Generic placeholder image

Recent Patents on Engineering

Editor-in-Chief

ISSN (Print): 1872-2121
ISSN (Online): 2212-4047

Review Article

Reliability Modeling of Wireless Sensor Networks: A Review

Author(s): Liudong Xing*

Volume 15, Issue 1, 2021

Published on: 09 December, 2019

Page: [3 - 11] Pages: 9

DOI: 10.2174/1872212113666191209091947

Price: $65

Abstract

Background: Through smart micro sensor devices networked via wireless links and the Internet, wireless sensor networks offer unprecedented opportunities for diverse applications, such as healthcare, military, industry automation, and monitoring, environmental sensing, etc. It is one of the enabling technologies for many Internet of Things and cyber-physical systems. Due to the mission-critical nature of these systems, it is imperative that a wireless sensor network operates correctly throughout the intended mission time. Thus, modeling the reliability of wireless sensor networks is a critical task for their successful operations.

Objective: This article is aimed to review the state-of-the-art work on the reliability modeling and analysis of wireless sensor networks.

Methods: The existing reliability modeling works for wireless sensor networks are identified and classified based on different aspects, including scope, topology, communication paradigms, designs, and reliability evaluation methods. Patents contributing to the reliability of wireless sensor networks are also discussed.

Conclusion: A rich body of works have been suggested for the reliability modeling and analysis of wireless sensor networks contributing to their robust design and resilient operation. However, there is still a great need to explore more efficient and innovative solutions to capture new aspects of system complexity related to the development and growth of wireless sensor networks in contemporary and future critical applications.

Keywords: Application communication, infrastructure communication, link failure, phased-mission, reliability modeling, sensor node, wireless sensor network.

