT) technology has led to an increased emphasis on edge computing for Cyber-Physical Systems (CPS), in which applications rely on processing data closer to the data sources, and sharing the results across heterogeneous clusters. This has simplified the data exchanges between IoT/CPS systems, the cloud, and the edge for managing low latency, minimal band- width, and fault-tolerant applications. Nonetheless, many of these applications administer data collec- tion on the edge and offer data analytic and storage capabilities in the cloud. This raises the problem of separate software stacks between the edge and the cloud with no unified fault-tolerant management, hin- dering dynamic relocation of data processing. In such systems, the data must also be preserved from being corrupted or duplicated in the case of intermittent long-distance network connectivity issues, malicious harming of edge devices, or other hostile environ- ments. Within this context, the contributions of this paper are threefold: (i) to propose a new Internet of Things Edge-Cloud Federation (IoTEF) architec- ture for multi-cluster IoT applications by adapting our earlier Cloud and Edge Fault-Tolerant IoT (CEFIoT) layered design. We address the fault tolerance issue by employing the Apache Kafka publish/subscribe platform as the unified data replication solution. We also deploy Kubernetes for fault-tolerant manage- ment, combined with the federated scheme, offering a single management interface and allowing automatic reconfiguration of the data processing pipeline, (ii) to formulate functional and non-functional requirements of our proposed solution by comparing several IoT architectures, and (iii) to implement a smart build- ings use case of the ongoing Otaniemi3D project as proof-of-concept for assessing IoTEF capabilities. The experimental results conclude that the architec- ture minimizes latency, saves network bandwidth, and handles both hardware and network connectivity based failures.
Author	Javed, Asad Heljanko, Keijo Robert, Jérémy Främling, Kary
Author_xml	– sequence: 1 givenname: Asad orcidid: 0000-0003-1829-6412 surname: Javed fullname: Javed, Asad email: asad.javed@aalto.fi organization: Department of Computer Science, Aalto University – sequence: 2 givenname: Jérémy surname: Robert fullname: Robert, Jérémy organization: University of Luxembourg - Interdisciplinary Centre For Security, Reliability and Trust – sequence: 3 givenname: Keijo surname: Heljanko fullname: Heljanko, Keijo organization: Department of Computer Science, University of Helsinki – sequence: 4 givenname: Kary surname: Främling fullname: Främling, Kary organization: Department of Computer Science, Aalto University, Department of Computing Science, Umeå University
BackLink	https://urn.kb.se/resolve?urn=urn:nbn:se:umu:diva-167210$$DView record from Swedish Publication Index (Umeå universitet)
BookMark	eNp9kM9LwzAUx4NMcJv-A54KnqP50TaJtzI3HQy9TK8hTdPZ0TU1SRH_e-M2FDzs9MLj83157zMBo852BoBrjG4xQuzOY8QIhQgLiEQqOORnYIwzRqDAPB3t3wgyzugFmHi_RYhkHJExeF7a9XxxnxTJwlTGqWCqZF5tDJy1dqiSwun3JhgdBmeS2rpkoYY2wLVtI9uFJKaTou_bRqvQ2M5fgvNatd5cHesUvC7m69kTXL08LmfFCuoU4QCzvMpEiRkVKaW6FnU8wnAhWI7SjJU1VsbomuWlziJT6oooo7hOFSOxpxidAniY6z9NP5Syd81OuS9pVSMfmrdCWreRw26QOGcEo8jfHPje2Y_B-CC3dnBdXFESylMqGEZ5pMiB0s5670z9Oxcj-eNZHjzL6FnuPUseQ_xfSDdhbyM41bSno_R4Rfyn2xj3t9WJ1DcWtJMu
