Title: What does quality-aware data collection really achieve in energy harvesting wireless sensor networks?
Authors: Randeep Yahathugoda; Qi Han
Addresses: Department of Electrical Engineering and Computer Science, Colorado School of Mines, Golden 80401, CO, USA ' Department of Electrical Engineering and Computer Science, Colorado School of Mines, Golden 80401, CO, USA
Abstract: Energy is the major bottleneck for wireless sensor networks (WSNs). Although energy harvesting sensor nodes have emerged as a solution, new challenges in energy management arise due to the intermittently available energy. We also observe that many applications can tolerate certain levels of data inaccuracies. Here, we exploit the application's tolerance for data inaccuracy to achieve an equilibrium between energy consumption and availability while satisfying application's accuracy needs, thereby improving network lifetime. Performance studies indicate that our method outperforms other data collection methods. Moreover, our comprehensive energy consumption analysis of quality-aware data collection on different sensor node arrangements reveals the limitations on energy savings when quality-aware data collection is used. We show that a tighter cooperation between MAC layer and Application layer, that is achieved through an Application-driven control mechanism can unlock the full potential of quality-aware data collection.
Keywords: data quality; energy harvesting; WSNs; wireless sensor networks; sensor mode transition; network lifetime; quality-aware data collection; quality awareness; energy management; energy consumption; MAC layer; medium access control; application layer.
DOI: 10.1504/IJSNET.2016.079314
International Journal of Sensor Networks, 2016 Vol.22 No.1, pp.1 - 13
Received: 27 Jan 2014
Accepted: 19 May 2014
Published online: 27 Sep 2016 *