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Image of Arne Broering
I am a Senior Researcher at Siemens in Munich (Germany). Previously, I worked at ESRI, the 52°North initiative, and the Institute for Geoinformatics at the University of Münster. I received my PhD from the University of Twente (Netherlands).

My research interests currently lay in the area of the internet of things, edge computing, and indoor localization. My research has contributed to over 90 publications, multiple patent filings, and laid the foundation for a startup based on the SenseBox design. I have acted as the Scientific and Technical Coordinator of the projects IntellIoT as well as BIG IoT, and contributed to numerous other international innovation and research projects (e.g., H2020, Horizon Europe).

I have been involved in standards development at the W3C Web of Things group and at OGC's Sensor Web Enablement (SWE) initiative where I acted chair of the Sensor Observation Service (SOS) working group that developed the SOS 2.0 standard.

Looking for Student Opportunities?:

I'm continuously looking for good students to work with me in areas related to my topics of interest. This work can start as an internship, or directly with an MSc/BSc thesis project. Just reach out to me on my LinkedIn.





See my Google Scholar profile to get an overview of my academic work and where it is cited.

Journal Articles

  1. Hoffmann, M., G. Kunzmann, T. Dudda, R. Irmer, A. Jukan, G. Macher, A. Ahmad, F. R. Beenen, A. Bröring, et al. (2023): A secure and resilient 6G architecture vision of the German flagship project 6G-ANNA. IEEE Access. [publisher link]
  2. Nguyen, L. D., A. Bröring, P. Popovski & M.Pizzol (2022): Analysis of Distributed Ledger Technologies for Industrial Manufacturing. Nature Scientific Reports, 12. [publisher link]
  3. Soret, B., L. D. Nguyen, J. Seeger, A. Bröring C. B. Issaid, S. Samarakoon, A. El Gabli, V. Kulkarni, M. Bennis & P. Popovski (2021): Learning, Computing, and Trustworthiness in Intelligent IoT Environments: Performance-Energy Tradeoffs. IEEE Transactions on Green Communications and Networking, 6(1), pp. 629-644. [publisher link]
  4. Bröring, A., C. Niedermeier, I. Olaru, U. Schopp, K. Telschig & M. Villnow (2021): Toward Embodied Intelligence: Smart Things on the Rise. IEEE Computer, 54(7), pp. 57-68. [publisher link]
  5. Seeger, J., A. Bröring & G. Carle (2020): Optimally Self-Healing IoT Choreographies. ACM Transactions on Internet Technology (TOIT), 20(3), pp. 1-20. [publisher link]
  6. Bröring, A., J. Seeger, M. Papoutsakis, K. Fysarakis & A. Caracalli (2020): Networking-Aware IoT Application Development. Sensors, 20(3), 897. [publisher link]
  7. Seeger, J., R.A. Deshmukh, V. Sarafov & Bröring, A. (2019): Dynamic IoT Choreographies - Managing Discovery, Distribution, Failure and Reconfiguration. IEEE Pervasive Computing, 18(1), pp. 19-27. [publisher link]
  8. Bröring, A., A. Ziller, V. Charpenay, S. Schmid, A.S. Thuluva, D. Anicic, A. Zappa, M.P. Linares, L. Mikkelsen, C. Seidel (2018): The BIG IoT API - Semantically Enabling IoT Interoperability. IEEE Pervasive Computing, 17(4), pp. 41-51. [publisher link]
  9. Bröring, A., S. Schmid, C.-K.Schindhelm, A. Khelil, S. Kaebisch, D. Kramer, D. Le Phuoc, J. Mitic, D. Anicic, E. Teniente (2017): Enabling IoT Ecosystems through Platform Interoperability. IEEE Software, 34(1), pp. 54-61. [publisher link]
  10. Bröring, A., A. Remke, C. Stasch, C. Autermann, M. Rieke & J. Möllers (2015): enviroCar: A Citizen Science Platform for Analyzing and Mapping Crowd-Sourced Car Sensor Data. Transactions in GIS, 19(3), pp. 362-376. [publisher link]
  11. del Rio, J., D.M. Toma, T.C. O'Reilly, A. Bröring, D.R. Dana, F. Bache, K.L. Headley, A.Manuel, D.R. Edgington (2013): Standards-based Plug & Work for Instruments in Ocean Observing Systems. IEEE Journal of Oceanic Engineering (JOE), 39(3), pp. 430-443. [ publisher link]
  12. Malewski, C., A. Bröring, P. Maué & K. Janowicz (2013): Semantic Matchmaking & Mediation for Sensors on the Sensor Web. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing (JSTARS), 7(3), pp. 929-934. [publisher link]
  13. Diaz, L., A. Bröring, D. McInerney, G. Liberta & T. Foerster (2013): Publishing Sensor Observations into Geospatial Information Infrastructures: A Use Case in Fire Danger Assessment. Environmental Modelling & Software, 48, pp. 65–80. [publisher link]
  14. Senaratne, H., A. Bröring & T. Schreck (2013): Using Reverse Viewshed Analysis to Assess the Location Correctness of Visually Generated VGI. Transactions in GIS, 17(3), pp. 369-386. [publisher link]
  15. Janowicz, K., A. Bröring, C. Stasch, S. Schade, T. Everding, & A. Llaves (2013): A RESTful Proxy and Data Model for Linked Sensor Data. International Journal of Digital Earth, 6(3), pp. 233-254. [publisher link]
  16. Malewski, C., I. Simonis, A. Terhorst & A. Bröring (2012): StarFL - A Modularised Metadata Language for Sensor Descriptions. International Journal of Digital Earth. [publisher link]
  17. Jirka, S., A. Bröring, P.C. Kjeld, J. Maidens & A. Wytzisk (2012): A Lightweight Approach for the Sensor Observation Service to Share Environmental Data Across Europe. Transactions in GIS, 16(3), pp. 293-312. [publisher link]
  18. Diaz, L., A. Remke, T. Kauppinen, A. Degbelo, T. Foerster, C. Stasch, M. Rieke, B. Schaeffer, B. Baranski, A. Bröring & A. Wytzisk (2012): Future SDI - Impulses from Geoinformatics Research and IT Trends. International Journal of Spatial Data Infrastructures Research, Vol 7. [publisher link]
  19. Bröring, A., P. Maué, K. Janowicz, D. Nüst, & C. Malewski (2011): Semantically-Enabled Sensor Plug & Play for the Sensor Web. Sensors, 11(8), pp. 7568-7605. [publisher link]
  20. Bröring, A., J. Echterhoff, S. Jirka, I. Simonis, T. Everding, C. Stasch, S. Liang, & R. Lemmens (2011): New Generation Sensor Web Enablement. Sensors, 11(3), pp. 2652-2699. [publisher link]
  21. Janowicz, K., S. Schade, A. Bröring, C. Kessler, P. Maué & C. Stasch (2010): Semantic Enablement for Spatial Data Infrastructures. Transactions in GIS, 14(2), pp. 111-129. [publisher link]
  22. Jirka, S., A. Bröring & C. Stasch (2009): Discovery Mechanisms for the Sensor Web. Sensors, 9(4), pp. 2661-2681.
    23. [publisher link]