CitedBy_id	crossref_primary_10_1002_ett_4200 crossref_primary_10_1109_ACCESS_2021_3110291 crossref_primary_10_1016_j_icte_2023_11_004 crossref_primary_10_1007_s10723_020_09527_x crossref_primary_10_1109_ACCESS_2020_3039368 crossref_primary_10_1016_j_jnca_2023_103705 crossref_primary_10_1109_ACCESS_2023_3344486 crossref_primary_10_1109_JIOT_2024_3427642 crossref_primary_10_3390_jmse13081455 crossref_primary_10_1109_ACCESS_2020_3005638 crossref_primary_10_1007_s10586_025_05577_6 crossref_primary_10_1145_3532194 crossref_primary_10_1109_TNSM_2022_3199886 crossref_primary_10_3390_fi12100172 crossref_primary_10_1007_s10723_021_09577_9 crossref_primary_10_1007_s10723_021_09573_z crossref_primary_10_1109_ACCESS_2025_3578739 crossref_primary_10_1109_JIOT_2023_3245611 crossref_primary_10_1109_JIOT_2021_3057594 crossref_primary_10_3390_fi15120383 crossref_primary_10_1109_ACCESS_2023_3342190 crossref_primary_10_1108_IJIEOM_02_2023_0020 crossref_primary_10_32604_cmc_2024_057755 crossref_primary_10_1016_j_procs_2022_07_008 crossref_primary_10_3390_computers11080118 crossref_primary_10_1109_JIOT_2023_3275179 crossref_primary_10_3390_electronics12153283 crossref_primary_10_1007_s10586_025_05164_9 crossref_primary_10_32604_cmc_2022_023611 crossref_primary_10_7717_peerj_cs_779 crossref_primary_10_1145_3462513 crossref_primary_10_3390_s25082395 crossref_primary_10_1007_s41870_021_00715_w crossref_primary_10_3390_app11104350
Cites_doi	10.1023/B:GRID.0000035187.54694.75 10.1109/MCOM.2018.1701233 10.1145/2408776.2408794 10.1016/j.comnet.2010.05.010 10.1007/s11227-011-0681-6 10.1109/2.585154 10.1109/JSYST.2012.2221934 10.1007/s10723-018-9468-9 10.1007/s10723-010-9171-y 10.1016/j.compind.2014.10.009 10.1016/j.autcon.2018.07.022 10.1007/s10723-016-9366-y 10.1109/2.56851 10.1109/MCE.2017.2684981 10.1007/s10723-015-9331-1 10.1109/MCC.2014.51 10.1109/MS.2016.20 10.1049/cp.2014.0684 10.24928/JC3-2017/0338 10.3139/9783446456020 10.1109/EuCNC.2016.7561038 10.1007/3-540-45559-0_16
ContentType	Journal Article
Copyright	The Author(s) 2020 Journal of Grid Computing is a copyright of Springer, (2020). All Rights Reserved. This work is published under http://creativecommons.org/licenses/by/4.0/ (the “License”). Notwithstanding the ProQuest Terms and Conditions, you may use this content in accordance with the terms of the License.
Copyright_xml	– notice: The Author(s) 2020 – notice: Journal of Grid Computing is a copyright of Springer, (2020). All Rights Reserved. This work is published under http://creativecommons.org/licenses/by/4.0/ (the “License”). Notwithstanding the ProQuest Terms and Conditions, you may use this content in accordance with the terms of the License.
DBID	C6C AAYXX CITATION 8FE 8FG AFKRA ARAPS BENPR BGLVJ CCPQU DWQXO HCIFZ P5Z P62 PHGZM PHGZT PKEHL PQEST PQGLB PQQKQ PQUKI PRINS ADHXS ADTPV AOWAS D8T D93 ZZAVC
DOI	10.1007/s10723-019-09498-8
DatabaseName	Springer Nature Link CrossRef ProQuest SciTech Collection ProQuest Technology Collection ProQuest Central UK/Ireland Advanced Technologies & Computer Science Collection ProQuest Central ProQuest Technology Collection ProQuest One ProQuest Central Korea SciTech Premium Collection Advanced Technologies & Aerospace Database ProQuest Advanced Technologies & Aerospace Collection ProQuest One Academic ProQuest One Academic (New) ProQuest One Academic Middle East (New) ProQuest One Academic Eastern Edition (DO NOT USE) ProQuest One Applied & Life Sciences ProQuest One Academic (retired) ProQuest One Academic UKI Edition ProQuest Central China SWEPUB Umeå universitet full text SwePub SwePub Articles SWEPUB Freely available online SWEPUB Umeå universitet SwePub Articles full text
DatabaseTitle	CrossRef Advanced Technologies & Aerospace Collection Technology Collection ProQuest One Academic Middle East (New) ProQuest Advanced Technologies & Aerospace Collection ProQuest One Academic Eastern Edition SciTech Premium Collection ProQuest One Community College ProQuest Technology Collection ProQuest SciTech Collection ProQuest Central China ProQuest Central Advanced Technologies & Aerospace Database ProQuest One Applied & Life Sciences ProQuest One Academic UKI Edition ProQuest Central Korea ProQuest Central (New) ProQuest One Academic ProQuest One Academic (New)
