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Issue No.01 - Jan. (2014 vol.25)
pp: 63-72
Gregory Hackmann , Washington University, St. Louis
Weijun Guo , Washington University, St. Louis
Guirong Yan , University of Texas, El Paso
Zhuoxiong Sun , Zhejiang University, China, and Purdue University, West Lafayette
Chenyang Lu , Washington University, St. Louis, University of Virginia, Charlottesville and University of Science and Technology of China
Shirley Dyke , Purdue University, West Lafayette
ABSTRACT
Our deteriorating civil infrastructure faces the critical challenge of long-term structural health monitoring for damage detection and localization. In contrast to existing research that often separates the designs of wireless sensor networks and structural engineering algorithms, this paper proposes a cyber-physical codesign approach to structural health monitoring based on wireless sensor networks. Our approach closely integrates 1) flexibility-based damage localization methods that allow a tradeoff between the number of sensors and the resolution of damage localization, and 2) an energy-efficient, multilevel computing architecture specifically designed to leverage the multiresolution feature of the flexibility-based approach. The proposed approach has been implemented on the Intel Imote2 platform. Experiments on a simulated truss structure and a real full-scale truss structure demonstrate the system's efficacy in damage localization and energy efficiency.
INDEX TERMS
Wireless sensor networks, Computer architecture, Sensor systems, Monitoring, Shape, Bridges,cyber-physical systems, Wireless sensor networks, structural health monitoring
CITATION
Gregory Hackmann, Weijun Guo, Guirong Yan, Zhuoxiong Sun, Chenyang Lu, Shirley Dyke, "Cyber-Physical Codesign of Distributed Structural Health Monitoring with Wireless Sensor Networks", IEEE Transactions on Parallel & Distributed Systems, vol.25, no. 1, pp. 63-72, Jan. 2014, doi:10.1109/TPDS.2013.30
REFERENCES
[1] http:/www.tinyos.net, 2013.
[2] http:/shm.cs.uiuc.edu/, 2013.
[3] http://cppunit.sourceforge.net/doclastest /, 2013.
[4] A.A. Abbasi and M. Younis, "A Survey on Clustering Algorithms for Wireless Sensor Networks," Computer Comm., vol. 30, nos. 14/15, pp. 2826-2841, Oct. 2007.
[5] "American Society of Civil Engineering," Report Card for Am.'s Infrastructure, http://www.asce.org/reportcard2009/, 2009.
[6] D. Bernal and B. Gunes, "Flexibility Based Approach for Damage Characterization: Benchmark Application," J. Eng. Mechanics, vol. 130, no. 1, pp. 61-70, Jan. 2004.
[7] N. Castaneda, F. Sun, S. Dyke, C. Lu, A. Hope, and T. Nagayama, "Implementation of a Correlation-Based Decentralized Damage Detection Method Using Wireless Sensors," Proc. Int'l Conf. Advances in Structural Eng. and Mechanics (ASEM), 2008.
[8] N. Castaneda, G. Yan, and S. Dyke, "Evaluation of the Performance of a Distributed Structural Health Monitoring Algorithm for Wireless Sensing," 2009.
[9] M. Ceriotti, L. Mottola, G.P. Picco, A.L. Murphy, S. Guna, M. Corra, M. Pozzi, D. Zonta, and P. Zanon, "Monitoring Heritage Buildings with Wireless Sensor Networks: The Torre Aquila Deployment," Proc. ACM/IEEE Eighth Int'l Conf' Information Processing in Sensor Networks (IPSN), 2009.
[10] K. Chebrolu, B. Raman, N. Mishra, P.K. Valiveti, and R. Kumar, "BriMon: A Sensor Network System for Railway Bridge Monitoring," Proc. ACM Sixth Int'l Conf. Mobile Systems, Applications, and Services (MobiSys), 2008.
[11] E. Clayton, "Development of an Experimental Model for the Study of Infrastructure Preservation," Proc. Nat'l Conf. Undergraduate Research, 2002.
[12] "MICAz Wireless Measurement System," Crossbow Technology, http://www.xbow.com/Products/Product_pdf_files/ Wireless_ pdfMICAz_Datasheet.pdf , 2013.
[13] Imote2 Hardware Reference Manual, Crossbow Technology Inc., 2007.
[14] Z. Duan, G. Yan, and J. Ou, "Structural Damage Detection Using the Angle-between-String-and-Horizon Flexibility (Under Review)," Structural Eng. and Mechanics,
[15] M. Gangone, M. Whelan, K. Janoyan, K. Cross, and R. Jha, "Performance Monitoring of a Bridge Superstructure Using a Dense Wireless Sensor Network," Proc. Int'l Workshop Structural Health Monitoring, 2007.
[16] G. Hackmann, W. Guo, G. Yan, C. Lu, and S. Dyke, "Cyber-Physical Codesign of Distributed Structural Health Monitoring with Wireless Sensor Networks," Proc. ACM/IEEE Int'l Conf. Cyber-Physical Systems (ICCPS '13), 2010.
[17] G. Hackmann, F. Sun, N. Castaneda, C. Lu, and S. Dyke, "A Holistic Approach to Decentralized Structural Damage Localization Using Wireless Sensor Networks," Proc. IEEE Real-Time Systems Symp. (RTSS), 2008.
[18] A. Jindal and M. Liu, "Networked Computing in Wireless Sensor Networks for Structural Health Monitoring," IEEE/ACM Trans. Networking, vol. 20, no. 4, pp. 1203-1216, Aug. 2012.
