TY - GEN

T1 - Distributed wireless sensor networks with power efficient data modeling

AU - Ketel, Mohammed

AU - Dogan, Numan S.

AU - Ugur, Ahmet

PY - 2005

Y1 - 2005

N2 - In sensor networks, we are interested in prolonging the lifetime of the network and thus the energy conservation is one of the most important aspects to be considered in the design. In this paper, we present regression techniques to model the sensor data. In this, framework, the nodes of the sensor network collaborate to fit a regression model to their local measurements. This model takes the form of a weighted sum of local basis functions. Instead of transmitting data to each other or outside the network, nodes communicate the model's parameters and thus the communication required is reduced [2]. Usually, sensors are densely deployed. Therefore, to reduce further the energy cost, sensors in the same sensing area are used in turns.

AB - In sensor networks, we are interested in prolonging the lifetime of the network and thus the energy conservation is one of the most important aspects to be considered in the design. In this paper, we present regression techniques to model the sensor data. In this, framework, the nodes of the sensor network collaborate to fit a regression model to their local measurements. This model takes the form of a weighted sum of local basis functions. Instead of transmitting data to each other or outside the network, nodes communicate the model's parameters and thus the communication required is reduced [2]. Usually, sensors are densely deployed. Therefore, to reduce further the energy cost, sensors in the same sensing area are used in turns.

KW - Distributed sensor networks

KW - Regression

UR - http://www.scopus.com/inward/record.url?scp=33744942345&partnerID=8YFLogxK

U2 - 10.1109/SSST.2005.1460948

DO - 10.1109/SSST.2005.1460948

M3 - Conference contribution

AN - SCOPUS:33744942345

SN - 0780388089

SN - 9780780388086

T3 - Proceedings of the Annual Southeastern Symposium on System Theory

SP - 415

EP - 418

BT - Proceedings of the Thirty-Seventh Southeastern Symposium on System Theory, SST05

T2 - 37th Southeastern Symposium on System Theory, SST05

Y2 - 20 March 2004 through 22 March 2004

ER -