DatabaseTitleList	CrossRef Advanced Technologies & Aerospace Collection
Database_xml	– sequence: 1 dbid: P5Z name: Advanced Technologies & Aerospace Database url: https://search.proquest.com/hightechjournals sourceTypes: Aggregation Database
DeliveryMethod	fulltext_linktorsrc
Discipline	Computer Science
EISSN	1572-9184
EndPage	80
ExternalDocumentID	oai_DiVA_org_umu_167210 10_1007_s10723_019_09498_8
GrantInformation_xml	– fundername: Academy of Finland grantid: 296096 – fundername: Horizon 2020 grantid: 688203 funderid: https://doi.org/10.13039/501100007601 – fundername: Academy of Finland grantid: 277522
GroupedDBID	-59 -5G -BR -D3 -D4 -D8 -DT -EM -Y2 -~C -~X .86 .VR 06D 0R~ 0VY 1N0 203 29K 2J2 2JN 2JY 2KG 2LR 2P1 2VQ 2~H 30V 4.4 406 408 409 40D 40E 5GY 5VS 67Z 6NX 8FE 8FG 8TC 95- 95. 95~ 96X AAAVM AABHQ AACDK AAHNG AAIAL AAJBT AAJKR AANZL AARHV AARTL AASML AATNV AATVU AAUYE AAWCG AAYIU AAYQN AAYTO AAYZH ABAKF ABBBX ABBXA ABDZT ABECU ABFTD ABFTV ABHFT ABHLI ABHQN ABJNI ABJOX ABKCH ABKTR ABMNI ABMQK ABNWP ABQBU ABQSL ABSXP ABTEG ABTHY ABTKH ABTMW ABULA ABWNU ABXPI ACAOD ACBXY ACDTI ACGFO ACGFS ACHSB ACHXU ACKNC ACMDZ ACMLO ACOKC ACOMO ACPIV ACREN ACSNA ACZOJ ADHHG ADHIR ADINQ ADKNI ADKPE ADRFC ADTPH ADURQ ADYFF ADYOE ADZKW AEBTG AEFQL AEGAL AEGNC AEJHL AEJRE AEKMD AEMSY AENEX AEOHA AEPYU AESKC AETLH AEVLU AEXYK AFBBN AFGCZ AFKRA AFLOW AFQWF AFWTZ AFYQB AFZKB AGAYW AGDGC AGJBK AGMZJ AGQEE AGQMX AGRTI AGWIL AGWZB AGYKE AHAVH AHBYD AHKAY AHSBF AHYZX AIAKS AIGIU AIIXL AILAN AITGF AJBLW AJRNO AJZVZ ALMA_UNASSIGNED_HOLDINGS ALWAN AMKLP AMTXH AMXSW AMYLF AMYQR AOCGG ARAPS ARMRJ ASPBG AVWKF AXYYD AYJHY AZFZN B-. BA0 BDATZ BENPR BGLVJ BGNMA BSONS C6C CAG CCPQU COF CS3 CSCUP D-I DDRTE DL5 DNIVK DPUIP DU5 EBLON EBS EIOEI EJD ESBYG FEDTE FERAY FFXSO FIGPU FINBP FNLPD FRRFC FSGXE FWDCC GGCAI GGRSB GJIRD GNWQR GQ6 GQ7 GQ8 GXS H13 HCIFZ HF~ HG5 HG6 HLICF HMJXF HQYDN HRMNR HVGLF HZ~ I09 IHE IJ- IKXTQ IWAJR IXC IXD IXE IZIGR IZQ I~X I~Z J-C J0Z JBSCW JCJTX JZLTJ KDC KOV KZ1 LAK LLZTM LMP M4Y MA- N2Q NPVJJ NQJWS NU0 O9- O93 O9J OAM OVD P2P P62 P9O PF0 PT4 QOS R89 R9I RNI RNS ROL RPX RSV RZC RZE S16 S1Z S27 S3B SAP SCO SDH SHX SISQX SJYHP SNE SNPRN SNX SOHCF SOJ SPISZ SRMVM SSLCW STPWE SZN T13 TEORI TSG TSK TSV TUC U2A UG4 UOJIU UTJUX UZXMN VC2 VFIZW W23 W48 WK8 YLTOR Z45 Z7X Z81 Z83 Z88 ZMTXR AAPKM AAYXX ABBRH ABDBE ABFSG ABRTQ ACSTC ADHKG AEZWR AFDZB AFFHD AFHIU AFOHR AGQPQ AHPBZ AHWEU AIXLP ATHPR AYFIA CITATION PHGZM PHGZT PQGLB DWQXO PKEHL PQEST PQQKQ PQUKI PRINS ADHXS ADTPV AOWAS D8T D93 ZZAVC
ID	FETCH-LOGICAL-c401t-56d59b1739433cf9f100e899760457bf1aeecf76bc5739bcd2aea8c4a726bca73
IEDL.DBID	P5Z
ISICitedReferencesCount	9
ISICitedReferencesURI	http://www.webofscience.com/api/gateway?GWVersion=2&SrcApp=Summon&SrcAuth=ProQuest&DestLinkType=CitingArticles&DestApp=WOS_CPL&KeyUT=000522417000003&url=https%3A%2F%2Fcvtisr.summon.serialssolutions.com%2F%23%21%2Fsearch%3Fho%3Df%26include.ft.matches%3Dt%26l%3Dnull%26q%3D
ISSN	1570-7873 1572-9184
IngestDate	Tue Nov 04 16:53:53 EST 2025 Tue Nov 04 22:25:07 EST 2025 Sat Nov 29 03:23:24 EST 2025 Tue Nov 18 22:24:57 EST 2025 Fri Feb 21 02:36:48 EST 2025
IsDoiOpenAccess	true
IsOpenAccess	true
IsPeerReviewed	false
IsScholarly	true
Issue	1
Keywords	Smart buildings Microservice Distributed systems Cloud Containers Kafka Internet of Things Edge Kubernetes
Language	English
LinkModel	DirectLink
MergedId	FETCHMERGED-LOGICAL-c401t-56d59b1739433cf9f100e899760457bf1aeecf76bc5739bcd2aea8c4a726bca73
Notes	ObjectType-Article-1 SourceType-Scholarly Journals-1 ObjectType-Feature-2 content type line 14
