Sensor network security: A survey

IEEE Communications Surveys and Tutorials

Volumn 11, Issue 2, 2009, Pages 52-73

  Chen, Xiangqian ^a   Makki, Kia ^a   Yen, Kang ^a   Pissinou, Niki ^a  

^a FLORIDA INTERNATIONAL UNIVERSITY   (United States)

Author keywords

Ad hoc networks; Attack detections and preventions; Key management; Node compromise; Secure data aggregation; Secure location; Secure routing; Security; Sensor networks; Survey

Indexed keywords

ATTACK DETECTIONS AND PREVENTIONS; KEY MANAGEMENT; NODE COMPROMISE; SECURE DATA AGGREGATION; SECURE LOCATION; SECURE ROUTING; SECURITY;

INFORMATION DISSEMINATION; INTERNET; NETWORK SECURITY; PUBLIC KEY CRYPTOGRAPHY; SENSOR NETWORKS; SURVEYS; WIRELESS SENSOR NETWORKS; WIRELESS TELECOMMUNICATION SYSTEMS;

AD HOC NETWORKS;

EID: 67650844989     PISSN: None     EISSN: 1553877X     Source Type: Journal    
DOI: 10.1109/SURV.2009.090205     Document Type: Article

References (152)

1. D. Estrin, R. Govindan, J. Heidemann, and S. Kumar, "Next century challenges: Scalable coordination in sensor networks," in Proc. International Conf. Mobile Computing Networking, 1999, pp. 263-270.
2. J. W. Gardner, V. Varadan, and O. Awadelkarim, Microsensors, MEMS and Smart Devices. New York: Wiley, 2001.
3. J. Hill, R. Szewczyk, A. Woo, S. Hollar, D. Culler, and K. Pister, "System architecture directions for network sensors," in Proc. ASPLOS-IX, 2000.
4. J. M. Kahn, R. H. Katz, and K. S. J. Pister, "Next century challenges: Mobile networking for "smart dust," in Proc. International Conf. Mobile Computing Networking, 1999, pp. 271-278.
5. I. Akyildiz, W. Su, Y. Sankarasubramaniam, and E. Cayirci, "A survey on sensor networks," IEEE Commun. Mag., vol. 40, pp. 102-114, 2002.
6. E. Shi and A. Perrig, "Designing secure sensor networks," IEEE Commun. Mag., vol. 11, pp. 38-43, 2004.
7. D. Djenouri, L. Khelladi, and N. Badache, "A survey of security issues in mobile ad hoc and sensor networks," IEEE Commun. Surveys Tutorials, vol. 7, pp. 2-28, 2005.
8. Y. Wang, G. Attebury, and B. Ramamurthy, "A survey of security issues in wireless sensor networks," IEEE Commun. Surveys Tutorials, vol. 8, pp. 2-23, 2006.
9. A. S. Tanenbaum, Computer Networks, 4th ed. NJ: Prentice Hall, 2003.
10. W. Stallings, Cryptography and Network Security- Principles and Practices, 3rd ed. Upper Saddle River, NJ: Prentice Hall, 2003.
11. D. W. Carman, P. S. Kruus, and B. J. Matt, "Constraints and approaches. for distributed sensor network security," NAI Labs Technical Report 00-010, 2000.
12. A. Perrig, J. Stankovic, and D. Wagner, "Security in wireless sensor. networks," Commun. ACM, Special Issue: Wireless sensor networks, vol. 47, pp. 53-57, 2004.
13. A. D. Wood and J. A. Stankovic, "Denial of service in sensor networks," IEEE Computer, vol. 35, pp. 54-62, 2002.
14. H. Song, L. Xie, S. Zhu, and G. Cao, "Sensor node compromise detection: The location perspective," in Proc. International Conf. Wireless Commun. Mobile Computing, 2007, pp. 242-247.
15. J. Newsome, E. Shi, D. Song, and A. Perrig, "The Sybil attack in sensor networks: Analysis and defenses," in Proc. 3rd International Symposium on Information Processing in Sensor Networks, 2004, pp. 259-268.
16. H. Chan, A. Perrig, and D. Song, "Random key predistribution schemes for sensor networks," in Proc. IEEE Symposium Security Privacy, 2003, pp. 197-213.
17. B. Deb, S. Bhatnagar, and B. Nath, "Information assurance in sensor networks," in Proc. 2nd ACM International Conference on Wireless Sensor Networks and Applications, 2003, pp. 160-168.