Graphical Abstract
[1]
I.F. Akyildiz, W. Su, Y. Sankarasubramaniam, and E. Cayirci, "Wireless sensor networks: a survey", Comput. Netw., vol. 38, no. 4, pp. 393-422, 2002.
[http://dx.doi.org/10.1016/S1389-1286(01)00302-4]
[2]
P. Baronti, P. Pillai, V.W.C. Chook, S. Chessa, A. Gotta, and Y.F. Hu, "Wireless sensor networks: A survey on the state of the art and the 802.15.4 and ZigBee standards", Comput. Commun., vol. 30, no. 7, pp. 1655-1695, 2007.
[http://dx.doi.org/10.1016/j.comcom.2006.12.020]
[3]
A. Shrestha, L. Xing, and H. Liu, "Modeling and Evaluating the Reliability of Wireless Sensor Networks In", Proc. of The 53rd Annual Reliability & Maintainability Symposium Orlando, Florida, 2007
[http://dx.doi.org/10.1109/RAMS.2007.328105]]
[4]
D. Deif, and Y. Gadallah, "A comprehensive wireless sensor network reliability metric for critical Internet of Things applications", EURASIP J. Wirel. Commun. Netw., vol. 145, pp. 1-18, 2017.
[http://dx.doi.org/10.1186/s13638-017-0930-3]
[5]
I.F. Akyildiz, W. Su, Y. Sankarasubramaniam, and E. Cayirci, "A survey on sensor networks", IEEE Commun. Mag., vol. 40, no. 8, pp. 102-114, 2002.
[http://dx.doi.org/10.1109/MCOM.2002.1024422]
[6]
J.N. Al-Karaki, and A.E. Kamal, "Routing techniques in wireless sensor networks: a survey", IEEE Wirel. Commun., vol. 11, no. 6, pp. 6-28, 2004.
[http://dx.doi.org/10.1109/MWC.2004.1368893]
[7]
K. Akkaya, and M. Younis, "A survey on routing protocols for wireless sensor networks", Ad Hoc Netw., vol. 3, no. 3, pp. 325-349, 2005.
[http://dx.doi.org/10.1016/j.adhoc.2003.09.010]
[8]
R. Rai, and P. Rai, Survey on Energy-Efficient Routing Protocols in Wireless Sensor Networks Using Game Theory. In H. Sarma, S. Borah, and N. Dutta, Eds Advances in Communication, Cloud, and Big Data. Lecture Notes in Networks and Systems., vol. 31. Springer: Singapore, 2019.
[http://dx.doi.org/10.1007/978-981-10-8911-4_1]
[9]
A.A. Abbasi, and M. Younis, "A survey on clustering algorithms for wireless sensor networks", Comput. Commun., vol. 30, no. 14–15, pp. 2826-2841, 2007.
[http://dx.doi.org/10.1016/j.comcom.2007.05.024]
[10]
A.K. Sohal, A.K. Sharma, and N. Sood, "A Study on Energy Efficient Coverage Aware Clustering Protocols in Wireless Sensor Networks", J. Netw. Secur., vol. 6, no. 3, pp. 9-17, 2018.
[11]
G. Anastasi, M. Conti, M. Di Francesco, and A. Passarella, "Energy conservation in wireless sensor networks: A survey", Ad Hoc Netw., vol. 7, no. 3, pp. 537-568, 2009.
[http://dx.doi.org/10.1016/j.adhoc.2008.06.003]
[12]
J.A. Khan, H.K. Qureshi, and A. Iqbal, "Energy management in Wireless Sensor Networks: A survey", Comput. Electr. Eng., vol. 41, pp. 159-176, 2015.
[http://dx.doi.org/10.1016/j.compeleceng.2014.06.009]
[13]
I. Demirkol, C. Ersoy, and F. Alagoz, "MAC protocols for wireless sensor networks: a survey", IEEE Commun. Mag., vol. 44, no. 4, pp. 115-121, 2006.
[http://dx.doi.org/10.1109/MCOM.2006.1632658]
[14]
M. Zareei, A.K.M.M. Islam, C. Vargas-Rosales, N. Mansoor, S. Goudarzi, and M.H. Rehmani, "Mobility-aware medium access control protocols for wireless sensor networks: A survey", J. Netw. Comput. Appl., vol. 104, pp. 21-37, 2018.
[http://dx.doi.org/10.1016/j.jnca.2017.12.009]
[15]
B. Sundararaman, U. Buy, and A.D. Kshemkalyani, "Clock synchronization for wireless sensor networks: a survey", Ad Hoc Netw., vol. 3, no. 3, pp. 281-323, 2005.
[http://dx.doi.org/10.1016/j.adhoc.2005.01.002]
[16]
D. Praveen Kumar, T. Amgoth, and C.S.R. Annavarapu, "Machine learning algorithms for wireless sensor networks: A survey", Inf. Fusion, vol. 49, pp. 1-25, 2019.
[http://dx.doi.org/10.1016/j.inffus.2018.09.013]
[17]
X. Deng, Y. Jiang, L.T. Yang, M. Lin, L. Yi, and M. Wang, "Data fusion based coverage optimization in heterogeneous sensor networks: A survey", Inf. Fusion, vol. 52, pp. 90-105, 2019.
