An Accurate Link Correlation Estimator for Improving Wireless Protocol Performance

Wireless link correlation has shown significant impact on the performance of various sensor network protocols. Many works have been devoted to exploiting link correlation for protocol improvements. However, the effectiveness of these designs heavily relies on the accuracy of link correlation measurement. In this paper, we investigate state-of-the-art link correlation measurement and analyze the limitations of existing works. We then propose a novel lightweight and accurate link correlation estimation (LACE) approach based on the reasoning of link correlation formation. LACE combines both long-term and short-term link behaviors for link correlation estimation. We implement LACE as a stand-alone interface in TinyOS and incorporate it into both routing and flooding protocols. Simulation and testbed results show that LACE: (1) achieves more accurate and lightweight link correlation measurements than the state-of-the-art work; and (2) greatly improves the performance of protocols exploiting link correlation.

[1]  Michele Magno,et al.  A Low Cost, Highly Scalable Wireless Sensor Network Solution to Achieve Smart LED Light Control for Green Buildings , 2015, IEEE Sensors Journal.

[2]  Robert Tappan Morris,et al.  ExOR: opportunistic multi-hop routing for wireless networks , 2005, SIGCOMM '05.

[3]  Sonia Fahmy,et al.  SYREN: Synergistic Link Correlation-Aware and Network Coding-Based Dissemination in Wireless Sensor Networks , 2013, 2013 IEEE 21st International Symposium on Modelling, Analysis and Simulation of Computer and Telecommunication Systems.

[4]  H. S. Wolff,et al.  iRun: Horizontal and Vertical Shape of a Region-Based Graph Compression , 2022, Sensors.

[5]  Ting Zhu,et al.  Exploring Link Correlation for Efficient Flooding in Wireless Sensor Networks , 2010, NSDI.

[6]  Shaojie Tang,et al.  Canopy closure estimates with GreenOrbs: sustainable sensing in the forest , 2009, SenSys '09.

[7]  Yunhuai Liu,et al.  CorLayer: A Transparent Link Correlation Layer for Energy-Efficient Broadcast , 2015, IEEE/ACM Transactions on Networking.

[8]  Bharat K. Bhargava,et al.  Tree-Based Data Broadcast in IEEE 802.15.4 and ZigBee Networks , 2006, IEEE Transactions on Mobile Computing.

[9]  Philip Levis,et al.  Four-Bit Wireless Link Estimation , 2007, HotNets.

[10]  Wei Dong,et al.  Exploiting link correlation for core-based dissemination in wireless sensor networks , 2014, 2014 Eleventh Annual IEEE International Conference on Sensing, Communication, and Networking (SECON).

[11]  Philip Levis,et al.  Collection tree protocol , 2009, SenSys '09.

[12]  José Neuman de Souza,et al.  EPMOSt: An Energy-Efficient Passive Monitoring System for Wireless Sensor Networks , 2014, Sensors.

[13]  Wei Shen,et al.  A Smart Gateway for Health Care System Using Wireless Sensor Network , 2010, 2010 Fourth International Conference on Sensor Technologies and Applications.

[14]  Ting Zhu,et al.  Correlated flooding in low-duty-cycle wireless sensor networks , 2011, 2011 19th IEEE International Conference on Network Protocols.

[15]  Yunhao Liu,et al.  Link quality aware code dissemination in wireless sensor networks , 2011, 2011 19th IEEE International Conference on Network Protocols.

[16]  Yoshito Tobe,et al.  Link-Correlation-Aware Opportunistic Routing in Wireless Networks , 2015, IEEE Transactions on Wireless Communications.

[17]  Philip Levis,et al.  The κ factor: inferring protocol performance using inter-link reception correlation , 2010, MobiCom.

[18]  Deborah Estrin,et al.  A wireless sensor network For structural monitoring , 2004, SenSys '04.

[19]  Yoshito Tobe,et al.  Link correlation aware opportunistic routing , 2012, 2012 Proceedings IEEE INFOCOM.

[20]  Yu Zhang,et al.  An Integrated Environment Monitoring System for Underground Coal Mines—Wireless Sensor Network Subsystem with Multi-Parameter Monitoring , 2014, Sensors.

[21]  Arjan Durresi,et al.  Evaluating the Impact of Signal to Noise Ratio on IEEE 802.15.4 PHY-Level Packet Loss Rate , 2010, 2010 13th International Conference on Network-Based Information Systems.

[22]  谭光 A Transparent Link Correlation Layer for Energy Efficient Broadcast , 2013 .

[23]  Mingfu Li,et al.  Design and Implementation of Smart Home Control Systems Based on Wireless Sensor Networks and Power Line Communications , 2015, IEEE Transactions on Industrial Electronics.

[24]  David E. Culler,et al.  The dynamic behavior of a data dissemination protocol for network programming at scale , 2004, SenSys '04.

[25]  Janne Riihijärvi,et al.  Performance study of IEEE 802.15.4 using measurements and simulations , 2006, IEEE Wireless Communications and Networking Conference, 2006. WCNC 2006..

[26]  Seung-Chul Lee,et al.  Ad-hoc and Query-Based Indoor Air-Conditioning System Using Low Power Wireless Sensor Network , 2007, 2007 International Conference on Convergence Information Technology (ICCIT 2007).