Title :
Multiple bits distributed moving horizon state estimation for wireless sensor networks
Author :
Luo, Ji An ; Chai, Li ; Jiang, Peng
Author_Institution :
Inst. of Inf. & Control, Hangzhou Dianzi Univ., Hangzhou
Abstract :
Wireless sensor networks distributed signal processing has to operate under stringent energy and bandwidth limitations. Usually, the observations need to be quantized before they are sent to fusion center (FC). This paper we introduce a multiple bits distributed moving Horizon state estimation approach based on a multiple state single output Gaussian-Markov model. Each sensor node has a thresholds book, then the sensors quantize their measurements to several bits by using the thresholds book which are sent to fusion center. After receiving these information, fusion center make final estimation for system states. Compared with single bit distributed moving horizon state estimation (DMHE), this method ensures that FC need not to send the estimate information back to sensor nodes and provides higher precision of state estimation.
Keywords :
Gaussian processes; Markov processes; sensor fusion; state estimation; wireless sensor networks; bandwidth limitations; fusion center; multiple bits distributed moving horizon state estimation; multiple state single output Gaussian-Markov model; sensor node; stringent energy; thresholds book; wireless sensor networks distributed signal processing; Automation; Books; Electronic mail; Energy measurement; Intelligent control; Power engineering and energy; Sensor fusion; Signal processing; State estimation; Wireless sensor networks; Wireless sensor networks; distributed state estimation; moving horizon; multiple bits;
Conference_Titel :
Intelligent Control and Automation, 2008. WCICA 2008. 7th World Congress on
Conference_Location :
Chongqing
Print_ISBN :
978-1-4244-2113-8
Electronic_ISBN :
978-1-4244-2114-5
DOI :
10.1109/WCICA.2008.4593352