Fully Refereed Conference & Workshop Publications

  1. P. Buschmann, M.H.M. Shorim, M. Helm, A. Bröring, G. Carle (2022): Task Allocation in Industrial Edge Networks with Particle Swarm Optimization and Deep Reinforcement Learning . IoT '22: Proceedings of the 12th International Conference on the Internet of Things, November 2022, Delft, NL. ACM. [publisher link]
  2. A. Bröring, V. Kulkarni, A. Zirkler, P. Buschmann, K. Fysarakis, S. Mayer, B. Soret, L.D. Nguyen, P. Popovski, S. Samarakoon, M. Bennis, J. Härri, M. Rooker, G. Fritz, A. Bucur, G. Spanoudakis & S. Ioannidis (2022): IntellIoT: Intelligent IoT Environments. Global Internet of Things Summit (GIoTS 2022), 20.-23. June 2022, Dublin, IE. IEEE. [publisher link]
  3. George Hatzivasilis, Othonas Soultatos, Eftychia Lakka, Sotiris Ioannidis, Darco Anicic, Arne Bröring, Konstantinos Fysarakis, George Spanoudakis, Mirko Falchetto & Łukasz Ciechomski (2019): Secure Semantic Interoperability for IoT Applications with Linked Data. IEEE Global Communications Conference (GLOBECOM 2019), 9.-13. December 2019, Waikoloa, HI, USA. IEEE. [publisher link]
  4. Seeger, J., A. Bröring, M.-O. Pahl & E. Sakic (2019): Rule-Based Translation of Application-Level QoS Constraints into SDN Configurations for the IoT. EuCNC 2019, 18.-21. June, Valencia, Spain. IEEE. [publisher link]
  5. Fysarakis, K., G. Panoudakis, N. Petroulakis, O. Soultatos, A. Bröring & T. Marktscheffel (2019): Architectural Patterns for Secure IoT Orchestrations. Global Internet of Things Summit (GIoTS 2019), 17.-21. June 2019, Aarhus, DK. IEEE. [publisher link]
  6. Hatzivasilis, G., I. Askoxylakis, G. Alexandris, D. Anicic, A. Bröring, V. Kulkarni, K. Fysarakis & G. Spanoudakis (2018): The Interoperability of Things - Interoperable solutions as an enabler for IoT and Web 3.0. 23rd International Workshop on Computer Aided Modeling and Design of Communication Links and Networks (CAMAD 2018), 17.-19. September 2018, Barcelona, Spain. IEEE. [publisher link]
  7. Seeger, J., R.A. Deshmukh & A. Bröring (2018): Running Distributed and Dynamic IoT Choreographies. Global Internet of Things Summit (GIoTS 2018), 4.-7. June 2018, Bilbao, Spain. IEEE. [publisher link]
  8. Hernandez-Serrano, J., J.L. Munoz, O. Leon, L. Mikkelsen, H.-P. Schwefel & A. Bröring (2018): Privacy risk analysis in the IoT domain. 3rd International Workshop on Interoperability & Open Source Solutions for the Internet of Things (InterOSS-IoT 2018). In conjunction with: Global Internet of Things Summit (GIoTS 2018), 4.-7. June 2018, Bilbao, Spain. IEEE. [publisher link]
  9. Thuluva, A.S., A. Bröring, G.P. Medagoda Hettige Don, D. Anicic & J. Seeger (2017): Recipes for IoT Applications. Proceedings of the 7th International Conference on the Internet of Things (IoT 2017), 22.-25. October 2017, Linz, Austria. ACM. [publisher link]
  10. Hernandez-Serrano, J., J.L. Munoz, A. Bröring, O. Esparza, L. Mikkelsen, W. Schwarzott, O. Leon & J. Zibuschka (2017): On the Road to Secure and Privacy-preserving IoT Ecosystems. 2nd International Workshop on Interoperability & Open Source Solutions for the Internet of Things (InterOSS-IoT 2016) at the 6th International Conference on the Internet of Things (IoT 2016), 7. November 2016, Stuttgart, Germany. Springer, LNCS. Volume 10218, pp. 107-122. [publisher link]
  11. Schmid, S., A. Bröring, D. Kramer, S. Kaebisch, A. Zappa, M. Lorenz, Y. Wang & L. Gioppo (2017): An Architecture for Interoperable IoT Ecosystems. 2nd International Workshop on Interoperability & Open Source Solutions for the Internet of Things (InterOSS-IoT 2016) at the 6th International Conference on the Internet of Things (IoT 2016), 7. November 2016, Stuttgart, Germany. Springer, LNCS. Volume 10218, pp. 39-55. [publisher link]
  12. Schladofsky, W., J. Mitic, A.P. Megner, C. Simonato, L. Gioppo, D. Leonardos & A. Bröring (2017): Business Models for Interoperable IoT Ecosystems. 2nd International Workshop on Interoperability & Open Source Solutions for the Internet of Things (InterOSS-IoT 2016) at the 6th International Conference on the Internet of Things (IoT 2016), 7. November 2016, Stuttgart, Germany. Springer, LNCS. Volume 10218, pp. 91-106. [publisher link]
  13. Bröring, A., S.K. Datta & C. Bonnet (2016): A Categorization of Discovery Technologies for the Internet of Things. Proceedings of the 6th International Conference on the Internet of Things (IoT 2016), 7.-9. November 2016, Stuttgart, Germany. ACM. pp. 131-139. [publisher link]
  14. Vicari, N., E. Wuchner, A. Bröring & C. Niedermeier (2015): Engineering and Operation Made Easy - A Semantics and Service Oriented Approach to Building Automation. 9th SOCNE Workshop at 20th IEEE International Conference on Emerging Technologies and Factory Automation (ETFA 2015). 8. September 2015. City of Luxembourg, Luxembourg. [publisher link]
  15. Bröring, A., D. Vial & T. Reitz (2014): Processing Real-time Sensor Data Streams for 3D Web Visualization. 5th ACM SIGSPATIAL International Workshop on GeoStreaming (IWGS 2014). 4. November 2014. Dallas, TX, USA. ACM. pp. 72-80. [publisher link]
  16. Senaratne, H., A. Bröring, T. Schreck & D. Lehle (2014): Moving on Twitter: Using Episodic Hotspot and Drift Analysis to Detect and Characterise Spatial Trajectories. (Best Student Paper) 7th ACM SIGSPATIAL International Workshop on Location-Based Social Networks (LBSN 2014). 4. November 2014. Dallas, TX, USA.
  17. Toma, D.M., J. del Rio, A. Manuel, M. Moreno, A. Bröring, J. Pearlman & E. Delory (2013): Interoperability developments for next generation multifunctional ocean sensor systems in NeXOS. 5th Internatioanl Workshop on Marine Technology, MARTECH-2013, 10.-11. October 2013. Girona, Spain.
  18. Jirka, S., A. Remke & A. Bröring (2013): enviroCar – Crowd Sourced Traffic and Environment Data for Sustainable Mobility. Environmental Information Systems and Services - Infrastructures and Platforms 2013 - with Citizens Observatories, Linked Open Data and SEIS/SDI Best Practices (ENVIP 2013) co-located with the International Symposium on Environmental Software Systems 2013 (ISESS 2013). 9. October 2013. Neusiedl am See, Austria. CEUR Workshop Proceedings.
  19. Bröring, A., P. Maué, C. Malewski & K. Janowicz (2012): Semantic Mediation on the Sensor Web. IEEE International Geoscience and Remote Sensing Symposium - Remote Sensing for a Dynamic Earth (IGARSS 2012). 22.-27. July 2012. Munich, Germany. IEEE, Proceedings of IGARSS 2012, pp. 2910 - 2913. [publisher link]