[http://dx.doi.org/10.1016/j.inffus.2018.11.020]
[18]
A. Maheshwari, and N. Chand, "A Survey on Wireless Sensor Networks Coverage Problems", C. Krishna, M. Dutta, and R. Kumar, Eds., In: Proceedings of 2nd International Conference on Communication, Computing and Networking. Lecture Notes in Networks and Systems, vol. 46, Springer, Singapore,, 2019
[http://dx.doi.org/10.1007/978-981-13-1217-5_16]]
[19]
M.A. Mahmood, W.K.G. Seah, and I. Welch, "Reliability in wireless sensor networks: a survey and challenges ahead", Comput. Netw., vol. 79, pp. 166-187, 2015.
[http://dx.doi.org/10.1016/j.comnet.2014.12.016]
[20]
M. Katiyar, H.P. Sinha, and D. Gupta, "On Reliability Modeling in Wireless Sensor Networks-A Review", Int. J. Comput. Sci. Issues, vol. 9, no. 3, pp. 99-105, November 2012.
[21]
L. Venkatesan, S. Shanmugavel, and C. Subramaniam, "A Survey on Modeling and Enhancing Reliability of Wireless Sensor Network", Wireless Sensor Netw., vol. 5, pp. 41-51, 2013.
[http://dx.doi.org/10.4236/wsn.2013.53006]
[22]
Y. Li, C. Chen, Y. Song, and Z. Wang, "Real-time QoS support in wireless sensor networks: a survey", IFAC Proceedings Volumes, vol. 40, no. 22, pp 373-380, 2007.
[http://dx.doi.org/10.3182/20071107-3-FR-3907.00052]]
[23]
D. Chen, and P.K. Varshney, "QoS Support in Wireless Sensor Networks: A Survey", In Proc. of the International Conference on Wireless Networks Nevada, USA, 2004pp. 227-233
[24]
H. Luo, K. Wu, R. Ruby, Y. Liang, Z. Guo, and L.M. Ni, "Software-Defined Architectures and Technologies for Underwater Wireless Sensor Networks: A Survey", IEEE Comm. Surv. and Tutor., vol. 20, no. 4, pp. 2855-2888, 2018.
[http://dx.doi.org/10.1109/COMST.2018.2842060]
[25]
H. Mostafaei, and M. Menth, "Software-defined wireless sensor networks: A survey", J. Netw. Comput. Appl., vol. 119, pp. 42-56, 2018.
[http://dx.doi.org/10.1016/j.jnca.2018.06.016]
[26]
Z. Zhang, A. Mehmood, L. Shu, Z. Huo, Y. Zhang, and M. Mukherjee, "A Survey on Fault Diagnosis in Wireless Sensor Networks", IEEE Access, vol. 6, pp. 11349-11364, 2018.
[http://dx.doi.org/10.1109/ACCESS.2018.2794519]
[27]
I. Tomić, and J.A. McCann, "A Survey of Potential Security Issues in Existing Wireless Sensor Network Protocols", IEEE Internet Things J.l, vol. 4, no. 6, pp. 1910-1923, 2017.
[http://dx.doi.org/10.1109/JIOT.2017.2749883]
[28]
V. Mainanwal, M. Gupta, and S.K. Upadhayay, "A survey on wireless body area network: Security technology and its design methodology issue", In Proc. of International Conference on Innovations in Information, Embedded and Communication Systems Coimbatore, India, 2015pp. 1-5
[http://dx.doi.org/10.1109/ICIIECS.2015.7193088]]
[29]
L. Chelouah, F. Semchedine, and L. Bouallouche-Medjkoune, "Localization protocols for mobile wireless sensor networks: A survey", Comput. Electr. Eng., vol. 71, pp. 733-751, 2018.
[http://dx.doi.org/10.1016/j.compeleceng.2017.03.024]
[30]
H. Yetgin, K.T.K. Cheung, M. El-Hajjar, and L.H. Hanzo, "A Survey of Network Lifetime Maximization Techniques in Wireless Sensor Networks", IEEE Comm. Surv. and Tutor., vol. 19, no. 2, pp. 828-854, 2017.
[http://dx.doi.org/10.1109/COMST.2017.2650979]
[31]
R.M. Curry, and J.C. Smith, "A survey of optimization algorithms for wireless sensor network lifetime maximization", Comput. Ind. Eng., vol. 101, pp. 145-166, 2016.
[http://dx.doi.org/10.1016/j.cie.2016.08.028]
[32]
E. Fadel, V.C. Gungor, L. Nassef, N. Akkari, M.G.A. Malik, S. Almasri, and I.F. Akyildiz, "A survey on wireless sensor networks for smart grid", Comput. Commun., vol. 71, pp. 22-33, 2015.
[http://dx.doi.org/10.1016/j.comcom.2015.09.006]
[33]
B. Rashid, and M.H. Rehmani, "Applications of wireless sensor networks for urban areas: A survey", J. Netw. Comput. Appl., vol. 60, pp. 192-219, 2016.
[http://dx.doi.org/10.1016/j.jnca.2015.09.008]
[34]