ORCID	0000-0003-1829-6412
OpenAccessLink	https://link.springer.com/10.1007/s10723-019-09498-8
PQID	2384397106
PQPubID	2043852
PageCount	24
ParticipantIDs	swepub_primary_oai_DiVA_org_umu_167210 proquest_journals_2384397106 crossref_primary_10_1007_s10723_019_09498_8 crossref_citationtrail_10_1007_s10723_019_09498_8 springer_journals_10_1007_s10723_019_09498_8
PublicationCentury	2000
PublicationDate	2020-03-01
PublicationDateYYYYMMDD	2020-03-01
PublicationDate_xml	– month: 03 year: 2020 text: 2020-03-01 day: 01
PublicationDecade	2020
PublicationPlace	Dordrecht
PublicationPlace_xml	– name: Dordrecht
PublicationSubtitle	From Grids to Cloud Federations
PublicationTitle	Journal of grid computing
PublicationTitleAbbrev	J Grid Computing
PublicationYear	2020
Publisher	Springer Netherlands Springer Nature B.V
Publisher_xml	– name: Springer Netherlands – name: Springer Nature B.V
References	Sarkar, Nambi, Prasad, Biswas, Neisse, Baldini (CR37) 2015; 2 Munir, Kansakar, Khan (CR36) 2017; 6 Choi, Park, Jeong (CR1) 2013; 64 Jhawar, Piuri, Santambrogio (CR16) 2013; 7 CR18 Rimal, Jukan, Katsaros, Goeleven (CR43) 2011; 9 Dave, Buda, Nurminen, Främling (CR9) 2018; 95 CR17 CR39 CR38 Weyrich, Ebert (CR27) 2016; 33 CR34 Dean, Barroso (CR12) 2013; 56 CR33 Shi, Cao, Zhang, Li, Xu (CR4) 2016; 3 Premsankar, Francesco, Taleb (CR30) 2018; 5 Pradhan, Reddy (CR13) 1982; 31 CR31 Atzori, Iera, Morabito (CR2) 2010; 54 Alam, Rufino, Ferreira, Ahmed, Shah, Chen (CR35) 2018; 56 Laprie, Arlat, Béounes, Kanoun (CR14) 1990; 23 Hwang, Kesselman (CR15) 2003; 1 CR6 CR5 CR8 CR7 Mei, Li, Zhou, Li (CR11) 2015; 13 CR29 CR28 CR26 Bernstein (CR22) 2014; 1 CR25 CR24 CR23 CR45 CR21 CR20 CR42 CR41 CR40 Peinl, Holzschuher, Pfitzer (CR19) 2016; 14 Avizienis (CR10) 1997; 30 Kubler, Främling, Derigent (CR44) 2015; 66 Främling, Holmström, Ala-Risku, Kärkkäinen (CR3) 2003 Kertesz, Pflanzner, Gyimothy (CR32) 2018; 17 G Premsankar (9498_CR30) 2018; 5 L Atzori (9498_CR2) 2010; 54 9498_CR8 9498_CR5 9498_CR6 A Kertesz (9498_CR32) 2018; 17 9498_CR7 S Hwang (9498_CR15) 2003; 1 9498_CR33 9498_CR34 J Mei (9498_CR11) 2015; 13 9498_CR31 R Peinl (9498_CR19) 2016; 14 W Shi (9498_CR4) 2016; 3 9498_CR17 9498_CR39 9498_CR18 9498_CR38 BP Rimal (9498_CR43) 2011; 9 C Sarkar (9498_CR37) 2015; 2 K Främling (9498_CR3) 2003 R Jhawar (9498_CR16) 2013; 7 D Bernstein (9498_CR22) 2014; 1 DK Pradhan (9498_CR13) 1982; 31 M Weyrich (9498_CR27) 2016; 33 9498_CR24 9498_CR25 M Choi (9498_CR1) 2013; 64 9498_CR23 9498_CR45 9498_CR20 9498_CR42 S Kubler (9498_CR44) 2015; 66 9498_CR21 A Avizienis (9498_CR10) 1997; 30 9498_CR40 B Dave (9498_CR9) 2018; 95 9498_CR41 9498_CR28 M Alam (9498_CR35) 2018; 56 J Dean (9498_CR12) 2013; 56 9498_CR29 J Laprie (9498_CR14) 1990; 23 9498_CR26 A Munir (9498_CR36) 2017; 6
References_xml	– ident: CR45 – ident: CR18 – volume: 3 start-page: 637 issue: 5 year: 2016 end-page: 646 ident: CR4 article-title: Edge computing: vision and challenges publication-title: IEEE IoT J. – volume: 1 start-page: 251 issue: 3 year: 2003 end-page: 272 ident: CR15 article-title: A flexible framework for fault tolerance in the grid publication-title: J. Grid Comput. doi: 10.1023/B:GRID.0000035187.54694.75 – volume: 56 start-page: 118 issue: 9 year: 2018 end-page: 123 ident: CR35 article-title: Orchestration of microservices for IoT using docker and edge computing publication-title: IEEE Commun. Mag. doi: 10.1109/MCOM.2018.1701233 – ident: CR39 – volume: 56 start-page: 74 issue: 2 year: 2013 end-page: 80 ident: CR12 article-title: The tail at scale publication-title: Commun. ACM doi: 10.1145/2408776.2408794 – volume: 31 start-page: 863 issue: 9 year: 1982 end-page: 870 ident: CR13 publication-title: A Fault-Tolerant communication