18. C. Karlof and D. Wagner, "Secure routing in wireless sensor networks: Attacks and countermeasures," Elsevier's AdHoc Networks Journal, Special Issue on Sensor Network Applications and Protocols, vol. 1, pp. 293-315, 2003.
19. P. Ganesan, R. Venugopalan, P. Peddabachagari, A. Dean, F. Mueller, and M. Sichitiu, "Analyzing and modeling encryption overhead for sensor network nodes," in Proc. 2nd ACM International Conf. Wireless Sensor Networks Applications, 2003, pp. 151-159.
20. A. Perrig, R. Szewczyk, J. D. Tygar, V. Wen, and D. E. Culler, "SPINS: Security protocols for sensor networks," Springer Netherlands Wireless Networks, vol. 8, pp. 521-534, 2002.
21. Y. W. Law, J. Doumen, and P. Hartel, "Benchmarking block ciphers for wireless sensor networks," in Proc. IEEE International Conf. Mobile Ad-hoc Sensor Systems, 2004, pp. 447-456.
22. Y. W. Law, J. Doumen, and P. Hartel,"Survey and benchmark of block ciphers for wireless sensor networks," ACM Trans. Sensor Networks, vol. 2, pp. 65-93, 2006.
23. D. Malan, "Crypto for tiny objects," Harvard University TR-04-04, 2004.
24. G. Gaubatz, J.-P. Kaps, E. Ozturk, and B. Sunar, "State of the art in public-key cryptography for wireless sensor networks," in Proc. 3rd IEEE International Conf. Pervasive Computing Commun. Workshops (PERCOMW), 2005, pp. 146-150.
25. D. J. Malan, M. Welsh, and M. D. Smith, "A public-key infrastructure for key distribution in tinyOS based on elliptic curve cryptography," in Proc. 1st IEEE International Conf. Sensor Ad Hoc Commun. Networks SECON, 2004, pp. 71-80.
26. G. Gaubatz, J.-P. Kaps, and B. Sunar, "Public key cryptography in sensor networks-revisited," in Proc. 1st European Workshop Security Ad-Hoc Sensor Networks (ESAS), 2004.
27. M. Bohge and W. Trappe, "An authentication framework for hierarchical ad hoc sensor networks," in Proc. ACM Workshop Wireless Security, 2003, pp. 79-87
28. C. Karlof, N. Sastry, and D. Wagner, "TinySec: A link layer security architecture for wireless sensor networks," in Proc. 2nd International Conference on Embedded Networked Sensor Systems, 2004, pp. 162-175
29. S. Schmidt, H. Krahn, S. Fischer, and D. Watjen, "A security architecture for mobile wireless sensor networks," in Proc. 1st European Workshop Security Ad-Hoc Sensor Networks (ESAS), 2004.
30. K. Yuksel, J.-P. Kaps, and B. Sunar, "Universal hash functions for emerging ultra-low-power networks," in Proc. Commun. Networks Distributed Systems Modeling Simulation Conf. (CNDS), 2004.
31. I. C. Technology, "MICA2: Wireless Measurement System."
32. S. A. Camtepe and B. Yener, "Key distribution mechanisms for wireless sensor networks: A survey," Computer Science Department at RPI Tech, Rep. TR-05-07, 2005.
33. L. Eschenauer and V. D. Gligor, "A key-management scheme for distributed sensor networks," in Proc. Conf. Computer Commun. Security, 2002, pp. 41-47.
34. W. Du, J. Deng, Y. S. Han, and P. K. Varshney, "A pairwise key predistribution scheme for wireless sensor networks," ACM Trans. Inform. System Security (TISSEC), vol. 8, pp. 228-258, 2005.
35. D. Liu, P. Ning, and R. Li, "Establishing pairwise keys in distributed sensor networks," ACM Trans. Inform. System Security (TISSEC), vol. 8, pp. 41-77, 2005.
36. F. Delgosha and F. Fekri, "Threshold key-establishment in distributed sensor networks using a multivariate scheme," in Proc. IEEE INFO-COM, 2006.