  20. Bröring, A., A. Remke & D. Lasnia (2012): SenseBox - A Generic Sensor Platform for the Web of Things. In: 8th Annual International Conference on Mobile and Ubiquitous Systems: Computing, Networking and Services (MobiQuitous 2011). 6.-8. December 2011. Copenhagen, Denmark. LNICST, Springer, Volume 104, Part 5, pp 186-196. [publisher link]
  21. Jirka, S., J. Brauner, A. Bröring, S. Kunz, I. Simonis & K. Watson (2012): Application of Sensor Web Technology for Analysing Correlations between Health and Environmental Data. In: H.-K. Arndt, G. Knetsch & W. Pillmann (Eds.). 26th EnviroInfo Conference - Man*Environment*Bauhaus - Light up the Ideas of Environmental Informatics. 29.-31.August 2012. Dessau, Germany. Shaker, pp. 103–110.
  22. Foerster, T., D. Nüst, A. Bröring & S. Jirka (2011): Discovering the Sensor Web through Mobile Applications. In: G. Gartner & F. Ortag (Eds.), Advances in Location-Based Services, 8th International Symposium on Location-Based Services (LBS 2011). 21.-23. November 2011. Vienna, Austria. Springer Lecture Notes in Geoinformation and Cartography, Springer, Volume 3, pp 211-224. [publisher link]
  23. Malewski, C., I. Simonis, A. Terhorst & A. Bröring (2011): StarFL - A new Metadata Language for Sensor Descriptions - Or: Why do we need yet another metadata language for sensor descriptions?. Workshop on Sensor Web Enablement 2011 (SWE 2011) as part of Cybera Summit 2011. 6.-7. October 2011. Banff, Canada.
  24. Stasch, C., S. Schade, A. Llaves, K. Janowicz & A. Bröring (2011): Aggregating Linked Sensor Data. In: K. Taylor, A. Ayyagari & D. de Roure (Eds.), 4th International Workshop on Semantic Sensor Networks 2011 (SSN 2011), Workshop of the 10th International Semantic Web Conference (ISWC 2011). 23. October 2011. Bonn, Germany. CEUR Proceedings 839. [publisher link]
  25. del Rio, J., D.M. Toma, T.C. O'Reilly, A. Bröring, A. Manuel, K.L. Headley & D. Edgington (2011): Interoperable Data Management and Instrument Control Experiences at OBSEA. IEEE Oceans 2011. 6.-9. June 2011. Santander, Spain. IEEE. [publisher link]
  26. Toma, D.M., T.C. O'Reilly, J. del Rio, K. Headley, A. Manuel & A. Bröring, D. Edgington (2011): Smart Sensors for Interoperable Smart Ocean Environment. IEEE Oceans 2011. 6.-9. June 2011. Santander, Spain. IEEE. [publisher link]
  27. Bröring, A., F. Bache, T. Bartoschek & C.P.J.M. van Elzakker (2011): The SID Creator: A Visual Approach for Integrating Sensors with the Sensor Web. In: S. Geertmann, W. Reinhardt & F. Toppen (Eds.), Advancing Geoinformation Science for a Changing World, The 14th AGILE International Conference on Geographic Information Science. 18.-21. April 2011. Utrecht, Netherlands. Lecture Notes in Geoinformation and Cartography, Springer, Volume 1, pp. 143-162. [publisher link | slides]
  28. Janowicz, K., A. Bröring, C. Stasch & T. Everding (2010): Towards Meaningful URIs for Linked Sensor Data. In: A. Devaraju, A. Llaves, P. Maue & C. Kessler (Eds.). Towards Digital Earth Workshop at Future Internet Symposium 2010. 20th September 2010. Berlin, Germany. CEUR Proceedings 640. [publisher link | slides]
  29. Foerster, T., S. Jirka, C. Stasch, B. Pross, T. Everding, A. Bröring & E.H. Jürrens (2010): Integrating Human Observations and Sensor Observations - the Example of a Noise Mapping Community. In: A. Devaraju, A. Llaves, P. Maue & C. Kessler (Eds.). Towards Digital Earth Workshop at Future Internet Symposium 2010. 20th September 2010. Berlin, Germany. CEUR Proceedings 640. [publisher link]
  30. Bröring, A., S. Below & T. Foerster (2010): Declarative Sensor Interface Descriptors for the Sensor Web. In: Brovelli, M., Dragicevic, S., Li, S. & Veenendaal, B. (Eds.), WebMGS 2010: 1st International Workshop on Pervasive Web Mapping, Geoprocessing and Services. 26.-27. August 2010. Como, Italy. ISPRS, 2010, Volume 38. [publisher link | slides]
  31. Bröring, A., T. Foerster, S. Jirka & C. Priess (2010): Sensor Bus: An Intermediary Layer for Linking Geosensor Networks and the Sensor Web. In: Proceedings of COM.Geo 2010, International Conference on Computing for Geospatial Research and Applications. 21.-30. June 2010. Washington, USA. ACM. [publisher link]
  32. Jirka, S., A. Bröring & T. Foerster (2010): Handling the Semantics of Sensor Observables within SWE Discovery Solutions. Workshop on Sensor Web Enablement 2010 (SWE2010). In: Proceedings of The 2010 International Symposium on Collaborative Technologies and Systems (CTS 2010), IEEE, pp. 322-329. 17.-21. May 2010. Chicago, USA. [publisher link]
  33. Bröring, A., T. Foerster & S. Jirka (2010): Interaction Patterns for Bridging the Gap between Sensor Networks and the Sensor Web. In: Proceedings of 8th IEEE International Conference on Pervasive Computing and Communications: WoT 2010: First International Workshop on the Web of Things. March 29. - April 2. 2010. Mannheim, Germany. IEEE, pp 732-737. [publisher link | slides]
  34. Bröring, A., K. Janowicz, C. Stasch & W. Kuhn (2009): Semantic Challenges for Sensor Plug and Play. Carswell, J.D., Fotheringham, S. & McArdle, G. (Eds.): 9th International Symposium on Web & Wireless Geographical Information Systems (W2GIS 2009). 7.-8. December 2009. Maynooth, Ireland. Lecture Notes in Computer Science (LNCS), Springer, Volume 5886, pp. 72-86. [publisher link]
  35. Janowicz, K., S. Schade, A. Bröring, C. Kessler & C. Stasch (2009): A Transparent Semantic Enablement Layer for the Geospatial Web. Terra Cognita 2009 Workshop - In Conjunction with the 8th International Semantic Web Conference. October 25. 2009. Washington DC, USA
  36. Foerster, T., A. Bröring, S. Jirka & J. Mueller (2009): Sensor Web and Geoprocessing Services for Pervasive Advertising. Proceedings of: Informatik 2009 - 2nd Workshop on Pervasive Advertising. September 28. - October 2. 2009. Luebeck, Germany. GI Lecture Notes in Informatics (LNI), GI - Gesellschaft fuer Informatik.
  37. Stasch, C., K. Janowicz, A. Bröring, I. Reis & W. Kuhn (2009): A Stimulus-Centric Algebraic Approach to Sensors and Observations. N. Trigoni, A. Markham & S. Nawaz (Eds.): 3rd International Conference on Geosensor Networks (GSN 2009). July 13.-14. 2009. Oxford, UK. Lecture Notes in Computer Science (LNCS), Volume 5659, Springer, pp. 169-179. [publisher link]
  38. Jirka, S., A. Bröring & C. Stasch (2009): Applying OGC Sensor Web Enablement to risk monitoring and disaster management. Workshop on "Sensorweb Enablement: Strengthening the SDI" at the GSDI 11 World Conference. June 15.-19. 2009. Rotterdam, Netherlands.