architecture for distributed systems, IEEE trans, journal=Computers, – volume: 54 start-page: 2787 issue: 15 year: 2010 end-page: 2805 ident: CR2 article-title: The Internet of Things: a survey publication-title: Comput. Netw. doi: 10.1016/j.comnet.2010.05.010 – volume: 2 start-page: 230 issue: 3 year: 2015 end-page: 239 ident: CR37 article-title: DIAT: A scalable distributed architecture for IoT publication-title: IEEE IoT J. – year: 2003 ident: CR3 publication-title: Product agents for handling information about physical objects, WorkingPaper 153/03 – ident: CR33 – volume: 64 start-page: 331 year: 2013 end-page: 356 ident: CR1 article-title: Mobile cloud computing framework for a pervasive and ubiquitous environment publication-title: J. Supercomput. doi: 10.1007/s11227-011-0681-6 – volume: 30 start-page: 51 issue: 4 year: 1997 end-page: 58 ident: CR10 article-title: Toward systematic design of fault-tolerant systems publication-title: IEEE Computer doi: 10.1109/2.585154 – volume: 7 start-page: 288 issue: 2 year: 2013 end-page: 297 ident: CR16 article-title: Fault tolerance management in cloud computing: a system-level perspective publication-title: IEEE Syst. J. doi: 10.1109/JSYST.2012.2221934 – volume: 17 start-page: 529 year: 2018 end-page: 551 ident: CR32 article-title: A mobile IoT device simulator for IoT-Fog-Cloud systems publication-title: Journal of Grid Computing doi: 10.1007/s10723-018-9468-9 – volume: 9 start-page: 3 issue: 1 year: 2011 end-page: 26 ident: CR43 article-title: Architectural requirements for cloud computing systems: an enterprise cloud approach publication-title: J. Grid Comput. doi: 10.1007/s10723-010-9171-y – volume: 66 start-page: 82 year: 2015 end-page: 98 ident: CR44 article-title: P2P Data synchronization for product lifecycle management publication-title: Comput. Ind. doi: 10.1016/j.compind.2014.10.009 – ident: CR6 – ident: CR29 – volume: 95 start-page: 35 year: 2018 end-page: 45 ident: CR9 article-title: A framework for integrating BIM and IoT through open standards publication-title: Autom. Constr. doi: 10.1016/j.autcon.2018.07.022 – ident: CR8 – ident: CR40 – ident: CR25 – ident: CR42 – ident: CR23 – volume: 5 start-page: 1275 issue: 2 year: 2018 end-page: 1284 ident: CR30 article-title: Edge computing for the internet of things: a case study publication-title: IEEE IoT J. – ident: CR21 – volume: 14 start-page: 265 issue: 2 year: 2016 end-page: 282 ident: CR19 article-title: Docker cluster management for the cloud - survey results and own solution publication-title: Journal of Grid Computing doi: 10.1007/s10723-016-9366-y – volume: 23 start-page: 39 issue: 7 year: 1990 end-page: 51 ident: CR14 article-title: Definition and analysis of hardware- and software-fault-tolerant architectures publication-title: IEEE Computer doi: 10.1109/2.56851 – volume: 6 start-page: 74 issue: 3 year: 2017 end-page: 82 ident: CR36 article-title: IFCIOT: integrated fog cloud IoT: a novel architectural paradigm for the future Internet of Things publication-title: IEEE Consum. Electron. Mag. doi: 10.1109/MCE.2017.2684981 – ident: CR38 – ident: CR17 – ident: CR31 – volume: 13 start-page: 507 issue: 4 year: 2015 end-page: 525 ident: CR11 article-title: Fault-tolerant dynamic rescheduling for heterogeneous computing systems publication-title: J. Grid Comput. doi: 10.1007/s10723-015-9331-1 – ident: CR34 – volume: 1 start-page: 81 issue: 3 year: 2014 end-page: 84 ident: CR22 article-title: Containers and cloud: from LXC to Docker to Kubernetes publication-title: IEEE Cloud Comput. doi: 10.1109/MCC.2014.51 – ident: CR5 – ident: CR7 – volume: 33 start-page: 112 issue: 1 year: 2016 end-page: 116 ident: CR27 article-title: Reference architectures for