37. S. Zhu, S. Xu, S. Setia, and S. Jajodia, "Establishing pairwise keys for secure communication in ad hoc networks: A probabilistic approach," in Proc. 11th IEEE International Conf. Network Protocols Center Secure Inf. Syst., 2003, pp. 326-335.
38. R. D. Pietro, L. V. Mancini, and A. Mei, "Random key assignment for secure wireless sensor networks," in Proc. 1st ACM Workshop Security Ad hoc Sensor Networks, 2003, pp. 62-71
39. F. Anjum, "Location dependent key management using random key-predistribution in sensor networks," in Proc. 5th ACM Workshop on Wireless Security, 2006, pp. 21-30
40. W. Du, J. Deng, Y. S. Han, S. Chen, and P. K. Varshney, "A key management scheme for wireless sensor networks using deployment knowledge," in Proc. IEEE INFOCOM, 2004
41. D. Huang, M. Mehta, D. Medhi, and L. Harn, "Location-aware key management scheme for wireless sensor networks," in Proc. 2nd ACM Sorkshop on Security of Ad hoc and Sensor Networks, 2004, pp. 29-42
42. D. Liu and P. Ning, "Location-based pairwise key establishments for static sensor networks," in Proc. 1st ACM Workshop on Security of Ad hoc and Sensor Networks, 2003, pp. 72-82.
43. H. Yang, F. Ye, Y. Yuan, S. Lu, and W. Arbaugh, "Toward resilient security in wireless sensor networks," in Proc. 6th ACM International Symposium Mobile Ad hoc Networking Computing (MOBIHOC), 2005, pp. 34-45
44. H. Chan and A. Perrig, "PIKE: Peer intermediaries for key establishment," in Proc. IEEE INFOCOM, 2005.
45. S. Zhu, S. Setia, and S. Jajodia, "LEAP: Efficient security mechanisms for large-scale distributed sensor hetworks," in Proc. 10th ACM Conf. Computer Commun. Security, 2003 pp. 62-72.
46. L. Zhou, J. Ni, and C. V. Ravishankar, "Supporting secure communication and data collection in mobile sensor networks," in Proc. IEEE INFOCOM, 2006.
47. J. Lee and D. R. Stinson, "Deterministic key predistribution schemes for distributed sensor networks." vol. 3357/2004: Springer Berlin / Heidelberg, 2004, pp. 294-307.
48. J. Lee and D. R. Stinson, "A combinatorial approach to key predistribu-tion for distributed sensor networks," in Proc. IEEE Wireless Commun. Networking Conf., 2005, vol. 2, pp. 1200-1205.
49. Q. Huang, J. Cukier, H. Kobayashi, B. Liu, and J. Zhang, "Fast authenticated key establishment protocols for self-organizing sensor networks," in Proc. 2nd ACM International Conf. Wireless Sensor Networks Applications, 2003, pp. 141-150.
50. J. Zachary, "A decentralized approach to secure group membership testing in distributed sensor networks," in Proc. IEEE Military Commun. Conf., 2003.
51. R. Dutta and S. Mukhopadhyay, "Improved self-healing key distribution with revocation in wireless sensor network," in Proc. IEEE Wireless Commun. Networking Con.(WCNC), 2007, pp. 2963-2968.
52. W. Du, R. Wang, and P. Ning, "An efficient scheme for authenticating public keys in sensor networks," in Proc. 6th ACM International Symposium Mobile Ad Hoc Networking Computing (MobiHoc). 2005.
53. C.-H. Huang and D. Du, "New constructions on broadcast encryption and key pre-distribution schemes," in Proc. IEEE INFOCOM, 2005.
54. W. Zhang and G. Cao, "Group rekeying for filtering false data in sensor networks: A predistribution and local collaboration-based approach," in Proc. IEEE INFOCOM, 2005.
55. R. Anderson, H. Chan, and A. Perrig, "Key infection: Smart trust for smart dust," in Proc. 12th IEEE International Conf. Network Protocols (ICNP), 2004.
56. M. J. Miller and N. H. Vaidya, "Leveraging channel diversity for key establishment in wireless sensor networks," in Proc. IEEE INFOCOM, 2006.