Other refereed publications (e.g., reviewed short papers and extended abstracts)

  1. Bröring, A., V. Charpenay, D. Anicic & S. Puech (2019): NOVA: A Knowledge Base for the Node-RED Ecosystem. In: ESWC 2019 Satellite Events. Portoroz, Slovenia. 4.-6. June 2019. Lecture Notes in Computer Science, Vol. 11762. Springer. [publisher link]
  2. Charpenay, V., H. Nguyen, M. Ibrahim, A. Zappa, A. Bröring (2018): Matching Offerings and Queries on an Internet of Things Marketplace. In: Gangemi A. et al. (eds). The Semantic Web: ESWC 2018 Satellite Events. Heraklion, Greece. 3. June 2018. Lecture Notes in Computer Science, Vol. 11155. Springer. [publisher link]
  3. Jell, T., A. Bröring & J. Mitic (2017): BIG IoT – interconnecting IoT platforms from different domains. In: International Conference on Engineering, Technology and Innovation (ICE/ITMC) 2017. Madeira Island, Portugal. 27.-29. June 2017. [publisher link]
  4. Jirka, S., A. Remke, A. Bröring & M. Rieke (2013): enviroCar - Crowdsourcing automobiler Sensordaten für den nachhaltigen Strassenverkehr. In: Geoinformatik 2014 - Geoinformationen oeffnen das tor zur Welt. Hamburg, Germany. 26.-28. March 2014.
  5. Jirka, S., A. Remke, A. Bröring & M. Rieke (2013): Erfuellung von INSPIRE-Verpflichtungen zu Anhang II und III-Themen mit Hilfe von Sensor Web-Technologie. In: Geoinformatik 2014 - Geoinformationen oeffnen das tor zur Welt. Hamburg, Germmany. 26.-28. March 2014.
  6. Bröring, A. S. Jirka, A. Kotsev & L. Spinsanti (2013): Making the Sensor Observation Service INSPIRE Compliant. In: Online Proceedings of the INSPIRE 2013 conference. Florence, Italy. 23.-27. June 2013. [publisher link]
  7. Bröring, A., et al. (2013): Live and Web-based Parcel Monitoring with Low-cost Sensors. In: Vandenbroucke, D., B. Bucher & J. Crompvoets (Eds.), Online Proceedings of the 16th AGILE International Conference on Geographic Information Science. Leuven, Belgium. 15.-17. May 2013. [publisher link | poster | video]
  8. Senaratne, H., A. Bröring, T. Schreck (2013): Assessing the Credibility of VGI Contributors Based on Metadata and Reverse Viewshed Analysis - An Experiment with Geotagged Flickr Images. In: Vandenbroucke, D., B. Bucher & J. Crompvoets (Eds.), Online Proceedings of the 16th AGILE International Conference on Geographic Information Science. Leuven, Belgium. 15.-17. May 2013. [publisher link]
  9. Demuth, D., A. Bröring, A. Remke (2013): A Citizen Science Sensor Platform as a Live Link from GIS to the Internet of Things. In: Vandenbroucke, D., B. Bucher & J. Crompvoets (Eds.), Online Proceedings of the 16th AGILE International Conference on Geographic Information Science. Leuven, Belgium. 15.-17. May 2013. [publisher link | slides]
  10. Demuth, D., A. Bröring (2013): A live Link from GIS to the Internet of Things. In: Online Proceedings of GeoInformatik 2013. 13.-15. March 2013. Heidelberg, Germany. [publisher link]
  11. Roth, M., A. Bröring, P. Maué (2013): Converting SDI Contents to Linked Data with Geographic Feature Pipes. In: Online Proceedings of GeoInformatik 2013. 13.-15. March 2013. Heidelberg, Germany. [publisher link]
  12. Bröring, A., Sankaran, S., Jirka, S & A. Wytzisk (2012): A Lightweight Sensor Observation Service as an Extension of the GeoServices REST API. In: Online Proceedings of the INSPIRE Conference 2012. 23.-27. July 2012, Istanbul, Turkey. [publisher link]
  13. Diaz, L., Remke, A., Kauppinen, T., Degbelo, A., Foerster, T., Stasch, C., Rieke, M., Schaeffer, B., Baranski, B., Bröring, A. & Wytzisk, A. (2012): Future SDI – Impulses from Geoinformatics Research and IT Trends. In: Online Proceedings of the INSPIRE Conference 2012. 23.-27. July 2012, Istanbul, Turkey. [publisher link]
  14. Jirka, S. & A. Bröring (2012): Practical Experiences with Sensor Web Technology. In: A. Ligtenberg & L. Kooistra (Eds.) Workshop Sensing a Changing World. 9.-11. May 2012. Wageningen, The Netherlands.
  15. Bröring, A., K. Janowicz, C. Stasch, S. Schade, T. Everding, & A. Llaves (2011): Demonstration - A RESTful SOS Proxy for Linked Sensor Data. In: K. Taylor, A. Ayyagari & D. de Roure (Eds.), 4th International Workshop on Semantic Sensor Networks 2011 (SSN 2011) at the 10th International Semantic Web Conference (ISWC 2011). 23. October 2011. Bonn, Germany. CEUR Proceedings 839. [publisher link]
