City Data Fusion: Sensor Data Fusion in the Internet of Things

Internet of Things IoT has gained substantial attention recently and play a significant role in smart city application deployments. A number of such smart city applications depend on sensor fusion capabilities in the cloud from diverse data sources. The authors introduce the concept of IoT and present in detail ten different parameters that govern our sensor data fusion evaluation framework. They then evaluate the current state-of-the art in sensor data fusion against our sensor data fusion framework. The authors' main goal is to examine and survey different sensor data fusion research efforts based on our evaluation framework. The major open research issues related to sensor data fusion are also presented.

[1]  Luci Pirmez,et al.  A semantic middleware for autonomic wireless sensor networks , 2009, WMUPS '09.

[2]  Amit P. Sheth,et al.  Semantic Sensor Web , 2008, IEEE Internet Computing.

[3]  Yanlei Diao,et al.  SASE: Complex Event Processing over Streams , 2006, ArXiv.

[4]  J. Boyd,et al.  A Discourse on Winning and Losing , 1987 .

[5]  Gregory D. Abowd,et al.  Charting past, present, and future research in ubiquitous computing , 2000, TCHI.

[6]  Kamin Whitehouse,et al.  Semantic Streams: A Framework for Composable Semantic Interpretation of Sensor Data , 2006, EWSN.

[7]  Arkady B. Zaslavsky,et al.  Sensing as a Service and Big Data , 2013, ArXiv.

[8]  Maurizio Tomasella,et al.  Vision and Challenges for Realising the Internet of Things , 2010 .

[9]  Joonho Lee,et al.  Dynamic Context Networks of Wireless Sensors and RFID tags , 2007, 2007 2nd International Symposium on Wireless Pervasive Computing.

[10]  Albert Y. Zomaya,et al.  A Parallel File System with Application-Aware Data Layout Policies for Massive Remote Sensing Image Processing in Digital Earth , 2015, IEEE Transactions on Parallel and Distributed Systems.

[11]  Alvaro A. Cárdenas,et al.  Semantic middleware for the Internet of Things , 2010, 2010 Internet of Things (IOT).

[12]  Marimuthu Palaniswami,et al.  An Information Framework for Creating a Smart City Through Internet of Things , 2014, IEEE Internet of Things Journal.

[13]  Albert Y. Zomaya,et al.  Particle Swarm Optimization based dictionary learning for remote sensing big data , 2015, Knowl. Based Syst..

[14]  Arkady B. Zaslavsky,et al.  Context Aware Computing for The Internet of Things: A Survey , 2013, IEEE Communications Surveys & Tutorials.

[15]  W. Hasselbring,et al.  Proceedings of the IASTED International Conference on Software Engineering : as part of the 25th IASTED International Multi-Conference on Applied Informatics : February 13-15, 2007, Innsbruck, Austria , 2007 .

[16]  Guanyu Li,et al.  A Semantic Analysis for Internet of Things , 2010, 2010 International Conference on Intelligent Computation Technology and Automation.

[17]  I. Arpinar,et al.  ES 3 N : A Semantic Approach to Data Management in Sensor Networks , 2006 .

[18]  Tetsuo Kinoshita,et al.  A knowledge filtering scheme using sensor data for symbiotic healthcare support system , 2010, 9th IEEE International Conference on Cognitive Informatics (ICCI'10).

[19]  Yunhao Liu,et al.  Semantic Sensor Net: an extensible framework , 2005, Int. J. Ad Hoc Ubiquitous Comput..

[20]  Artemis Moroni,et al.  Vision and Challenges for Realising the Internet of Things , 2010 .

[21]  Kevin Ashton,et al.  That ‘Internet of Things’ Thing , 1999 .

[22]  Jens Krösche,et al.  Managing Context on a Sensor Enabled Mobile Device - The mSense Approach , 2009, 2009 IEEE International Conference on Wireless and Mobile Computing, Networking and Communications.

[23]  Marco Bessi.  A survey about context-aware middleware , 2009 .

[24]  Wei Hong,et al.  TinyDB: an acquisitional query processing system for sensor networks , 2005, TODS.

[25]  Bill N. Schilit,et al.  Context-aware computing applications , 1994, Workshop on Mobile Computing Systems and Applications.