the internet of things publication-title: IEEE Softw. doi: 10.1109/MS.2016.20 – ident: CR28 – ident: CR41 – ident: CR26 – ident: CR24 – ident: CR20 – volume: 3 start-page: 637 issue: 5 year: 2016 ident: 9498_CR4 publication-title: IEEE IoT J. – volume: 56 start-page: 74 issue: 2 year: 2013 ident: 9498_CR12 publication-title: Commun. ACM doi: 10.1145/2408776.2408794 – ident: 9498_CR28 doi: 10.1049/cp.2014.0684 – volume: 95 start-page: 35 year: 2018 ident: 9498_CR9 publication-title: Autom. Constr. doi: 10.1016/j.autcon.2018.07.022 – volume: 1 start-page: 251 issue: 3 year: 2003 ident: 9498_CR15 publication-title: J. Grid Comput. doi: 10.1023/B:GRID.0000035187.54694.75 – ident: 9498_CR29 – ident: 9498_CR6 – volume: 30 start-page: 51 issue: 4 year: 1997 ident: 9498_CR10 publication-title: IEEE Computer doi: 10.1109/2.585154 – volume: 14 start-page: 265 issue: 2 year: 2016 ident: 9498_CR19 publication-title: Journal of Grid Computing doi: 10.1007/s10723-016-9366-y – ident: 9498_CR20 – volume: 64 start-page: 331 year: 2013 ident: 9498_CR1 publication-title: J. Supercomput. doi: 10.1007/s11227-011-0681-6 – volume: 56 start-page: 118 issue: 9 year: 2018 ident: 9498_CR35 publication-title: IEEE Commun. Mag. doi: 10.1109/MCOM.2018.1701233 – ident: 9498_CR8 doi: 10.24928/JC3-2017/0338 – ident: 9498_CR25 – ident: 9498_CR41 – volume: 31 start-page: 863 issue: 9 year: 1982 ident: 9498_CR13 publication-title: A Fault-Tolerant communication architecture for distributed systems, IEEE trans, journal=Computers, – volume: 5 start-page: 1275 issue: 2 year: 2018 ident: 9498_CR30 publication-title: IEEE IoT J. – volume: 1 start-page: 81 issue: 3 year: 2014 ident: 9498_CR22 publication-title: IEEE Cloud Comput. doi: 10.1109/MCC.2014.51 – volume: 17 start-page: 529 year: 2018 ident: 9498_CR32 publication-title: Journal of Grid Computing doi: 10.1007/s10723-018-9468-9 – ident: 9498_CR38 – volume: 13 start-page: 507 issue: 4 year: 2015 ident: 9498_CR11 publication-title: J. Grid Comput. doi: 10.1007/s10723-015-9331-1 – ident: 9498_CR17 – volume: 7 start-page: 288 issue: 2 year: 2013 ident: 9498_CR16 publication-title: IEEE Syst. J. doi: 10.1109/JSYST.2012.2221934 – volume: 66 start-page: 82 year: 2015 ident: 9498_CR44 publication-title: Comput. Ind. doi: 10.1016/j.compind.2014.10.009 – volume: 6 start-page: 74 issue: 3 year: 2017 ident: 9498_CR36 publication-title: IEEE Consum. Electron. Mag. doi: 10.1109/MCE.2017.2684981 – volume: 33 start-page: 112 issue: 1 year: 2016 ident: 9498_CR27 publication-title: IEEE Softw. doi: 10.1109/MS.2016.20 – ident: 9498_CR7 – ident: 9498_CR5 – ident: 9498_CR26 – ident: 9498_CR45 doi: 10.3139/9783446456020 – ident: 9498_CR21 – volume: 54 start-page: 2787 issue: 15 year: 2010 ident: 9498_CR2 publication-title: Comput. Netw. doi: 10.1016/j.comnet.2010.05.010 – ident: 9498_CR34 doi: 10.1109/EuCNC.2016.7561038 – ident: 9498_CR40 – ident: 9498_CR24 – ident: 9498_CR23 – ident: 9498_CR42 doi: 10.1007/3-540-45559-0_16 – volume: 2 start-page: 230 issue: 3 year: 2015 ident: 9498_CR37 publication-title: IEEE IoT J. – volume: 23 start-page: 39 issue: 7 year: 1990 ident: 9498_CR14 publication-title: IEEE Computer doi: 10.1109/2.56851 – ident: 9498_CR39 – volume-title: Product agents for handling information about physical objects, WorkingPaper 153/03 year: 2003 ident: 9498_CR3 – volume: 9 start-page: 3 issue: 1 year: 2011 ident: 9498_CR43 publication-title: J. Grid Comput. doi: 10.1007/s10723-010-9171-y – ident: 9498_CR18 – ident: 9498_CR31 – ident: 9498_CR33
SSID	ssj0025802
Score	2.435801
Snippet	The evolution of Internet of Things (IoT) technology has led to an increased emphasis on edge computing for Cyber-Physical Systems (CPS), in which applications...
