An energy efficient image compression scheme for wireless multimedia sensor network using curve fitting technique

被引:19
作者
Banerjee, Rajib [1 ]
Das Bit, Sipra [2 ]
机构
[1] Dr BC Roy Engn Coll, Dept Elect & Commun Engn, Durgapur, India
[2] Indian Inst Engn Sci & Technol, Dept Comp Sci & Technol, Sibpur, Howrah, India
关键词
Wireless multimedia sensor network; Image compression; Curve fitting; Routing; Contiki OS;
D O I
10.1007/s11276-017-1543-9
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Wireless multimedia sensor network (WMSN) comprising of miniature sensor nodes is capable of processing multimedia data traffic such as still images and video from the environment. There is a wide range of applications which get benefited from such network. Unprocessed multimedia transmission is always expensive in terms of processing power, storage, and bandwidth. So, data processing is a challenge in WMSN. Exploring low-overhead data compression technique is a solution towards this problem. In this work we propose an energy saving image compression technique for WMSN using curve fitting technique considering the application of post-disaster situation analysis through image capturing of the affected area. Upon employing the method on the macroblocks of sensory image, curve fitting coefficients are generated and transmitted towards the sink thereby saves energy by transmitting reduced volume of data. Finally the design feasibility along with simulation results including statistical analysis is presented to evaluate efficacy of the scheme in terms of two conflicting parameters viz. energy consumption and peak signal to noise ratio. The comparative results confirm our scheme's supremacy in WMSN application domain over existing methods.
引用
收藏
页码:167 / 183
页数:17
相关论文
共 37 条
[1]   Wireless Multimedia Sensor Networks: Applications and Testbeds [J].
Akyildiz, Ian F. ;
Melodia, Tommaso ;
Chowdhury, Kaushik R. .
PROCEEDINGS OF THE IEEE, 2008, 96 (10) :1588-1605
[2]   A survey on wireless multimedia sensor networks [J].
Akyildiz, Ian F. ;
Melodia, Tommaso ;
Chowdhury, Kaushik R. .
COMPUTER NETWORKS, 2007, 51 (04) :921-960
[3]   Statistics notes - Standard deviations and standard errors [J].
Altman, DG ;
Bland, JM .
BRITISH MEDICAL JOURNAL, 2005, 331 (7521) :903-903
[4]  
Arif A. S., 2012, 2012 IEEE EMBS Conference on Biomedical Engineering and Sciences (IECBES 2012), P759, DOI 10.1109/IECBES.2012.6498149
[5]  
Banerjee R., 2015, P IEEE INT C ADV NET, P1
[6]   An energy saving audio compression scheme for wireless multimedia sensor networks using spatio-temporal partial discrete wavelet transform [J].
Banerjee, Rajib ;
Chatterjee, Sibashis ;
Das Bit, Sipra .
COMPUTERS & ELECTRICAL ENGINEERING, 2015, 48 :389-404
[7]  
Bo Sheng, 2007, 2007 International Conference on Wireless Algorithms, Systems and Applications, P71
[8]   Tiny block-size coding for energy-efficient image compression and communication in wireless camera sensor networks [J].
Duran-Faundez, Cristian ;
Lecuire, Vincent ;
Lepage, Francis .
SIGNAL PROCESSING-IMAGE COMMUNICATION, 2011, 26 (8-9) :466-481
[9]  
Eldin Z. H., 2015, COMPUTERS ELECT ENG, V56, P519
[10]  
Gupta K., 2011, P 11 INT C ICDAR 201, P1116