[26]  John A. Stankovic,et al.  Context-aware wireless sensor networks for assisted living and residential monitoring , 2008, IEEE Network.

[27]  Rajiv Ranjan,et al.  Towards Modeling Large-Scale Data Flows in a Multidatacenter Computing System With Petri Net , 2015, IEEE Systems Journal.

[28]  Olena Kaykova,et al.  UbiRoad: Semantic Middleware for Context-Aware Smart Road Environments , 2010, 2010 Fifth International Conference on Internet and Web Applications and Services.

[29]  Min Chen,et al.  A Survey on Internet of Things From Industrial Market Perspective , 2015, IEEE Access.

[30]  Srinivasan Seshan,et al.  IrisNet: An Architecture for a Worldwide Sensor Web , 2003, IEEE Pervasive Comput..

[31]  Prem Prakash Jayaraman,et al.  OpenIoT: Open Source Internet-of-Things in the Cloud , 2014, OpenIoT@SoftCOM.

[32]  John B. Shoven,et al.  I , Edinburgh Medical and Surgical Journal.

[33]  Yong Yao,et al.  The cougar approach to in-network query processing in sensor networks , 2002, SGMD.

[34]  V. Huang,et al.  Semantic Sensor Information Description and Processing , 2008, 2008 Second International Conference on Sensor Technologies and Applications (sensorcomm 2008).

[35]  Maria Chantzara,et al.  Evaluation and Selection of Context Information , 2005, MRC@IJCAI.

[36]  Carlo Ratti,et al.  Scaling of City Attractiveness for Foreign Visitors through Big Data of Human Economical and Social Media Activity , 2015, 2015 IEEE International Congress on Big Data.

[37]  D. Bruckner,et al.  High-level hierarchical semantic processing framework for smart sensor networks , 2008, 2008 Conference on Human System Interactions.

[38]  Danh Le Phuoc,et al.  Linked Open Data in Sensor Data Mashups, , 2009, SSN.

[39]  Luis A. Hernández Gómez,et al.  Using SCXML for Semantic Sensor Networks , 2010, SSN.

[40]  Shaily Malik,et al.  A comparative study of various variants of SPARQL in semantic web , 2010, 2010 International Conference on Computer Information Systems and Industrial Management Applications (CISIM).

[41]  Andrea Zanella,et al.  Padova Smart City: An urban Internet of Things experimentation , 2014, Proceeding of IEEE International Symposium on a World of Wireless, Mobile and Multimedia Networks 2014.

[42]  Jean-Sébastien Brunner,et al.  SEMbySEM : a Framework for Sensors Management , 2009 .

[43]  Archan Misra,et al.  HARMONI: Context-aware Filtering of Sensor Data for Continuous Remote Health Monitoring , 2008, 2008 Sixth Annual IEEE International Conference on Pervasive Computing and Communications (PerCom).

[44]  Andrea Zanella,et al.  Internet of Things for Smart Cities , 2014, IEEE Internet of Things Journal.

[45]  Arkady B. Zaslavsky,et al.  CA4IOT: Context Awareness for Internet of Things , 2012, 2012 IEEE International Conference on Green Computing and Communications.

[46]  Michael Herman,et al.  Silent warfare: understanding the world of intelligence , 1992 .

[47]  Philip Levis,et al.  The nesC language: a holistic approach to networked embedded systems , 2003, SIGP.

[48]  N. Mitrou,et al.  A Semantic-Based Architecture for Sensor Data Fusion , 2008, 2008 The Second International Conference on Mobile Ubiquitous Computing, Systems, Services and Technologies.

[49]  Hideyuki Kawashima,et al.  Semantic Sensor Network for Physically Grounded Applications , 2006, 2006 9th International Conference on Control, Automation, Robotics and Vision.

[50]  Artem Katasonov,et al.  Challenges of Middleware for the Internet of Things , 2009 .

[51]  James Llinas,et al.  An introduction to multisensor data fusion , 1997, Proc. IEEE.

[52]  Jie Liu,et al.  Towards semantic services for sensor-rich information systems , 2005, 2nd International Conference on Broadband Networks, 2005..

[53]  Óscar Corcho,et al.  Five challenges for the Semantic Sensor Web , 2010, Semantic Web.