A.B. Noel, A. Abdaoui, T. Elfouly, M.H. Ahmed, A. Badawy, and M.S. Shehata, "Structural Health Monitoring Using Wireless Sensor Networks: A Comprehensive Survey", IEEE Comm. Surv. and Tutor., vol. 19, no. 3, pp. 1403-1423, 2017.
[http://dx.doi.org/10.1109/COMST.2017.2691551]
[35]
S.R.J. Ramson, and D.J. Moni, "Applications of wireless sensor networks - A survey", In Proc. of International Conference on Innovations in Electrical, Electronics, Instrumentation and Media Technology Coimbatore, India, 2017pp. 325-329
[http://dx.doi.org/10.1109/ICIEEIMT.2017.8116858]]
[36]
L. Muduli, D.P. Mishra, and P.K. Jana, "Application of wireless sensor network for environmental monitoring in underground coal mines: A systematic review", J. Netw. Comput. Appl., vol. 106, pp. 48-67, 2018.
[http://dx.doi.org/10.1016/j.jnca.2017.12.022]
[37]
A. Ghaffari, "Congestion control mechanisms in wireless sensor networks: A survey", J. Netw. Comput. Appl., vol. 52, pp. 101-115, 2015.
[http://dx.doi.org/10.1016/j.jnca.2015.03.002]
[38]
O. Can, and O.K. Sahingoz, "A survey of intrusion detection systems in wireless sensor networks", In Proc. of 6th International Conference on Modeling, Simulation, and Applied Optimization Istanbul, Turkey, 2015pp. 1-6
[http://dx.doi.org/10.1109/ICMSAO.2015.7152200]]
[39]
D.C. Harrison, W.K.G. Seah, and R. Rayudu, "Rare Event Detection and Propagation in Wireless Sensor Networks", ACM Comput. Surv., vol. 48, no. 4, p. 58, 2016.
[http://dx.doi.org/10.1145/2885508]
[40]
C.J. Colbourn, The combinatorics of network reliability., Oxford University Press, 1987.
[41]
L. Xing, G. Levitin, and C. Wang, "Dynamic System Reliability: Modeling and Analysis of Dynamic and Dependent Behaviors. Wiley, March 2019",
[http://dx.doi.org/10.1002/9781119507642]]
[42]
L. Xing, and S. V. Amari, Binary Decision Diagrams and Extensions for System Reliability Analysis, Wiley-Scrivener, MA, July 2015.,.
[http://dx.doi.org/10.1002/9781119178026]]
[43]
K.B. Misra, Ed., Handbook of Performability Engineering., Springer-Verlag, 2008.
[http://dx.doi.org/10.1007/978-1-84800-131-2]
[44]
A. Lisnianski, and G. Levitin, Multi-state System Reliability: Assessment, Optimization and Applications., World Scientific, 2003.
[http://dx.doi.org/10.1142/5221]
[45]
H. M. F. AboElFotoh, "S. S. Iyengar, and K. Chakrabarty, “Computing reliability and message delay for cooperative wireless distributed sensor networks subject to random failures", IEEE Trans. Reliab., vol. 54, no. 1, pp. 145-155, 2005.
[http://dx.doi.org/10.1109/TR.2004.842540]
[46]
C. Wang, L. Xing, V.M. Vokkarane, and Y. Sun, "Reliability and Lifetime Modeling of Wireless Sensor Nodes", Microelectron. Reliab., vol. 54, no. 1, pp. 160-166, 2014.
[http://dx.doi.org/10.1016/j.microrel.2013.08.001]
[47]
A.E. Zonouz, L. Xing, V.M. Vokkarane, and Y. Sun, "Reliability-Oriented Single-Path Routing Protocols in Wireless Sensor Networks", IEEE Sens. J., vol. 14, no. 11, pp. 4059-4068, 2014.
[http://dx.doi.org/10.1109/JSEN.2014.2332296]
[48]
A.E. Zonouz, L. Xing, V.M. Vokkarane, and Y. Sun, "A Time-Dependent Link Failure Model for Wireless Sensor Networks", 2014 Reliability and Maintainability Symposium Colorado Springs, CO, 2014pp. 1-7
[http://dx.doi.org/10.1109/RAMS.2014.6798443]]
[49]
A. Shrestha, L. Xing, and H. Liu, "Infrastructure Communication Reliability of Wireless Sensor Networks", In Proc. of The 2nd IEEE International Symposium on Dependable, Autonomic and Secure Computing Indianapolis, IN, 2006pp. 250-257
[http://dx.doi.org/10.1109/DASC.2006.31]]
[50]
C. Wang, L. Xing, V.M. Vokkarane, and Y. Sun, "Manycast and Anycast-Based Infrastructure Communication Reliability for Wireless Sensor Networks", In Proc. of The 18th ISSAT International Conference on Reliability and Quality in Design Boston, USA, 2012
[51]