  16. Foerster, T., L. Diaz & A. Bröring (2011): Integrating Volunteered Human Sensor Data into Crowd-sourced Platforms: A Use Case on Noise Pollution Monitoring and OpenStreetMap. In: W. Pillmann, S. Schade, & P. Smits (Eds.), Innovations in Sharing Environmental Observation and Information. 25th EnviroInfo Conference. 5.-7. October 2011. Ispra, Italy. Shaker, pp. 505-510.
  17. Rieke, M., T. Foerster & A. Bröring (2011): Unmanned Aerial Vehicles as Mobile Multi-sensor Platforms. In: S. Geertman, W. Reinhardt & F. Toppen (Eds.), Online Proceedings of the 14th AGILE International Conference on Geographic Information Science - Advancing Geoinformation Science for a Changing World. 18.-21. April 2011. Utrecht, Netherlands. ISBN: 978-90-816960-1-2. [publisher link]
  18. Headley, K., A. Bröring, T.C. O'Reilly, D.M. Toma, J. del Rio, F. Bache, L. Bermudez, J. Zedlitz, G. Johnson & D. Edgington (2010): OGC Standards for End to End Sensor Network Integration. Presented at: American Geographical Union (AGU) Fall Meeting 2010. 13.-17. December 2010. San Francisco, USA. [poster]
  19. Lasnia, D., T. Foerster & A. Bröring (2011): Towards Linking the Digital and Real World with OpenThingMap. In: A. Schwering, E. Pebesma & K. Behncke (Eds.), Geoinformatik 2011 - Geochange. 15.-17. June 2011. Münster. AKA, ifgiPrints, Volume 41, pp 205-211.
  20. Bröring, A., S. Jirka & T. Foerster (2010): The Sensor Bus - Integrating Geosensors and the Sensor Web. Second OSGIS UK Conference. 21.-22. June 2010. Nottingham, UK. [slides]
  21. Nüst, D., F. Bache, A. Bröring, C. Stasch & S. Jirka (2010): Visualizing the Availability of Temporally-Structured Sensor Data. In: M. Painho, M.Y. Santos & H. Pundt (Eds.), Online Proceedings of the 13th AGILE International Conference on Geographic Information Science. 11.-14. May 2010. Guimaraes, Portugal. [publisher link]
  22. Lasnia, D., A. Bröring, S. Jirka & A. Remke (2010): Crowdsourcing Sensor Tasks to a Socio-Geographic Network. In: M. Painho, M.Y. Santos & H. Pundt (Eds.), Online Proceedings of the 13th AGILE International Conference on Geographic Information Science. 11.-14. May 2010. Guimaraes, Portugal. [publisher link]
  23. Bröring, A., T. Foerster & S. Jirka (2010): Towards an easy Integration of Geosensors in the Sensor Web. In: A. Zipf, K. Behncke, F. Hillen, & J. Schaefermeyer (Eds.), Die Welt im Netz (pp. 196-197). Akademische Verlagsgesellschaft. Presented at: Geoinformatik 2010, 17. - 19. March 2010, Kiel, Germany. [poster]
  24. Janowicz, K., C. Kessler, A. Bröring, C. Stasch & S. Schade (2009): Towards Semantic Enablement for Spatial Data Infrastructures. EuroSSC 2009: 4th European Conference on Smart Sensing and Context. September 16.-18. 2009. Guildford, UK. [poster]
  25. Jürrens, E.H., A. Bröring & S. Jirka (2009): A Human Sensor Web for Water Availability Monitoring. Proceedings of: OneSpace 2009 - 2nd International Workshop on Blending Physical and Digital Spaces on the Internet. September 1. 2009. Berlin, Germany.
  26. Bröring, A., E.H. Juerrens, S. Jirka & C. Stasch (2009): Development of Sensor Web Applications with Open Source Software. (Best Paper Award). Proceedings of: First OSGIS UK Conference. June 22. 2009. Nottingham, UK.
  27. Bröring, A., S. Jirka, S. Benmoh & E.H. Jürrens (2009): UWeather - A Web Portal for your Weather Data. GISRUK 2009. April 1.-3. 2009. Durham, UK.
  28. Bröring, A. & O. Meyer (2008): Bereitstellung und Visualisierung hydrologischer Zeitreihen mit Hilfe standardisierter Webdienste. Angewandte Geoinformatik 2008. Beitraege zum 20. AGIT Symposium Salzburg. July 2.-4. 2008. Salzburg, Austria. Wichmann.
  29. Stasch, C., A. Bröring & A.C. Walkowski (2008): Providing Mobile Sensor Data in a Standardized Way - The SOSmobile Web Service Interface. In: L. Bernard, A. Friis-Christensen, H. Pundt & I. Compte (Eds.), Online Proceedings of the 10th AGILE International Conference on Geographic Information Science. May 5.-8. 2008. Girona, Spain. [publisher link]
  30. Bröring, A., T. Foerster & I. Simonis (2006): An Integrated Software Framework for OGC Web Services. FOSS4G 2006. September 11.-15. 2006. Lausanne, Switzerland