57. M. Chorzempa, J. M. Park, and M. Eltoweissy, "SECK: Survivable and efficient keying in wireless sensor networks," in Proc. IEEE Workshop Information Assurance Wireless Sensor Networks, (WSNIA), 2005.
58. M. Eltoweissy, M. Younis, and K. Ghumman, "Lightweight key management for wireless sensor networks," in Proc. IEEE International Conf. Performance, Computing, Commun., 2004, pp. 813-818.
59. Y.-S. Jeong, B.-K. Lee, and S.-H. Lee, "An efficient key management scheme for secure sensor networks," in Proc. 6th IEEE International Conf. Computer Inform. Technol. (CIT), 2006, p. 228.
60. G. Jolly, M. Kuscu, P. Kokate, and M. Youni, "A low-energy key nanagement protocol for wireless sensor networks," in Proc. 8th International Symposium Computers Commun. (ISCC), 2003, vol. 1, pp. 335-340.
61. M. F. Younis, K. Ghumman, and M. Eltoweissy, "Location-aware combinatorial key management scheme for clustered sensor networks," IEEE Trans. Parallel Distrib. Syst., vol. 17, pp. 865-882, 2006.
62. P. Traynor, H. Choi, G. Cao, S. Zhu, and T. L. Porta, "Establishing pair-wise keys in heterogeneous sensor networks," in Proc. IEEE INFOCOM, 2006.
63. I.-H. Chuang, W.-T. Su, C.-Y. Wu, J.-P. Hsu, and Y.-H. Kuo, "Two-layered dynamic key management in mobile and long-lived cluster-based wireless sensor networks," in Proc. IEEE Wireless Commun. Networking Conf. (WCNC), 2007, pp. 4145-4150.
64. S. Basagni, K. Herrin, D. Bruschi, and E. Rosti, "Secure pebblenets," in Proc. 2nd ACM International Symposium on Mobile Ad hoc Networking Computing, 2001, pp. 156-163.
65. R. D. Pietro, L. V. Mancini, Y. W. Law, S. Etalle, and P. J. M. Havinga, "LKHW: A directed diffusion-based secure multicast scheme for wireless sensor networks," in Proc. International Conf. Parallel Processing Workshops, 2003, pp. 397-406.
66. R. Anderson and M. Kuhn, "Tamper resistance - A cautionary note," in Proc. 2nd USENIX Workshop Electronic Commerce, 1996, pp. 1-11.
67. R. Blom, "An optimal class of symmetric key generation systems," in Proc. EUROCRYPT 84 Workshop Advances Cryptology. New York: Springer-Verlag 1985, pp. 335-338.
68. B. Dutertre, S. Cheung, and J. Levy, "Lightweight key management in wireless sensor networks by leveraging Initial trust," System Design Laboratory 2004.
69. X. Chen, K. Makki, K. Yen, and N. Pissinou, "Node compromise modeling and its applications in sensor networks," in Procqqqqqqq. IEEE Symposium Computers Communications (ISCC), 2007.
70. Y. Hu, A. Perrig, and D. Johnson, "Packet leashes: A defense against wormhole attacks in wireless ad hoc networks," in Proc. IEEE INFO-COM, 2003.
71. W. Wang and B. Bhargava, "Visualization of wormholes in sensor networks," in Proc. 3rd ACM Workshop Wireless Security, 2004, pp. 51-60.
72. B. Parno, A. Perrig, and V. Gligor, "Distributed detection of node replication attacks in sensor networks," in Proc. IEEE Symposium Security and Privacy, 2005, pp. 49-63.
73. M. Li, I. Koutsopoulos, and R. Poovendran, "Optimal jamming attacks and network defense policies in wireless sensor networks," in Proc. IEEE INFOCOM, 2007, pp. 1307-1315.
74. C. Jaikaeo, C. Srisathapornphat, and C.-C. Shen, "Diagnosis of sensor networks," in Proc. IEEE International Conf. Commun., 2001, vol. 5, pp. 1627-1632.
75. J. Staddon, D. Balfanz, and G. Durfee, "Efficient tracing of failed nodes in sensor networks," in Proc. 1st ACM International Workshop Wireless Sensor Networks Applications, 2002, pp. 122-130