A.E. Zonouz, L. Xing, V.M. Vokkarane, and Y. Sun, "K-coverage Reliability Evaluation for Wireless Sensor Networks", In Proc. of The 18th ISSAT International Conference on Reliability and Quality in Design Boston, USA, 2012
[52]
A. Shrestha, and L. Xing, "“Quantifying Application Communication Reliability of Wireless Sensor Networks”, Int. J. Perform. Eng", Spec. Issue Reliab. Qual. Des., vol. 4, no. 1, pp. 43-56, 2008.
[53]
L. Xing, H. Li, and H.E. Michel, "Fault-Tolerance and Reliability Analysis for Wireless Sensor Networks", Int. J. Perform. Eng., vol. 5, no. 5, pp. 419-431, 2009.
[54]
A. Shrestha, L. Xing, Y. Sun, and V.M. Vokkarane, "“Infrastructure Communication Reliability of Wireless Sensor Networks Considering Common-Cause Failures”, Int. J. Perform. Eng., spec. issue Depend", Wireless Sys. Netw., vol. 8, no. 2, pp. 141-150 March, 2012.
[55]
Y. Wang, L. Xing, H. Wang, and G. Levitin, "Combinatorial Analysis of Body Sensor Networks Subject to Probabilistic Competing Failures", Reliab. Eng. Syst. Saf., vol. 142, pp. 388-398, 2015.
[http://dx.doi.org/10.1016/j.ress.2015.06.005]
[56]
Y. Wang, L. Xing, and L. Mandava, "Probabilistic Competing Failure Analysis in Multi-State Wireless Sensor Networks", In Proc. of The 64th Annual Reliability & Maintainability Symposium Reno, NV, USA, 2018pp. 1-7
[http://dx.doi.org/10.1109/RAM.2018.8463106]]
[57]
Y. Wang, and L. Xing, "Reliability of Wireless Sensor Networks subject to Phase-Dependent Probabilistic Competing Failures", INProc. of The 2nd International Conference on Reliability Systems Engineering Beijing, China, 2017pp. 1-9
[http://dx.doi.org/10.1109/ICRSE.2017.8030753]]
[58]
Y. Wang, L. Xing, G. Levitin, and N. Huang, "Probabilistic competing failure analysis in phased-mission systems", Reliab. Eng. Syst. Saf., vol. 176, pp. 37-51, 2018.
[http://dx.doi.org/10.1016/j.ress.2018.03.031]
[59]
G. Zhao, L. Xing, Q. Zhang, and X. Jia, "A Hierarchical Combinatorial Reliability Model for Smart Home Systems", Qual. Reliab. Eng. Int., vol. 34, no. 1, pp. 37-52, 2018.
[http://dx.doi.org/10.1002/qre.2234]
[60]
G. Zhao, and L. Xing, "Competing Failure Analysis Considering Cascading Functional Dependence & Random Failure Propagation Time", Qual. Reliab. Eng. Int., vol. 35, no. 7, pp. 2327-2342, 2019.
[http://dx.doi.org/10.1002/qre.2513]
[61]
C. Wang, L. Xing, V.M. Vokkarane, and Y. Sun, "Reliability of Wireless Sensor Networks with Tree Topology", Int. J. Perform. Eng. Short Commun., vol. 8, no. 2, pp. 213-216, 2012.
[62]
L. Xing, and A. Shrestha, "QoS Reliability of Hierarchical Clustered Wireless Sensor Networks", In Proc. of The 25th IEEE Intl. Performance Computing and Communications Conference Phoenix, Arizona, 2006pp. 641-646
[63]
A. Shrestha, and L. Xing, "A Performance Comparison of Different Topologies for Wireless Sensor Networks", InProc. of The 2007 IEEE Conference on Technologies for Homeland Security Woburn, MA, 2007pp. 280-285
[http://dx.doi.org/10.1109/THS.2007.370059]]
[64]
C. Wang, L. Xing, V.M. Vokkarane, and Y. Sun, "Reliability Analysis of Wireless Sensor Networks using Different Network Topology Characteristics", In Proc. of International Conference on Quality, Reliability, Risk, Maintenance, and Safety Engineering Chengdu, China, 2012
[http://dx.doi.org/10.1109/ICQR2MSE.2012.6246179]]
[65]
N. Tadayon, A.E. Zonouz, S. Aissa, and L. Xing, "“Cost-Effective Design and Evaluation of Wireless Sensor Networks Using Topology-Planning Methods in Small-World Context”, In: IET Wireless", Sensor. Systems., vol. 4, no. 2 2014, pp. 43-53, .
[http://dx.doi.org/10.1049/iet-wss.2013.0078]
[66]
S. Tilak, N.B. Abu-Ghazaleh, and W. Heinzelman, "A taxonomy of wireless micro-sensor network models", Mob. Comput. Commun. Rev., vol. 6, no. 2, pp. 28-36, 2002.
[http://dx.doi.org/10.1145/565702.565708]
[67]