Books and Edited Publications

  1. Simon Mayer, Arne Bröring, Kimberly Garcia, Konstantinos Fysarakis, Beatriz Soret (Eds.) (2024). Special Issue on Distributed Intelligence on the Internet. ACM Transactions on Internet Technology (ToIT), Vol. 24, No. 4. [publisher link]
  2. Bröring, A., A. Zappa, O. Vermesan, K. Fräing, A. Zaslavsky, R. Gonzalez-Usach, P. Szmeja, C.E. Palau, M. Jacoby, I. Podnar Zarko, S. Soursos, C. Schmitt, M. Plociennik, S. Krco, S. Georgoulas, I. Larizgoitia, N. Gligoric, R. Garcia-Castro, F. Serena, V. Oravec, R. Giaffreda, C. Kiraly (2018). Advancing IoT Platforms Interoperability. River Publishers. ISBN: 978-87-7022-005-7
  3. Podnar Zarko, I., A. Bröring, S. Soursos & M. Serrano (Eds.) (2017). Interoperability and Open-Source Solutions for the Internet of Things: Second International Workshop. Lecture Notes on Computer Science (LNCS), Volume 10218, Springer. ISBN: 978-3-319-56876-8. [publisher link]
  4. Foerster, T., A. Bröring, B. Baranski, B. Pross, C. Stasch, T. Everding, & S. Maes (Eds.) (2011). Integrating Sensor Web and Web-based Geoprocessing. CEUR Workshop proceedings (Vol. 712). Utrecht, Netherlands: CEUR.