SourceID	swepub proquest crossref springer
SourceType	Open Access Repository Aggregation Database Enrichment Source Index Database Publisher
StartPage	57
SubjectTerms	Cloud Cloud computing Computer architecture Computer Science Computer Systems Containers Cyber-physical systems Data collection Data processing Data replication datorteknik Distributed systems Edge Edge computing Fault tolerance Internet of Things Kafka Kubernetes Management Management of Computing and Information Systems Microservice Processor Architectures Reconfiguration Relocation Smart buildings User Interfaces and Human Computer Interaction
SummonAdditionalLinks	– databaseName: Springer LINK dbid: RSV link: http://cvtisr.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwnV07T8MwELagMLBQnqJQkAfEApbytsMWlUawVEiUqpvlOE6FVBLUJvx-znm1IFQJlgzJ2bHu7OQ-3d13CF0nrrSEiB2iizyJY8eMCJY4cDF9aiSOcGxZNpugoxGbTv3nuihs2WS7NyHJ8ku9VuxGLZ37o1N8HJ8Rto12XM02ozH6y6SFWS6rMg1dqnPlqF2Xyvw-x_ff0crHbMOiPyhEy99O2P3fgg_Qfu1m4qDaF4doS6VHqNu0cMD1iT5Go6dsPAzvcYBDzSoBjmeMh_FMkcE8K2IcrIUZMLi3OBTFPCfjbA6yaY5hNA7WQuAn6DUcjgePpG6xQCQAq5y4Xuz6kUlt37FtmfgJrFwBBKMeuHo0SkyhlEyoF0kXZCIZW0IJJh1BLbgnqH2KOmmWqjOEzdiQiREpEFIASiOmzewJ3448gME-6yGz0TSXNf-4boMx5yvmZK0wDgrjpcI4jLltx3xU7BsbpfuNAXl9EpccXBLtcwHy7aG7xk6rx5tmu6kM375ZM3E_vE0Cni1mvHgvuOkBfjbO_zbvBdqzNGYv89j6qJMvCnWJduVn_rZcXJVb-Qu7oevz priority: 102 providerName: Springer Nature
Title	IoTEF: A Federated Edge-Cloud Architecture for Fault-Tolerant IoT Applications
URI	https://link.springer.com/article/10.1007/s10723-019-09498-8 https://www.proquest.com/docview/2384397106 https://urn.kb.se/resolve?urn=urn:nbn:se:umu:diva-167210
Volume	18
WOSCitedRecordID	wos000522417000003&url=https%3A%2F%2Fcvtisr.summon.serialssolutions.com%2F%23%21%2Fsearch%3Fho%3Df%26include.ft.matches%3Dt%26l%3Dnull%26q%3D
hasFullText	1
inHoldings	1
isFullTextHit
isPrint
journalDatabaseRights	– providerCode: PRVPQU databaseName: Advanced Technologies & Aerospace Database customDbUrl: eissn: 1572-9184 dateEnd: 20241214 omitProxy: false ssIdentifier: ssj0025802 issn: 1572-9184 databaseCode: P5Z dateStart: 20030301 isFulltext: true titleUrlDefault: https://search.proquest.com/hightechjournals providerName: ProQuest – providerCode: PRVPQU databaseName: ProQuest Central customDbUrl: eissn: 1572-9184 dateEnd: 20241214 omitProxy: false ssIdentifier: ssj0025802 issn: 1572-9184 databaseCode: BENPR dateStart: 20030301 isFulltext: true titleUrlDefault: https://www.proquest.com/central providerName: ProQuest – providerCode: PRVAVX databaseName: SpringerLINK Contemporary 1997-Present customDbUrl: eissn: 1572-9184 dateEnd: 99991231 omitProxy: false ssIdentifier: ssj0025802 issn: 1572-9184 databaseCode: RSV dateStart: 20030301 isFulltext: true titleUrlDefault: https://link.springer.com/search?facet-content-type=%22Journal%22 providerName: Springer Nature