C. Wang, L. Xing, V.M. Vokkarane, and Y. Sun, "Infrastructure Communication Sensitivity Analysis of Wireless Sensor Networks", Qual. Reliab. Eng. Int., vol. 32, no. 2, pp. 581-594, 2016.
[http://dx.doi.org/10.1002/qre.1774]
[68]
A. Shrestha, L. Xing, and H. Liu, "Application Communication Reliability of Wireless Sensor Networks", In Proc. of The 12th ISSAT International Conference on Reliability and Quality in Design Chicago Illinois, USA, 2006
[69]
A.E. Zonouz, L. Xing, V.M. Vokkarane, and Y. Sun, "Application Communication Reliability of Wireless Sensor Networks", IET Wireless Sensor Sys., vol. 5, no. 2, pp. 58-67, 2015.
[http://dx.doi.org/10.1049/iet-wss.2013.0107]
[70]
A.E. Zonouz, L. Xing, V.M. Vokkarane, and Y. Sun, "Application Communication Reliability of Wireless Sensor Networks Supporting K-coverage", In Proc. of 2013 IEEE International Conference on Distributed Computing in Sensor Systems, 2013pp. 430-435 Cambridge, Massachusetts, USA
[http://dx.doi.org/10.1109/DCOSS.2013.47]
[71]
C. Wang, L. Xing, A. Ehsani Zonouz, V.M. Vokkarane, and Y. Sun, "Communication Reliability Analysis of Wireless Sensor Networks Using Phased-Mission Model", Qual. Reliab. Eng. Int., vol. 33, no. 4, pp. 823-837, 2017.
[http://dx.doi.org/10.1002/qre.2060]
[72]
R. Ma, L. Xing, and H.E. Michel, "Fault-Intrusion Tolerant Techniques in Wireless Sensor Networks", In Proc. of The 2nd IEEE International Symposium on Dependable, Autonomic and Secure Computing Indianapolis, USA, 2006
[http://dx.doi.org/10.1109/DASC.2006.30]]
[73]
R. Ma, L. Xing, T. Jin, and T. Song, "A Data Transmission Mechanism for Survivable Sensor Networks", In Proc. of The IEEE International Conference on Networking, Architecture, and Storage Hunan, China, 2009pp. 9-15
[http://dx.doi.org/10.1109/NAS.2009.10]]
[74]
R. Ma, L. Xing, H.E. Michel, and H. Wang, "Survivable Data Transmission via Selective Hybrid Cipher in Sensor Networks", Int. J. Perform. Eng., vol. 7, no. 4, pp. 303-312, 2011.
[75]
A.E. Zonouz, L. Xing, V.M. Vokkarane, and Y. Sun, "Hybrid Wireless Sensor Networks: A Reliability, Cost and Energy-Aware Approach", IET Wireless Sensor Systems, vol. 6, no. 2, pp. 42-48, 2016.
[http://dx.doi.org/10.1049/iet-wss.2014.0131]
[76]
A.E. Zonouz, L. Xing, V.M. Vokkarane, and Y. Sun, "Reliability Based Optimization in Hybrid Wireless Sensor Networks", In Proc. of The 61st Annual Reliability & Maintainability Symposium Palm Harbor, FL, 2015
[http://dx.doi.org/10.1109/RAMS.2015.7105097]]
[77]
S. Parikh, V.M. Vokkarane, L. Xing, and D. Kasilingam, "Node-Replacement Policies to Maintain Threshold-Coverage in Wireless Sensor Networks", In Proc. of the 16th International Conference on Computer Communications and Networks Honolulu, Hawaii, 2007pp. 760-765
[http://dx.doi.org/10.1109/ICCCN.2007.4317909]]
[78]
I.B. Gertsbakh, and Y. Shpungin, Models of Network Reliability: Analysis, Combinatorics, and Monte Carlo., CRC Press, Inc.: Boca Raton, FL, USA, 2009.
[79]
J.L. Cook, and J.E. Ramirez-Marquez, "Reliability analysis of cluster-based ad-hoc networks", Reliab. Eng. Syst. Saf., vol. 93, no. 10, pp. 1512-1522, 2008.
[http://dx.doi.org/10.1016/j.ress.2007.09.002]
[80]
Y. Jin, H. Lin, Z. Zhang, Z. Zhang, and X. Zhang, "Estimating the Reliability and Lifetime of Wireless Sensor Network", In Proc. of 4th International Conference on Wireless Communications, Networking and Mobile Computing Dalian, China, 2008pp. 1-4
[http://dx.doi.org/10.1109/WiCom.2008.917]]
[81]
X. Zhu, Y. Lu, J. Han, and L. Shi, "Transmission Reliability Evaluation for Wireless Sensor Networks", Int. J. Distributed. Sens. Netw., vol. 12, no. 2, pp. 1-10, 2016.
[82]
C. Di Martino, M. Cinque, and D. Cotroneo, "Automated generation of performance and dependability models for the assessment of wireless sensor networks", IEEE Trans. Comput., vol. 61, no. 6, pp. 870-884, 2012.
[http://dx.doi.org/10.1109/TC.2011.96]