76. G. Wang, W. Zhang, and G. Cao, "On supporting distributed collaboration in sensor networks," in Proc. IEEE Military Communi. Conf., 2003, vol. 2, pp. 752-757.
77. S. Marti, T. Giuli, K. Lai, and M. Baker, "Mitigating routing misbehavior in mobile ad hoc networks," in Proc. 6th Annual International Conference Mobile Computing Networking, 2000, pp. 255-265
78. M. Ding, D. Chen, K. Xing, and X. Cheng, "Localized fault-tolerant event boundary detection in sensor networks," in Proc. IEEE INFO-COM, 2005, vol. 2, pp. 902-913
79. B. Krishnamachari and S. Iyengar, "Distributed Bayesian algorithms for fault-tolerant event region detection in wireless sensor networks," IEEE Trans. Comput., vol. 53, pp. 241-250, 2004.
80. T. Palpanas, D. Papadopoulos, V. Kalogeraki, and D. Gunopulos, "Distributed deviation detection in sensor networks," ACM SIGMOD Record, vol. 32, pp. 77-82, 2003.
81. F. Liu, X. Cheng, and D. Chen, "Insider attacker detection in wireless sensor networks," in Proc. IEEE INFOCOM, 2007, pp. 1937-1945.
82. P. Michiardi and R. Molva, "Core: A collaborative reputation mechanism to enforce node cooperation in mobile ad hoc networks," in Proc. Advanced Commun. Multimedia Security, 2002, pp. 107-121.
83. S. Buchegger and J.-Y. L. Boudec, "Nodes bearing grudges: Towards routing security, fairness, and robustness in mobile ad hoc networks," in Proc. 10th Euromicro Workshop Parallel, Distributed Network-Based Processing, 2002, pp. 403-410.
84. P. Michiardi and R. Molva, "Simulation-based analysis of security exposures in mobile ad hoc networks," in Proc. European Wireless 2002: Next Generation Wireless Networks: Technologies, Protocols, Services Applications, 2002.
85. L. Blazevic, L. Buttyan, S. Capkun, S. Giordano, J.-P. Hubaux, and J.-Y. L. Boudec, "Self-organization in mobile ad hoc networks: The approach of terminodes," IEEE Commun. Mag., vol. 39, pp. 166-174, 2001.
86. L. Buttyan and J.-P. Hubaux, "Nuglets: A virtual currency to stimulate cooperation in self-organized mobile ad hoc networks," Swiss Federal Institute of Technology 2001.
87. S. Zhong, J. Chen, and Y. R. Yang, "Sprite: A simple, cheat-proof, credit-based system for mobile ad hoc networks," in Proc. IEEE INFOCOM, 2003, vol. 3, pp. 1987-1997
88. A. Seshadri, A. Perrig, L. v. Doorn, and P. Khosla, "SWATT: SoftWare-based ATTestation for embedded devices," in Proc. IEEE Symposium Security Privacy, 2004, pp. 272-282.
89. A. Seshadri, M. Luk, A. Perrig, L. v. Doorn, and P. Khosla, "SCUBA: Secure code update by attestation in sensor networks," in Proc. 5th ACM Workshop Wireless Security, 2006, pp. 85-94.
90. R. Sailer, X. Zhang, T. Jaeger, and L. v. Doorn, "Design and implementation of a TCG-based integrity measurement architecture," in Proc. 13th USENIX Security Symposium, vol. 13, IBM T. J. Watson Research Center, 2004.
91. C. Krauss, F. Stumpf, and C. Eckert, "Detecting node compromise in hybrid wireless sensor networks Using attestation techniques," in Proc. Security and Privacy in Ad-hoc and Sensor Networks, vol. 4572/2007. Springer: Berlin/Heidelberg, 2007.
92. T. Martin, M. Hsiao, D. Ha, and J. Krishnaswami, "Denial-of-service attacks on battery-powered mobile computers," in Proc. 2nd IEEE Annual Conf. Pervasive Computing Commun. (PerCom), 2004, pp. 309-318.
93. J. M. McCune, E. Shi, A. Perrig, and M. K. Reiter, "Detection of denial-of-message attacks on sensor network broadcasts," in Proc. IEEE Symposium Security Privacy, 2005, pp. 64-78.
94. A. A. Pirzada and C. McDonald, "Secure routing with the AODV protocol," in Proc. Asia -Pacific Conf. Commun., 2005.
