DocumentCode :
3605913
Title :
An Energy-Efficient Wireless Video Sensor Node for Moving Object Surveillance
Author :
Jong Hwan Ko ; Mudassar, Burhan Ahmad ; Mukhopadhyay, Saibal
Author_Institution :
Georgia Inst. of Technol., Atlanta, GA, USA
Volume :
1
Issue :
1
fYear :
2015
Firstpage :
7
Lastpage :
18
Abstract :
In a wireless video sensor system, encoder and transmitter parameters should be jointly adjusted for the optimal tradeoff between video quality and energy consumption under variable channel conditions. The optimization of the system can be further enhanced by exploiting relative importance of moving objects in remote surveillance applications. This paper presents an energy-efficient wireless video sensor node for remote surveillance using content-aware pre-processing and an energy- and content-aware feedback control scheme. A low-overhead pre-processing engine detects the region of interest (ROI) in a frame defined as the macroblocks with moving objects, and an encoder selectively processes ROI macroblocks, resulting in reduction of both computation and transmission energy with minimum quality degradation of the ROI. We also propose an energy- and content-aware control scheme that jointly tunes the system parameters to maintain target transmission energy with minimum degradation of the ROI quality under varying wireless channel conditions. Compared to conventional encoding approaches, the proposed design consumes up to 56 percent less energy at the same quality.
Keywords :
image segmentation; image sensors; motion estimation; video coding; video surveillance; wireless sensor networks; ROI macroblock detection; ROI quality; computation energy; content-aware feedback control scheme; content-aware preprocessing; encoder parameter; energy consumption; energy-aware feedback control scheme; energy-efficient wireless video sensor node; low-overhead preprocessing engine; minimum quality degradation; moving object surveillance; region-of-interest detection; remote surveillance applications; system optimization; system parameters; target transmission energy; transmission energy; transmitter parameter; variable channel conditions; video quality; wireless channel conditions; Bit error rate; Feedback control; Image edge detection; Streaming media; Transmitters; Wireless communication; Wireless sensor networks; Content-aware; Energy-aware; Pre-processing; Region-of-interest; Wireless video sensor; energy-aware; pre-processing; region-of-interest; wireless video sensor;
fLanguage :
English
Journal_Title :
Multi-Scale Computing Systems, IEEE Transactions on
Publisher :
ieee
ISSN :
2332-7766
Type :
jour
DOI :
10.1109/TMSCS.2015.2478469
Filename :
7270315
Link To Document :
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