[83]
A. Munir, and A. Gordon-Ross, "Markov modeling of fault-tolerant wireless sensor networks", In Proc. of the 20th IEEE International Conference on Computer Communications and Networks Maui, Hawaii, USA, 2011pp. 1-6
[http://dx.doi.org/10.1109/ICCCN.2011.6005768]]
[84]
D. Bein, V. Jolly, B. Kumar, and S. Latifi, "Reliability modeling in wireless sensor networks", Int. J. Inf. Technol, vol. 11, pp. 1-8, 2005.
[85]
D. Bruneo, A. Puliafito, and M. Scarpa, "Dependability evaluation of wireless sensor networks: redundancy and topological aspects", In Proc. of IEEE Sensors Conference Kona, Hawaii, USA, 2010pp. 1827-1831
[http://dx.doi.org/10.1109/ICSENS.2010.5690005]]
[86]
C. Vasar, O. Prostean, I. Filip, R. Robu, and D. Popescu, "Markov models for wireless sensor network reliability", In Proc. of IEEE 5th International Conference on Intelligent Computer Communication and Processing Cluj-Napoca, 2009pp. 323-328
[http://dx.doi.org/10.1109/ICCP.2009.5284742]]
[87]
J. Zhu, L. Tang, H. Xi, and Z. Zhang, "Reliability Analysis of Wireless Sensor Networks Using Markovian Model", J. Appl. Math., vol. 2012, pp. 1-21, 2012.
[88]
S. Distefano, "Evaluating reliability of WSN with sleep/wake-up interfering nodes", Int. J. Syst. Sci., vol. 44, no. 10, pp. 1793-1806, 2013.
[http://dx.doi.org/10.1080/00207721.2012.670293]
[89]
I. Silva, L.A. Guedes, P. Portugal, and F. Vasques, "Reliability and availability evaluation of Wireless Sensor Networks for industrial applications", Sensors (Basel), vol. 12, no. 1, pp. 806-838, 2012.
[http://dx.doi.org/10.3390/s120100806] [PMID: 22368497]
[90]
Y. Xiao, S. Chen, X. Li, and Y. Li, "Reliability evaluation of wireless sensor networks using an enhanced OBDD algorithm", J. China Univ. Post Telecommun., vol. 16, no. 5, pp. 62-70, 2009.
[http://dx.doi.org/10.1016/S1005-8885(08)60270-8]
[91]
Y. Mo, L. Xing, and J. Jiang, "Modeling and Analyzing Linear Wireless Sensor Networks with Backbone Support", IEEE Trans. Syst. Man Cybern. Syst., vol. 50, no. 10, pp. 3912-3924, 2020.
[http://dx.doi.org/10.1109/TSMC.2018.2849707]
[92]
A. Dâmaso, N. Rosa, and P. Maciel, "Reliability of wireless sensor networks", Sensors (Basel), vol. 14, no. 9, pp. 15760-15785, 2014.
[http://dx.doi.org/10.3390/s140915760] [PMID: 25157553]
[93]
A. Ghaffari, and A. Rahmani, "Fault tolerant model for data dissemination in wireless sensor networks", In Proc. of the International Symposium on Information Technology Kuala Lumpur, Malaysia, 2008pp. 1-8
[http://dx.doi.org/10.1109/ITSIM.2008.4631920]]
[94]
W. Ahmed, O. Hasan, and S. Tahar, "Formal reliability analysis of wireless sensor network data transport protocols using HOL", In:Proc. of IEEE 11th International Conference on Wireless and Mobile Computing, Networking and Communications, Abu Dhabi, UAE, 2015, pp. 217-224.
[http://dx.doi.org/10.1109/WiMOB.2015.7347964]]
[95]
X. Zhang, J. Yuan, F. Zhang, L. Zhao, and S. Zhang, Comprehensive evaluation method for wireless sensor network performance, . CN101867960B, 2013.
[96]
U. Baroudi, A.A. Al-Roubaiey, and S. Mekid, Sensor network evaluation method, . US Patent US10341889B2, 2019.
[97]
Y. Wu, J. Wan, R. Feng, N. Yu, and J. Cheng, Wireless sensor network trust evaluating method based on fuzzy logic, . CN Patent CN101765231B, 2013.
[98]
S.Y. Lee, Y.K. Lee, and R.A. Shaikh, Method of trust management in wireless sensor networks, . US Patent US20090328148A1, 2009.
[99]
S. Mukhopadhyay, S. Dey, and D. Panigrahi, Apparatus and method for improving reliability of collected sensor data over a network, . US Patent US7793188B2, 2010.
[100]
K. Reitsma, and F. Schuler, Method and apparatus for determining sensor data reliability at an incident scene for real-time and post-incident processing, . US Patent US10306341B2, 2019.
[101]
