Skip to main content
Erschienen in: Annals of Telecommunications 1-2/2017

20.07.2016

Meeting IoT platform requirements with open pub/sub solutions

verfasst von: Daniel Happ, Niels Karowski, Thomas Menzel, Vlado Handziski, Adam Wolisz

Erschienen in: Annals of Telecommunications | Ausgabe 1-2/2017

Einloggen

Aktivieren Sie unsere intelligente Suche, um passende Fachinhalte oder Patente zu finden.

search-config
loading …

Abstract

The internet of things (IoT) will enable a range of applications providing enhanced awareness and control of the physical environment. Current systems typically sense and actuate physical phenomena locally and then rely on a cloud-based publish/subscribe infrastructure for distribution of sensor and control data to end-users and external services. Despite the popularity of pub/sub solutions in this context, it is still unclear which features such a middleware should have to successfully meet the specific requirements of the IoT domain. Questions like how a large number of connected devices that only sporadically send small sensor data messages affect the throughput, and how much additional delay cloud-based pub/sub systems typically introduce, that are very important for practitioners, have not been tackled in a systematic way. In this work, we address these limitations by analyzing the main requirements of IoT platforms and by evaluating which of those features are supported by prominent open pub/sub solutions. We further carry out a performance evaluation in the public cloud using four popular pub/sub implementations: rabbitMQ (AMQP), mosquitto (MQTT), ejabberd (XMPP), and ZeroMQ. We study the maximum sustainable throughput and delay under realistic load conditions using traces from real sensors. While the core features are similar, the analyzed pub/sub systems differ in their filtering capabilities, semantic guarantees, and encoding. Our evaluation indicates that those differences can have a notable impact on throughput and delay of cloud-based IoT platforms.

Sie haben noch keine Lizenz? Dann Informieren Sie sich jetzt über unsere Produkte:

Springer Professional "Wirtschaft"

Online-Abonnement

Mit Springer Professional "Wirtschaft" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 340 Zeitschriften

aus folgenden Fachgebieten:

  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Versicherung + Risiko




Jetzt Wissensvorsprung sichern!

Springer Professional "Wirtschaft+Technik"

Online-Abonnement

Mit Springer Professional "Wirtschaft+Technik" erhalten Sie Zugriff auf:

  • über 102.000 Bücher
  • über 537 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Maschinenbau + Werkstoffe
  • Versicherung + Risiko

Jetzt Wissensvorsprung sichern!

Springer Professional "Technik"

Online-Abonnement

Mit Springer Professional "Technik" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 390 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Maschinenbau + Werkstoffe




 

Jetzt Wissensvorsprung sichern!