Book Chapters

  1. Frascolla, V., M. Hummert, T. Monsees, D. Wübben, A. Dekorsy, N. Michailow, V. Döricht, C. Niedermeier, J. Kaiser, A. Bröring, M. Villnow, D. Wessel, F. Geiser, M. Wissel, A. Viseras, B. Han, B. Richerzhagen, H. Schotten, D. Calandra, F. Lamberti (2022): Lesson Learnt and Future of AI Applied to Manufacturing. In: O. Vermesan, M. Diaz Nava, Intelligent Edge-Embedded Technologies for Digitising Industry. Chapter 8, pp. 207-233. River Publishers, ISBN: 9788770226110.
  2. Petroulakis, N., K. Fysarakis, H.C. Pöhls, V. Kulkarni, George Spanoudakis, A. Bröring, M. Papoutsakis, M. Michalodimitrakis, S. Ioannidis (2020): Pattern-driven Security, Privacy, Dependability and Interoperability in IoT. In: Soldatos, J., Security Risk Management for the Internet of Things: Technologies and Techniques for IoT Security, Privacy and Data Protection. Chapter 7, pp. 121-142. Boston-Delft: now publishers.
  3. Ferrera, E. et al. (2018) IoT European Security and Privacy Projects: Integration, Architectures and Interoperability In: Vermesan, O. & J. Bacquet, Next Generation Internet of Things Distributed Intelligence at the Edge and Human Machine-to-Machine Cooperation. Chapter 7, pp. 207-292. River Publishers, ISBN: 9788770220071.
  4. Vermesan, O., A. Bröring, E. Tragos, M. Serrano, D. Bacciu, S. Chessa, C. Gallicchio, A. Micheli, M. Dragone, A. Saffiotti, P.r Simoens, F. Cavallo & R. Bahr (2017): Internet of Robotic Things - Converging Sensing/Actuating, Hyperconnectivity, Artificial Intelligence and IoT Platforms. In: Vermesan, O. & J. Bacquet, Cognitive Hyperconnected Digital Transformation - Internet of Things Intelligence Evolution. Chapter 4, pp. 97-155. River Publishers, ISBN: 9788793609105.
  5. Kubler, S., K. Främling, A. Zaslavsky, C. Doukas, E. Olivares, G. Fortino, C. E. Palau, S. Soursos, I. Podnar Zarko, Y. Fang, S. Krco, C. Heinz, C. Grimm, A. Bröring, J. Mitic, K. Olstedt & O. Vermesan (2016): IoT Platforms Initiative. In: Vermesan, O. & P. Friess, Digitising the Industry - Internet of Things Connecting the Physical, Digital and Virtual World. Chapter 9, pp. 265-292. River Publishers, ISBN: 978-87-93379-82-4.
  6. Bröring, A., J. Mitic & A. Ziller (2016): Smart-Traffic-Plattform – Basis intelligenter Verkehrsanwendungen. In: Renner, T. & M. von Tippelskirch, SHARED E-FLEET – Fahrzeugflotten wirtschaftlich betreiben und gemeinsam nutzen. Praxisleitfaden IT-Systeme und Betreibermodelle für das intelligente Management von (Elektro-) Fahrzeugflotten.. Chapter 7.1, pp. 139-143. Fraunhofer Verlag, ISBN: 978-3-8396-0976-7.
  7. Guillemin, P., F. Berens, M. Carugi, M. Arndt, L. Ladid, G. Percivall, B. D. Lathouwer, S.H.L. Liang, A. Bröring & P. Thubert (2013): Internet of Things Standardisation - Status, Requirements, Initiatives and Organisations. In: Vermesan, O. & P. Friess, Internet of Things - Converging Technologies for Smart Environments and Integrated Ecosystems. Chapter 7, pp. 259-276. IERC Cluster Book 2013, River Publishers, ISBN: 978-87-92982-73-5.
  8. Bröring, A., P. Beltrami, R. Lemmens & S. Jirka (2011): Automated Integration of Geosensors with the Sensor Web to Facilitate Flood Management. In: Tiefenbacher, J. P., Approaches to Managing Disaster - Assessing Hazards, Emergencies and Disaster Impacts. Chapter 4, pp. 65-80. Intech, ISBN 978-953-51-0294-6.

Non-Refereed Journal Articles

  1. Ziller, A. & A. Bröring (2015): Standards-based Smart Traffic solution from Shared-E-Fleet. In: International Transportation. Special issue on Urban Transport. May 2015. Volume 67. pp. 37-39.
  2. Kjeld, P., S. Jirka & A. Bröring (2012): A Sensor Web for Europe. GEO:connexion International Magazine. April 2012. Huntingdon, UK. pp. 36-37.
  3. Jirka, S. & A. Bröring (2011): Sensor Web - Praktische Anwendungsbeispiele. In: B. Harzer & B. Krebs (Eds.), GIS-Report - Software, Daten, Firmen. 2011(12). Bernhard Harzer Verlag. pp. 15-22.
  4. Jirka, S., A. Bröring & A.C. Walkowski (2010): Sensor Web in Practice - Building Productive Systems. In: GEOInformatics - Magazine for Surveying, Mapping & GIS Professionals. 13(6). pp. 42-45.

Contributions to International Standardization

  1. Open Geospatial Consortium. Engineering Report
    OGC SWE Implementation Maturity. OGC 13-032. (2013).
    Editor: Percivall, G.
    Authors: Hobona, G., R. Griffith, M. Botts, A. Bröring, S. Liang, C. Gates, D. Mandl, E. Howlett, C. Reed, D. McKenzie, & G. Percivall.
  2. Open Geospatial Consortium. Approved Implementation Standard.
    Sensor Observation Service Interface Standard, Version 2.0. OGC 12-006. (2012).
    Editors: Bröring, A., C. Stasch & J. Echterhoff.
    Authors: Bröring, A., C. Stasch, J. Echterhoff, P. Taylor, L. Bermudez, A. Robin, J. de La Beaujardiere, T. Ingold, C. Hollmann & S. Cox.
  3. Open Geospatial Consortium. Approved Encoding Standard.
    PUCK Protocol Standard, Version 1.4. OGC 09-127r2. (2012).
    Editor: O'Reilly, T.
    Authors: O'Reilly, T., K. Headley, D.R. Edgington, A. Manuel, J. del Rio, D.M. Toma, A. Bröring, L. Bermudez, R. Thomas, S. Fairgrieve, R. Gillespie, C. Waldmann & J. Graybeal.
  4. Open Geospatial Consortium. Discussion Paper.
    Lightweight SOS Profile for Stationary In-Situ Sensors. OGC 11-169. (2011).
    Editors: Jirka, S., C. Stasch & A. Bröring.
  5. Open Geospatial Consortium. Discussion Paper.
    Sensor Interface Descriptors. OGC 10-134. (2010).
    Editors: Bröring, A. & S. Below.
  6. Open Geospatial Consortium. Discussion Paper.
    OGC Catalogue Services Specification 2.0 - Extension Package for ebRIM Application Profile: SensorML. OGC 09-163. (2010).
    Editors: Houbie, F., F. Skiveé, S. Jirka.
    Authors: Houbie, F., F. Skiveé, A. Robin, S. Jirka, A. Bröring & D. Nüst.
  7. Open Geospatial Consortium. Discussion Paper.
    Sensor Observable Registry. OGC 09-112. (2009).
    Editors: Jirka, S. & A. Bröring.
  8. Open Geospatial Consortium. Discussion Paper.
    SensorML Profile for Discovery. OGC 09-033. (2009).
    Editors: Jirka, S. & A. Bröring.