M. Kubo, Apparatus, computer-readable medium, and method for detecting biological data of target patient from attachable sensor attached to target patient, . US Patent US20180140202A1, 2018.
[102]
J. Åkerberg, and M. Gidlund, Method for providing reliable wireless communication in a wireless sensor network, . US Patent US9930549B2, 2018.
[103]
W. Liang, H. Yu, X. Zhang, M. Yang, W. Xu, J. Wang, P. Zeng, and Z. Yang, Communication method for mesh and star topology structure wireless sensor network, . US Patent US8730838B2, 2014.
[104]
X. Sun, and D.L. Nelson, Method and system for frequency agility in a wireless sensor network, . US Patent US20070211681A1, 2007.
[105]
W. Liang, H. Yu, X. Zhang, M. Yang, W. Xu, J. Wang, and P. Zeng, Method of two-stage adaptive frequency hopping for clustered wireless sensor network, . US Patent US20120213062A1,2012.
[106]
T. Shon, C-H. Hsu, and L. Xing, "Editorial: Special Issue on “Advanced Technologies and Practices in Recent Wireless Sensor Networks,”", Wirel. Pers. Commun., vol. 60, pp. 385-388, 2011.
[http://dx.doi.org/10.1007/s11277-011-0296-5]
[107]
L. Xing, and S. Rai, "Guest Editorial: Special Issue on Dependability of Wireless Systems and Networks", Int. J. Perform. Eng., vol. 8, no. 2, pp. 113-114, 2012.
[108]
K. Yao, Q. Zhang, and Q. Zhao, "Guest Editorial: Special Issue on Wireless Sensor Networks", J. Signal Process. Syst. Signal Image Video Technol., vol. 57, no. 3, pp. 381-383, 2009.
[http://dx.doi.org/10.1007/s11265-009-0377-9]
[109]
L. Lavagno, and M.T. Lazarescu, "Special Issue on “Wireless Sensor Networks and the Internet of Things,” Sensors, ISSN 1424- 8220",
[110]
F. Wu, Y. Kao, and Y. Tseng, "From wireless sensor networks towards cyber physical systems", Pervasive Mobile Comput., vol. 7, no. 4, pp. 397-413, 2011.
[http://dx.doi.org/10.1016/j.pmcj.2011.03.003]
[111]
X. Fu, H. Yao, and Y. Yang, "Modeling Cascading Failures for Wireless Sensor Networks with Node and Link Capacity", IEEE Trans. Vehicular Technol., vol. 68, no. 8, pp. 7828-7840, 2019.
[http://dx.doi.org/10.1109/TVT.2019.2925013]
[112]
Y. Wang, L. Xing, and L. Mandava, "Competing Failure Analysis in Sequence-Dependent Systems", In Proc. of The 65th Annual Reliability & Maintainability Symposium Orlando, Florida, USA 2019
[113]
L. Sha, S. Gopalakrishnan, X. Liu, and Q. Wang, "Cyber-Physical Systems: A New Frontier", In Proc. of IEEE International Conference on Sensor Networks, Ubiquitous, and Trustworthy Computing Taichung, Taiwan, 2008pp. 1-9
[114]
N. Dey, A.S. Ashour, F. Shi, S.J. Fong, and J.M.R.S. Tavares, "Medical cyber-physical systems: A survey", J. Med. Syst., vol. 42, no. 4, p. 74, 2018.
[http://dx.doi.org/10.1007/s10916-018-0921-x] [PMID: 29525900]
[115]
J.H. Castellanos, M. Ochoa, and J. Zhou, "Finding Dependencies between Cyber-Physical Domains for Security Testing of Industrial Control Systems", In Proc. of the 34th Annual Computer Security Applications Conference San Juan, PR, USA, 2018pp. 582-594
[116]
S. König, S. Rass, B. Rainer, and S. Schauer, Hybrid Dependencies Between Cyber and Physical SystemsIn: K. Arai, R. Bhatia, and S. Kapoor, Eds., Intelligent Computing. CompCom, vol. 998. Advances in Intelligent Systems and Computing: Springer, Cham,, 2019.
[http://dx.doi.org/10.1007/978-3-030-22868-2_40]]
[117]
L. Xing, and G. Levitin, "Balancing Theft and Corruption Threats by Data Partition in Cloud System with Independent Server Protection", Reliab. Eng. Syst. Saf., vol. 167, pp. 248-254, 2017.
[http://dx.doi.org/10.1016/j.ress.2017.06.006]
[118]
G. Levitin, L. Xing, and Y. Dai, "Co-residence Based Data Vulnerability vs. Security in Cloud Computing System with Random Server Assignment", Eur. J. Oper. Res., vol. 267, no. 2, pp. 676-686, 2018.
[http://dx.doi.org/10.1016/j.ejor.2017.11.064]

Rights & Permissions Print Cite
© 2024 Bentham Science Publishers | Privacy Policy