link	http://cvtisr.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwpV07T8MwELZ4DSy8EeUlD4gFLJqnHRYUSiNYqqoUhFgsx3YQUmlKm_D7OadOCwxdWDwk5zjy2b77fC-EzrJAukIon5ggT-J7ihHBMh8aJ6LNzBe-J6tiE7TTYS8vUddeuE2sW2V9JlYHtcqluSO_AtFiZCcgmJvRJzFVo4x11ZbQWEarJkuCKd3QDV5ngCtgU5_DgBqvOerZoBkbOkdd40lkHIb8iBH2WzDNtc2ZgfRPMtFKACWb__31LbRhVU8cT9fKNlrSwx20WZd1wHaX76LOQ95vJ9c4xonJNAHKqMJt9aZJa5CXCsc_TA8YVF6ciHJQkH4-ANphgaE3jn-YxffQU9Lut-6JLbtAJICtggShCqLUoV7ke57MogwmTAMsoyGofzTNHKG1zGiYygBoUqlcoQWTvqAuPBPU20crw3yoDxB2VFNmzVQDkQagmjLD-lBEXhoCNI5YAzn1nHNpc5Kb0hgDPs-mbPjEgU-84hOHPhezPqNpRo6F1Mc1T7jdnRM-Z0gDXdbsnb9e9LXz6RKYjWyyc9-9P8c8H7_x8qPkTgiYunm4eNgjtO4a3F75sh2jlWJc6hO0Jr-K98n4FK3etjvd3mm1mKHtPT5_Ax3Q-JA
linkProvider	ProQuest
linkToHtml	http://cvtisr.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMw1V1Jb9QwFH4qUyS4UFZRKOADcAGLLE7sICEU2ok6aokqNKDejGM7VaVhUmYSEH-K38hzlpnCYW49cMkheXaU-PNb_DaA52WkA6UMoy7Jk7LQCKpEyfDiJ9wrmWKhbptN8DwXp6fJyRb8HnJhXFjlwBNbRm0q7c7I36BocbITLZj3F9-p6xrlvKtDC40OFkf210802ZbvJge4vi-CIBtP9w9p31WAarQlahrFJkoKn4cJC0NdJqXveRatDh6jdsOL0lfW6pLHhY6QptAmUFYJzRQP8J7iIc57DbZZyOJoBNsfxvnJp5WJF4kuyjHiLk6Ph32aTp-sxwMXu-RClFgiqPhbFK7125VL9p_ypa3Iy3b-t591G271yjVJu91wB7bs_C7sDI0rSM_H7kE-qabj7C1JSeZqaaC6bcjYnFm6P6saQ9JLzhWCSj3JVDOr6bSaIe28JjiapJcc__fh85V81QMYzau5fQjEN54uvcIikUVTvBAO3LFKwiJG4z8Ru-APayx1X3XdNf-YyXW9aIcLibiQLS4kjnm1GnPR1RzZSL03YED2_Gcp1wDYhdcDnNaPN832soPc6s2u_vjB-ZdUVosz2XxrpB_zwPcebX7tM7hxOP14LI8n-dFjuBm4U4o2cm8PRvWisU_guv5Rny8XT_stRODrVQPxD0_6VQQ
linkToPdf	http://cvtisr.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwpV1LT9wwELZaWlVcoNAinsUHxKW12CRO7HCLdjcqAq0QbFd7sxw_ENKSoCXh9zPOY3eLKiTUSw7O-KGxLc-n-WYGoRMbKl9KTYkL8iQ00JxIbil8vJj1LJU0UHWxCTYa8ek0vl6J4q_Z7p1LsolpcFma8vLsUduzlcA35jsekKP70JgT_hF9otDoSF03t5MF5Ap5wzoMmePNsaANm_n3GH8_TUt7c-EifZVOtH6C0s3_X_xXtNGanzhpzssW-mDybbTZlXbA7U3_hkYXxXiYnuMEpy7bBBikGg_1nSH9WVFpnKy4HzCYvTiV1awk42IGsnmJoTdOVlzj39GfdDju_yZt6QWiAHCVJIx0GGceC2IaBMrGFlZuAJqxCExAlllPGqMsizIVgkymtC-N5IpK5kObZMEOWsuL3Owi7Omesr3MgJABsJpxt_2RjIMsAngc8z3kdVoXqs1L7spjzMQyo7JTmACFiVphAvr8XPR5bLJyvCl92G2maG_okwBTxdligIj30K9uz5a_3xrttDkEi5ldhu7B_SQRxfxOVA-V8CLA1b399417jL5cD1JxdTG6PEDrvoP1NdXtEK2V88ococ_qubx_mv-oT_gL4lj3uw
openUrl	ctx_ver=Z39.88-2004&ctx_enc=info%3Aofi%2Fenc%3AUTF-8&rfr_id=info%3Asid%2Fsummon.serialssolutions.com&rft_val_fmt=info%3Aofi%2Ffmt%3Akev%3Amtx%3Ajournal&rft.genre=article&rft.atitle=IoTEF%3A+A+Federated+Edge-Cloud+Architecture+for+Fault-Tolerant+IoT+Applications&rft.jtitle=Journal+of+grid+computing&rft.au=Javed+Asad&rft.au=J%C3%A9r%C3%A9my%2C+Robert&rft.au=Heljanko+Keijo&rft.au=Kary%2C+Fr%C3%A4mling&rft.date=2020-03-01&rft.pub=Springer+Nature+B.V&rft.issn=1570-7873&rft.eissn=1572-9184&rft.volume=18&rft.issue=1&rft.spage=57&rft.epage=80&rft_id=info:doi/10.1007%2Fs10723-019-09498-8
thumbnail_l	http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/lc.gif&issn=1570-7873&client=summon
thumbnail_m	http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/mc.gif&issn=1570-7873&client=summon
thumbnail_s	http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/sc.gif&issn=1570-7873&client=summon