[54]  Dominique Genoud,et al.  Short paper: Sensors data fusion for Smart Cities with KNIME: A real experience in the SmartSantander Testbed , 2014, 2014 IEEE World Forum on Internet of Things (WF-IoT).

[55]  Kristian Ellebæk Kjær,et al.  A survey of context-aware middleware , 2007 .

[56]  Eduardo F. Nakamura,et al.  Information fusion for wireless sensor networks: Methods, models, and classifications , 2007, CSUR.

[57]  Ioannis Chatzigiannakis,et al.  Developing an IoT Smart City framework , 2013, IISA 2013.

[58]  Gerhard Mayer,et al.  Data management in Systems biology II - Outlook towards the semantic web , 2009, ArXiv.

[59]  Arkady B. Zaslavsky,et al.  Sensing as a service model for smart cities supported by Internet of Things , 2013, Trans. Emerg. Telecommun. Technol..

[60]  Peter Friess,et al.  Internet of Things Strategic Research Roadmap , 2011 .

[61]  Eric Bouillet,et al.  A Semantics-Based Middleware for Utilizing Heterogeneous Sensor Networks , 2007, DCOSS.

[62]  Jung-Hwan Park,et al.  Design of active semantic middleware system to support incomplete sensor information based on ubiquitous sensor network , 2010, 2010 4th International Conference on Application of Information and Communication Technologies.

[63]  De-Li Yang,et al.  A Survey of the Internet of Things , 2010, ICE-B 2010.

[64]  Hyun Yoe,et al.  Study on the Context-Aware Middleware for Ubiquitous Greenhouses Using Wireless Sensor Networks , 2011, Sensors.

[65]  G. G. Stokes.  "J." , 1890, The New Yale Book of Quotations.

[66]  Artem Katasonov,et al.  Smart Semantic Middleware for the Internet of Things , 2008, ICINCO-ICSO.

[67]  Abram N. Shulsky.  Silent Warfare: Understanding the World of Intelligence, 3d Edition , 2002 .

[68]  Jesse James Garrett.  Ajax: A New Approach to Web Applications , 2007 .

[69]  Prem Prakash Jayaraman,et al.  MOSDEN: An Internet of Things Middleware for Resource Constrained Mobile Devices , 2013, 2014 47th Hawaii International Conference on System Sciences.

[70]  Johannes Gehrke,et al.  Cayuga: a high-performance event processing engine , 2007, SIGMOD '07.

[71]  Valérie Issarny,et al.  A Perspective on the Future of Middleware-based Software Engineering , 2007, Future of Software Engineering (FOSE '07).

[72]  Gerd Kortuem,et al.  Smart objects as building blocks for the Internet of things , 2010, IEEE Internet Computing.

[73]  Christoph Meinel,et al.  Towards Semantic Event-Driven Systems , 2009, 2009 3rd International Conference on New Technologies, Mobility and Security.

[74]  Antonio Iera,et al.  The Internet of Things: A survey , 2010, Comput. Networks.

[75]  Ian F. Akyildiz,et al.  Sensor Networks , 2002, Encyclopedia of GIS.

[76]  Vladimir Dyo.  Middleware design for integration of sensor network and mobile devices , 2005, DSM '05.

[77]  Peter Rosengren,et al.  A Development Platform for Integrating Wireless Devices and Sensors into Ambient Intelligence Systems , 2009, 2009 6th IEEE Annual Communications Society Conference on Sensor, Mesh and Ad Hoc Communications and Networks Workshops.

[78]  Jürgen Dunkel.  Towards a Multiagent-Based Software Architecture for Sensor Networks , 2011, 2011 Tenth International Symposium on Autonomous Decentralized Systems.

[79]  Vagan Y. Terziyan,et al.  SmartResource - Proactive Self-Maintained Resources in Semantic Web: Lessons Learned , 2008 .

[80]  Luming Tan,et al.  Future internet: The Internet of Things , 2010, 2010 3rd International Conference on Advanced Computer Theory and Engineering(ICACTE).

[81]  Manfred Hauswirth,et al.  A Context Lifecycle for Web-Based Context Management Services , 2009, EuroSSC.

[82]  Chi Harold Liu,et al.  The Emerging Internet of Things Marketplace From an Industrial Perspective: A Survey , 2015, IEEE Transactions on Emerging Topics in Computing.