Literatur
2.
Zurück zum Zitat AMQP Working Group: Advanced message queuing protocol (2010). version 0-9-1 AMQP Working Group: Advanced message queuing protocol (2010). version 0-9-1
3.
Zurück zum Zitat Antollini J, Antollini M, Guerrero P, Cilia M (2004) Extending rebeca to support concept-based addressing. In: Proceedings of the Argentinean symposium on information systems (ASIS’04) Antollini J, Antollini M, Guerrero P, Cilia M (2004) Extending rebeca to support concept-based addressing. In: Proceedings of the Argentinean symposium on information systems (ASIS’04)
4.
Zurück zum Zitat Antonic A, Roankovic K, Marjanovic M, Pripuic K, Zarko IP (2014) A mobile crowdsensing ecosystem enabled by a cloud-based publish/subscribe middleware. In: International conference on future internet of things and cloud (FiCloud), 2014. IEEE, pp 107–114 Antonic A, Roankovic K, Marjanovic M, Pripuic K, Zarko IP (2014) A mobile crowdsensing ecosystem enabled by a cloud-based publish/subscribe middleware. In: International conference on future internet of things and cloud (FiCloud), 2014. IEEE, pp 107–114
8.
Zurück zum Zitat Carzaniga A, Rosenblum DS, Wolf AL (2000) Achieving scalability and expressiveness in an internet-scale event notification service. In: Proceedings of the 19th annual ACM symposium on principles of distributed computing (PODC ’00). doi:10.1145/343477.343622. ACM, New York, pp 219–227 Carzaniga A, Rosenblum DS, Wolf AL (2000) Achieving scalability and expressiveness in an internet-scale event notification service. In: Proceedings of the 19th annual ACM symposium on principles of distributed computing (PODC ’00). doi:10.​1145/​343477.​343622. ACM, New York, pp 219–227
9.
Zurück zum Zitat Cha M, Rodriguez P, Moon S, Crowcroft J (2008) On next-generation telco-managed p2p tv architectures. In: Proceedings of the 7th international conference on peer-to-peer systems (IPTPS’08). USENIX Association, pp 5–5 Cha M, Rodriguez P, Moon S, Crowcroft J (2008) On next-generation telco-managed p2p tv architectures. In: Proceedings of the 7th international conference on peer-to-peer systems (IPTPS’08). USENIX Association, pp 5–5
10.
Zurück zum Zitat Chui M, Löffler M., Roberts R (2010) The internet of things. McKinsey Q 2:1–9 Chui M, Löffler M., Roberts R (2010) The internet of things. McKinsey Q 2:1–9
11.
Zurück zum Zitat Curry E (2005) Message-oriented middleware. In: Mahmoud QH (ed) Middleware for communications, chap 1. Wiley, pp 1–28 Curry E (2005) Message-oriented middleware. In: Mahmoud QH (ed) Middleware for communications, chap 1. Wiley, pp 1–28
14.
Zurück zum Zitat Eugster PT, Felber PA, Guerraoui R, Kermarrec AM (2003) The many faces of publish/subscribe. ACM Comput Surv (CSUR) 35(2):114–131CrossRef Eugster PT, Felber PA, Guerraoui R, Kermarrec AM (2003) The many faces of publish/subscribe. ACM Comput Surv (CSUR) 35(2):114–131CrossRef
15.
Zurück zum Zitat Fidler E, Jacobsen HA, Li G, Mankovskii S (2005) The PADRES distributed publish/subscribe system. In: International conference on feature interactions in telecommunications and software systems (ICFI’05), pp 12–30 Fidler E, Jacobsen HA, Li G, Mankovskii S (2005) The PADRES distributed publish/subscribe system. In: International conference on feature interactions in telecommunications and software systems (ICFI’05), pp 12–30
16.
Zurück zum Zitat Gubbi J, Buyya R, Marusic S, Palaniswami M (2013) Internet of things (IoT): a vision, architectural elements, and future directions. Futur Gener Comput Syst 29(7):1645–1660CrossRef Gubbi J, Buyya R, Marusic S, Palaniswami M (2013) Internet of things (IoT): a vision, architectural elements, and future directions. Futur Gener Comput Syst 29(7):1645–1660CrossRef
17.
Zurück zum Zitat Handziski V, Köpke A., Willig A, Wolisz A (2006) Twist: a scalable and reconfigurable testbed for wireless indoor experiments with sensor networks. In: Proceedings of the 2nd international workshop on multi-hop ad hoc networks: from theory to reality (REALMAN ’06), Florence, pp 63–70 Handziski V, Köpke A., Willig A, Wolisz A (2006) Twist: a scalable and reconfigurable testbed for wireless indoor experiments with sensor networks. In: Proceedings of the 2nd international workshop on multi-hop ad hoc networks: from theory to reality (REALMAN ’06), Florence, pp 63–70
18.
Zurück zum Zitat Happ D, Karowski N, Menzel T, Handziski V, Wolisz A (2015) Meeting IoT platform requirements with open pub/sub solutions. In: 1st international conference on cloudification of the internet of things (CIoT’15), Paris Happ D, Karowski N, Menzel T, Handziski V, Wolisz A (2015) Meeting IoT platform requirements with open pub/sub solutions. In: 1st international conference on cloudification of the internet of things (CIoT’15), Paris
19.
Zurück zum Zitat Hintjens P (2013) ZeroMQ: messaging for many applications, O’Reilly Hintjens P (2013) ZeroMQ: messaging for many applications, O’Reilly
20.
Zurück zum Zitat Hunkeler U, Truong HL, Stanford-Clark A (2008) MQTT-S – A publish/subscribe protocol for wireless sensor networks. In: 3rd international conference on communication systems software and middleware and workshops (COMSWARE’08). Bangalore, pp 791–798 Hunkeler U, Truong HL, Stanford-Clark A (2008) MQTT-S – A publish/subscribe protocol for wireless sensor networks. In: 3rd international conference on communication systems software and middleware and workshops (COMSWARE’08). Bangalore, pp 791–798
22.
Zurück zum Zitat Locke D (2010) MQ telemetry transport (MQTT) V3.1 protocol specification. IBM developerWorks Technical Library Locke D (2010) MQ telemetry transport (MQTT) V3.1 protocol specification. IBM developerWorks Technical Library