Theses




Phuong Bich Duong (supervisor, PhD Thesis, ongoing; Ghent University); Collaborative AI in IoT/Edge environments for efficient indoor localization.

Philippe Buschmann (supervisor, PhD Thesis, ongoing; Technical University Munich) - Intelligent IoT Applications over Network-aware Edge Computing.

Jakob Tanz (supervisor, BSc Thesis, 2023; Univsity of Applied Sciences Düsseldorf) - Error Model Mitigation Using Autoencoders for Improving Ultrawideband Indoor Localization.

Jaron Fontaine (jury member, PhD Thesis, 2023; Ghent University) - Small Data and Artificial Intelligence for Efficient and Intelligent Wireless Networks.

Yuxin Ren (supervisor, MSc Thesis, 2022; EURECOM) - Deployment and Improving Strategies on a DCNN-Based CIR Fingerprinting Method for UMB Indoor Localization.

Jan Seeger (supervisor, PhD Thesis, 2020; Technical University Munich) - Dependable IoT Choreographies.

Niki Papagora (supervisor, MSc Thesis, 2020; EURECOM) - Artificial Intelligence over Networked IoT Devices.

Lukas Bauer (supervisor, BSc Thesis, 2020; University of Applied Sciences Hof) - Federated Learning over networked Edge Devices.

Argyrios Samourkasidis (jury member, PhD, 2019; Wageningen University, NL) - Environmental timeseries lifecycle in the IoT era: Lowering e-science barriers.

Pierre-Louis Braun (supervisor, Master Thesis, 2019; Ecole d'Ingenieurs ECE Paris, FR) - Node-RED AI Pipeline.

Ahmad Caracalli (supervisor, Master Thesis, 2019; EURECOM, FR) - A Truely Distributed Node-RED for IoT/Edge Computing.

Malith Withanage Don (advisor, Master Thesis, 2019; Technical University of Munich) - Optimal Distribution of Computations in IoT Automation Environments.

Rohit A. Deshmukh (advisor, Master Thesis, 2018; TU Darmstadt) - Dynamic Configuration of IoT Environments.

Sebastien Puech (supervisor, Master Thesis, 2018; Institut polytechnique de Grenoble, FR) - Automated Node-RED Library Evaluation.

Ganindu Medagoda (advisor, Master Thesis, 2017; University of Freiburg) - Guided IoT Application Generation based on Semantic Descriptions of Offerings.

Niels Winkler (supervisor, Master Thesis, 2015; University of Münster) - A real-time web-based parcel tracking system based on the principles of the web of things.

Matthias Robbers (supervisor, Master Thesis, 2014; University of Münster) - Investigation and Comparison of Smartphone-Based Concepts to Encourage Alternative Transportation in Short-Distance Traffic.

Martin Dueren (supervisor, Master Thesis, 2013; University of Münster) - Comparing User Incentives to Participate in Crowd Sourcing Automobile Sensor Data.

Sascha Koalick (supervisor, Bachelor Thesis, 2013; University of Münster) - IOIO-Droid - Easily Connecting Sensors with Smartphones

Christian Malewski (advisor, Master Thesis, 2012; University of Münster) - Semantic matchmaking of general, qualitative and spatio-temporal Sensor Metadata.

Jakob Moellers (supervisor, Bachelor Thesis, 2012; University of Münster) - Automobile Sensing for Environmental Monitoring.

Dustin Demuth (supervisor, Bachelor Thesis, 2012; University of Münster) - A Web of Things integrated Sensor Platform for Precision Agriculture.

Matthias Robbers (supervisor, Bachelor Thesis, 2011; University of Münster) - Crowdtasking with Twitter.

Felix Bache (advisor, Master Thesis, 2010; University of Münster) - Development of a Graphical Creator for Sensor Interface Descriptors.

Kristina Knoppe (supervisor, Bachelor Thesis, 2010; University of Münster) - Bringing a Mobile Water Gage into the Sensor Web Using the Sensor Bus.

Christian Schmidtchen (supervisor, Bachelor Thesis, 2010; Harz University of Applied Sciences) - Video-based Mobile Water Gage for the Sensor Web. [book]

Carsten Priess (advisor, Master Thesis, 2010; University of Münster) - Analysis and Concept of a Bussystem to Integrate Sensors and the Sensor Web.

Stefan Below (advisor, Master Thesis, 2010; University of Münster) - Concept and Implementation of a Generic Communication Interface for Sensors Based on OGC Standards.

Damian Lasnia (advisor, Bachelor Thesis, 2009; University of Münster) - Crowdsourcing Sensor Tasks to a Socio-Geographic Network.

Thomas Remmersmann (supervisor, Bachelor Thesis, 2007; University of Applied Sciences Münster) - Visualization of Standardized Sensor Data with an AJAX-based Web Interface.