[19] S. Kim, S. Pakzad, D. Culler, J. Demmel, G. Fenves, S. Glaser, and M. Turon, "Health Monitoring of Civil Infrastructures Using Wireless Sensor Networks," Proc. Sixth Int'l Symp. Information Processing in Sensor Networks (IPSN), 2007.
[20] P. Levis, N. Lee, M. Welsh, and D. Culler, "TOSSIM:Accurate and Scalable Simulation of Entire TinyOS Applications," Proc. First Int'l Conf. Embedded Networked Sensor Systems (SenSys), 2003.
[21] B. Li, D. Wang, F. Wang, and Y.Q. Ni, "High Quality Sensor Placement for SHM Systems: Refocusing on Application Demands," Proc. IEEE INFOCOM, 2010.
[22] X. Liu, J. Cao, S. Lai, C. Yang, H. Wu, and Y. Xu, "Energy Efficient Clustering for WSN-Based Structural Health Monitoring," Proc. IEEE INFOCOM, 2011.
[23] J. Lynch and K. Loh, "A Summary Review of Wireless Sensors and Sensor Networks for Structural Health Monitoring," Shock and Vibration Digest, vol. 38, no. 2, pp. 91-128, 2006.
[24] M. Maróti, B. Kusy, G. Simon, and A. Lédeczi, "The Flooding Time Synchronization Protocol," Proc. Second Int'l Conf. Embedded Networked Sensor Systems (SenSys), 2004.
[25] A. Messina, I.A. Jones, and E.J. Williams, "Damage Detection and Localization Using Natural Frequency Changes," Proc. Conf. Identification in Eng. Systems, 1996.
[26] D. Moss and P. Levis, "BoX-MACs: Exploiting Physical and Link Layer Boundaries in Low-Power Networking," Technical Report SING-08-00, Stanford Information Networks Group, 2008.
[27] T. Nagayama, "Structural Health Monitoring Using Smart Sensors," PhD thesis, Univ. of Illinois at Urbana-Champaign, 2007.
[28] N. Nethercote and J. Seward, "Valgrind: A Framework for Heavyweight Dynamic Binary Instrumentation," Proc. ACM SIGPLAN Conf. Programming Language Design and Implementation (PLDI), 2007.
[29] S.N. Pakzad, G.L. Fenves, S. Kim, and D.E. Culler, "Design and Implementation of Scalable Wireless Sensor Network for Structural Monitoring," ASCE J. Infrastructure Eng., vol. 14, no. 1, pp. 89-101, Mar. 2008.
[30] A. Pandey and M. Biswas, "Experimental Verification of Flexibility Difference Method for Locating Damage in Structures," J. Sound and Vibration, vol. 184, pp. 311-328, 1995.
[31] J. Polastre, R. Szewczyk, and D. Culler, "Telos: Enabling Ultra-Low Power Wireless Research," Proc. IEEE/ACM Fourth Int'l Symp. Information Processing in Sensor Networks (IPSN), 2005.
[32] J.A. Rice and B.F. SpencerJr., "Structural Health Monitoring Sensor Development for the Imote2 Platform," Proc. SPIE, Sensors and Smart Structures Technologies for Civil, Mechanical, and Aerospace Systems, vol. 6932, 2008.
[33] W. Song, S. Dyke, G. Yun, and T. Harmon, "Improved Damage Localization and Quantification Using Subset Selection," J. Eng. Mechanics, vol. 135, no. 6, pp. 548-560, 2009.
[34] B. Spencer and T. Nagayama, "Smart Sensor Technology: A New Paradigm for Structural Health Monitoring," Proc. Asia-Pacific Workshop Structural health Monitoring, 2006.
[35] F. Wang, D. Wang, and J. Liu, "Elesense: Elevator-Assisted Wireless Sensor Data Collection for High-Rise Structure Monitoring," Proc. IEEE INFOCOM, 2012.
[36] J.-H. Weng, C.-H. Loh, J.P. Lynch, K.-C. Lu, P.-Y. Lin, and Y. Wang, "Output-only Modal Identification of a Cable-Stayed Bridge Using Wireless Monitoring Systems," Eng. Structures, vol. 30, no. 7, pp. 1820-1830, 2008.
[37] N. Xu, S. Rangwala, K. Chintalapudi, D. Ganesan, A. Broad, R. Govindan, and D. Estrin, "A Wireless Sensor Network for Structural Monitoring," Proc. Second Int'l Conf. Embedded Networked Sensor Systems (SenSys), 2004.
[38] G. Yan, Z. Duan, and J. Ou, "An Axial Strain Flexibility for Damage Detection of Truss Structure," Proc. Int'l Workshop Smart Materials and Structures, 2005.
[39] G. Yan, S.J. Dyke, and A. Irfanoglu, "Experimental Validation of a Damage Detection Approach on a Full-Scale Highway Sign Support Truss," Mechanical Systems and Signal Processing, vol. 28, pp. 195-211, 2012.
[40] G.J. Yun, K.A. Ogorzalek, S.J. Dyke, and W. Song, "A Two-Stage Damage Detection Approach Based on Subset Selection and Genetic Algorithms," Smart Structures and Systems, vol. 5, pp. 1-21, 2009.
[41] A.T. Zimmerman, M. Shiraishi, R.A. Swartz, and J.P. Lynch, "Automated Modal Parameter Estimation by Parallel Processing within Wireless Monitoring Systems," J. Infrastructure Systems, vol. 14, no. 1, pp. 102-113, Mar. 2008.
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