23.
Zurück zum Zitat Menzel T, Karowski N, Happ D, Handziski V, Wolisz A (2014) Social sensor cloud: an architecture meeting cloud-centric iot platform requirements. In: 9th KuVS NGSDP expert talk on next generation service delivery platforms Menzel T, Karowski N, Happ D, Handziski V, Wolisz A (2014) Social sensor cloud: an architecture meeting cloud-centric iot platform requirements. In: 9th KuVS NGSDP expert talk on next generation service delivery platforms
27.
Zurück zum Zitat Pietzuch PR, Bacon J (2002) Hermes: a distributed event-based middleware architecture. In: Proceedings of 22nd International Conference on Distributed Computing Systems Workshops, 2002. doi:10.1109/ICDCSW.2002.1030837, pp 611–618 Pietzuch PR, Bacon J (2002) Hermes: a distributed event-based middleware architecture. In: Proceedings of 22nd International Conference on Distributed Computing Systems Workshops, 2002. doi:10.​1109/​ICDCSW.​2002.​1030837, pp 611–618
30.
Zurück zum Zitat Rege MR, Handziski V, Wolisz A (2013) CrowdMeter: an emulation platform for performance evaluation of crowd-sensing applications. In: Proceedings of the 2013 ACM conference on pervasive and ubiquitous computing adjunct publication. Zürich, pp 1111–1122 Rege MR, Handziski V, Wolisz A (2013) CrowdMeter: an emulation platform for performance evaluation of crowd-sensing applications. In: Proceedings of the 2013 ACM conference on pervasive and ubiquitous computing adjunct publication. Zürich, pp 1111–1122
31.
Zurück zum Zitat Rowe A, Berges ME, Bhatia G, Goldman E, Rajkumar R, Garrett JH, Moura JM, Soibelman L. (2011) Sensor Andrew: Large-scale campus-wide sensing and actuation. IBM J Res Dev 55(1.2):6:1–6:14CrossRef Rowe A, Berges ME, Bhatia G, Goldman E, Rajkumar R, Garrett JH, Moura JM, Soibelman L. (2011) Sensor Andrew: Large-scale campus-wide sensing and actuation. IBM J Res Dev 55(1.2):6:1–6:14CrossRef
32.
Zurück zum Zitat Sachs K (2010) Performance modeling and benchmarking of event-based systems. Ph.D. thesis, TU Darmstadt. SPEC Distinguished Dissertation Award 2011 Sachs K (2010) Performance modeling and benchmarking of event-based systems. Ph.D. thesis, TU Darmstadt. SPEC Distinguished Dissertation Award 2011
33.
Zurück zum Zitat Sachs K, Kounev S, Bacon J, Buchmann A (2009) Performance evaluation of message-oriented middleware using the SPECjms2007 benchmark. Perform. Eval. 66(8):410–434CrossRef Sachs K, Kounev S, Bacon J, Buchmann A (2009) Performance evaluation of message-oriented middleware using the SPECjms2007 benchmark. Perform. Eval. 66(8):410–434CrossRef
35.
Zurück zum Zitat Soldatos J, Kefalakis N, Hauswirth M, Serrano M, Calbimonte JP, Riahi M, Aberer K, Jayaraman PP, Zaslavsky A, žarko IP et al (2015) Openiot: open source internet-of-things in the cloud. In: Interoperability and open-source solutions for the internet of things. Springer, pp 13–25 Soldatos J, Kefalakis N, Hauswirth M, Serrano M, Calbimonte JP, Riahi M, Aberer K, Jayaraman PP, Zaslavsky A, žarko IP et al (2015) Openiot: open source internet-of-things in the cloud. In: Interoperability and open-source solutions for the internet of things. Springer, pp 13–25
36.
Zurück zum Zitat Tran P, Greenfield P, Gorton I (2002) Behavior and performance of message-oriented middleware systems. In: Proceedings of the 22nd international conference on distributed computing systems workshops, pp 645–650 Tran P, Greenfield P, Gorton I (2002) Behavior and performance of message-oriented middleware systems. In: Proceedings of the 22nd international conference on distributed computing systems workshops, pp 645–650
37.
Zurück zum Zitat Varda K (2008) Protocol buffers: Google’s data interchange format Varda K (2008) Protocol buffers: Google’s data interchange format
38.
Zurück zum Zitat Wang G, Ng TSE (2010) The impact of virtualization on network performance of amazon EC2 data center. In: Proceedings of the 29th conference on information communications (INFOCOM’10), pp 1–9 Wang G, Ng TSE (2010) The impact of virtualization on network performance of amazon EC2 data center. In: Proceedings of the 29th conference on information communications (INFOCOM’10), pp 1–9
39.
Zurück zum Zitat Xu Y, Musgrave Z, Noble B, Bailey M (2013) Bobtail: avoiding long tails in the cloud. In: Proceedings of the 10th USENIX symposium on networked systems design and implementation (NSDI ’13). Lombard, pp 329–341 Xu Y, Musgrave Z, Noble B, Bailey M (2013) Bobtail: avoiding long tails in the cloud. In: Proceedings of the 10th USENIX symposium on networked systems design and implementation (NSDI ’13). Lombard, pp 329–341
40.
Zurück zum Zitat Zhang B, Mor N, Kolb J, Chan DS, Lutz K, Allman E, Wawrzynek J, Lee E, Kubiatowicz J (2015) The cloud is not enough: Saving iot from the cloud. In: 7th USENIX workshop on hot topics in cloud computing (HotCloud 15). USENIX Association, Santa Clara Zhang B, Mor N, Kolb J, Chan DS, Lutz K, Allman E, Wawrzynek J, Lee E, Kubiatowicz J (2015) The cloud is not enough: Saving iot from the cloud. In: 7th USENIX workshop on hot topics in cloud computing (HotCloud 15). USENIX Association, Santa Clara
Metadaten
Titel
Meeting IoT platform requirements with open pub/sub solutions
verfasst von
Daniel Happ
Niels Karowski
Thomas Menzel
Vlado Handziski
Adam Wolisz
Publikationsdatum
20.07.2016
Verlag
Springer Paris
Erschienen in
Annals of Telecommunications / Ausgabe 1-2/2017
Print ISSN: 0003-4347
Elektronische ISSN: 1958-9395
DOI
https://doi.org/10.1007/s12243-016-0537-4

Weitere Artikel der Ausgabe 1-2/2017

Annals of Telecommunications 1-2/2017 Zur Ausgabe