Title :
Minimizing Energy Consumption in Body Sensor Networks via Convex Optimization
Author :
Nabar, Sidharth ; Walling, Jeffrey ; Poovendran, Radha
Author_Institution :
Electr. Eng. Dept., Univ. of Washington, Seattle, WA, USA
Abstract :
Body Sensor Networks (BSNs) consist of miniature sensors deployed on or implanted into the human body for health monitoring. Conserving the energy of these sensors, while guaranteeing a required level of performance, is a key challenge in BSNs. In terms of communication protocols, this translates to minimizing energy consumption while limiting the latency in data transfer. In this paper, we focus on polling-based communication protocols for BSNs, and address the problem of optimizing the polling schedule to achieve minimal energy consumption and latency. We show that this problem can be posed as a geometric program, which belongs to the class of convex optimization problems, solvable in polynomial time. We also introduce a dynamic priority vector for each sensor, based on the observation that relative priorities of sensors in a BSN change over time. This vector is used to develop a decision-tree based approach for resolving scheduling conflicts among devices. The proposed framework is applicable to a broad class of periodic polling-based communication protocols. We design one such protocol in detail and show that it achieves an improvement of approximately 45% over the widely accepted standard IEEE 802.15.4 MAC protocol.
Keywords :
body sensor networks; convex programming; decision trees; electrocardiography; energy consumption; geometric programming; patient monitoring; protocols; BSN; IEEE 802.15.4 MAC; body sensor network; communication protocol; convex optimization; data transfer; decision-tree based approach; dynamic priority vector; geometric program; health monitoring; minimal energy consumption; polling schedule optimization; polling-based communication protocols; polynomial time; Biomedical monitoring; Body sensor networks; Delay; Design optimization; Energy consumption; Energy efficiency; Polynomials; Protocols; Sensor systems; Wearable sensors; Body Sensor Networks; communication protocol; convex optimization; energy minimization; medical sensor networks; polling;
Conference_Titel :
Body Sensor Networks (BSN), 2010 International Conference on
Conference_Location :
Singapore
Print_ISBN :
978-1-4244-5817-2
DOI :
10.1109/BSN.2010.19