Improving response time in time critical Visual Sensor Network applications

Wireless sensor network (WSN) consisting of nodes equipped with cameras or advanced low-cost image sensors is known as a Visual Sensor Network (VSN). The main function of VSN is to capture images and send them to sink nodes for processing. Common applications of a VSN are surveillance, tracking, crowd management, scientific research, etc. Such applications require large amounts of data to be exchanged between camera nodes and sink. Image data is considerably larger than common sensor data such as temperature, humidity, and pressure. For data delivery in VSNs, the communication is constrained by many stringent QoS requirements like delay, jitter and data reliability. Moreover, due to the inherent constraints of WSN such as limited energy, low CPU power, and insufficient memory; the architect of VSN must choose appropriate topology, image compression algorithms, and communication protocols depending on application. In literature, different techniques have been proposed to resolve the bandwidth requirements for the VSN. The majority of these techniques are based on the compression of visual data. This paper focuses on one of these aspects, namely the communication protocol for VSN. In this paper, we present Priority Routing Framework for Image Transmission (PRoFIT), a new routing framework for VSN to deliver critical imagery information with system's time constraint. We demonstrate that PRoFIT improves response time in various VSN applications as compared to priority-less routing techniques. We have implemented PRoFIT along with an image processing application using Contiki and simulated it on Cooja simulator to support our claim.

[1]  Rohit Verma,et al.  Binary pattern based edge detection for motion estimation in H.264/AVC , 2013, 2013 26th IEEE Canadian Conference on Electrical and Computer Engineering (CCECE).

[2]  Salim Ullah,et al.  Real time image registration based on feature tracking using a Digital Signal Processor , 2010, 2010 6th International Conference on Emerging Technologies (ICET).

[3]  Lajos Hanzo,et al.  A survey of QoS routing solutions for mobile ad hoc networks , 2007, IEEE Communications Surveys & Tutorials.

[4]  Fady Alajaji,et al.  Progressive image communication over binary channels with additive bursty noise , 2002, Proceedings DCC 2002. Data Compression Conference.

[5]  Ian F. Akyildiz,et al.  A survey on wireless multimedia sensor networks , 2007, Comput. Networks.

[6]  Nikolas P. Galatsanos,et al.  Prioritized DCT for compression and progressive transmission of images , 1992, IEEE Trans. Image Process..

[7]  Kang G. Shin,et al.  Design and Implementation of Efficient Message Scheduling for Controller Area Network , 2000, IEEE Trans. Computers.

[8]  Gregory J. Pottie,et al.  Protocols for self-organization of a wireless sensor network , 2000, IEEE Wirel. Commun..

[9]  Ossama Younis,et al.  Constraint-based routing in the internet: Basic principles and recent research , 2003, IEEE Communications Surveys & Tutorials.

[10]  Bang Wang,et al.  Multiple dynamic range image coding for wireless sensor networks , 2008, 2008 IEEE International Conference on Systems, Man and Cybernetics.

[11]  Evangelos Vayias,et al.  On the building blocks of quality of service in heterogeneous IP networks , 2005, IEEE Communications Surveys & Tutorials.

[12]  Chenyang Lu,et al.  RAP: a real-time communication architecture for large-scale wireless sensor networks , 2002, Proceedings. Eighth IEEE Real-Time and Embedded Technology and Applications Symposium.

[13]  Adam Dunkels,et al.  An adaptive communication architecture for wireless sensor networks , 2007, SenSys '07.

[14]  Riccardo Bettati,et al.  Providing absolute differentiated services with statistical guarantees in static-priority scheduling networks , 2001, Proceedings Seventh IEEE Real-Time Technology and Applications Symposium.

[15]  Chang-Gun Lee,et al.  MMSPEED: multipath Multi-SPEED protocol for QoS guarantee of reliability and. Timeliness in wireless sensor networks , 2006, IEEE Transactions on Mobile Computing.

[16]  Kang G. Shin,et al.  Real-time communication in multi-hop networks , 1991, [1991] Proceedings. 11th International Conference on Distributed Computing Systems.

[17]  Josef Kittler,et al.  Audio- and Video-Based Biometric Person Authentication, 5th International Conference, AVBPA 2005, Hilton Rye Town, NY, USA, July 20-22, 2005, Proceedings , 2005, AVBPA.

[18]  Richard Demo Souza,et al.  Energy-efficient cooperative image transmission over wireless sensor networks , 2012, 2012 IEEE Wireless Communications and Networking Conference (WCNC).

[19]  Guoliang Xing,et al.  Real-time Power-Aware Routing in Sensor Networks , 2006, 200614th IEEE International Workshop on Quality of Service.

[20]  David E. Culler,et al.  Telos: enabling ultra-low power wireless research , 2005, IPSN 2005. Fourth International Symposium on Information Processing in Sensor Networks, 2005..

[21]  Kang G. Shin,et al.  Providing deterministic delay guarantees in ATM networks , 1998, TNET.

[22]  Mengmeng Zhang,et al.  Automatic Object Tracking Using Edge Orientation Histogram Based CamShift , 2010, 2010 Third International Conference on Information and Computing.

[23]  Chenyang Lu,et al.  SPEED: a stateless protocol for real-time communication in sensor networks , 2003, 23rd International Conference on Distributed Computing Systems, 2003. Proceedings..

[24]  Krithi Ramamritham,et al.  A Window Protocol for Transmission of Time-Constrained Messages , 1990, IEEE Trans. Computers.

[25]  Adam Dunkels,et al.  The ContikiMAC Radio Duty Cycling Protocol , 2011 .

[26]  Wendi B. Heinzelman,et al.  A Survey of Routing Protocols that Support QoS in Mobile Ad Hoc Networks , 2007, IEEE Network.

[27]  Riccardo Bettati,et al.  Static priority scheduling for ATM networks , 1997, Proceedings Real-Time Systems Symposium.

[28]  Adam Dunkels,et al.  Contiki - a lightweight and flexible operating system for tiny networked sensors , 2004, 29th Annual IEEE International Conference on Local Computer Networks.

[29]  Domenico Ferrari,et al.  Exact admission control for networks with a bounded delay service , 1996, TNET.

[30]  Kamrul Hasan Talukder,et al.  Enhancement of Discrete Wavelet Transform (DWT) for Image Transmission over Internet , 2011, 2011 Eighth International Conference on Information Technology: New Generations.