95. S. Bhargava and D. P. Agrawal, "Security enhancements in AODV protocol for wireless ad hoc networks," in Proc. 54th IEEE Vehicular Technology Conference, 2001, vol. 4, pp. 2143-2147.
96. H. Luo, J. Kong, P. Zerfos, S. Lu, and L. Zhang, "URSA: Ubiquitous and robust access control for mobile ad hoc networks," IEEE/ACM Trans. Networking, vol. 12, pp. 1049-1063, 2004.
97. K. Sanzgiri, B. Dahill, B. N. Levine, C. Shields, and E. M. Belding-Royer, "A secure routing protocol for ad hoc networks," in Proc. 10th IEEE International Confe. Network Protocols, 2002, pp. 78-87.
98. P. Papadimitratos and Z. J. Haas, "Secure routing for mobile ad hoc networks," in Proc. SCS Commun. Networks Distributed Systems Modeling Simulation Conf., 2002
99. B. Awerbuch, D. Holmer, C. Nita-Rotaru, and H. Rubens, "An on-demand secure routing protocol resilient to byzantine failures," in Proc. ACM Workshop on Wireless Security, 2002, pp. 21-30.
100. A. Woo, T. Tong, and D. Culler, "Taming the underlying challenges of reliable multihop routing in sensor networks," in Proc. 1st International Conf. Embedded Networked Sensor Systems, 2003, pp. 14-27.
101. J. Deng, R. Han, and S. Mishra, "INSENS: Intrusion-tolerant routing in wireless sensor networks," Computer Commun., vol. 29, pp. 216-230 2006.
102. J. Deng, R. Han, and S. Mishra, "Enhancing base station security in wireless sensor networks," University of Colorado Technical Report, CU-CS-951-03, 2003.
103. J. Deng, R. Han, and S. Mishra, "A performance evaluation of intrusion tolerant routing in wireless sensor networks," in Proc. 2nd International Workshop Information Processing Sensor Networks (IPSN), 2003, pp. 349-363.
104. C. Karlof, Y. Li, and J. Polastre, "ARRIVE: Algorithm for robust routing in volatile environments," Technical Report UCB/CSD-03-1233, University of California at Berkeley, 2002.
105. A. D. Wood, L. Fang, J. A. Stankovic, and T. He, "SIGF: A family of configurable, secure routing protocols for wireless sensor networks," in Proc. 4th ACM Workshop Security of Ad hoc Sensor Networks, 2006, pp. 35-48
106. Z. Cao, J. Hu, Z. Chen, M. Xu, and X. Zhou, "Feedback: Towards dynamic behavior and secure routing for wireless sensor networks," in Proc. 20th International Conf. Advanced Information Networking Applications (AINA), 2006, vol. 2, pp. 160-164.
107. K.-S. Hung, K.-S. Lui, and Y.-K. Kwok, "A trust-based geographical routing scheme in sensor networks," in Proc. IEEE Wireless Commun. Networking Conf. (WCNC), 2007, pp. 3123-3127.
108. M. Tubaishat, J. Yin, B. Panja, and S. Madria, "A secure hierarchical model for sensor network," ACM SIGMOD Record, vol. 33, pp. 7-13, 2004.
109. D. Liu and P. Ning, "Efficient distribution of key chain commitments for broadcast authentication in distributed sensor networks," in Proc. 10th Annual Network Distributed System Security Symposium (NDSS), 2003, pp. 263-276.
110. S. S. Al-Wakeel and S. A. AL-Swailem, "PRSA: A path redundancy based security algorithm for wireless sensor networks," in Proc. IEEE Wireless Commun. Networking Conf. (WCNC), 2007, pp. 4156-4160.
111. D. An and H. Cam, "Route recovery with one-hop broadcast to bypass compromised nodes in wireless sensor networks," in Proc. IEEE Wireless Commun. Networking Conf. (WCNC), 2007, pp. 2495-2500.
112. Y. Jian, S. Chen, Z. Zhang, and L. Zhang, "Protecting receiver-location privacy in wireless sensor networks," in Proc. IEEE INFOCOM, 2007, pp. 1955-1963.
113. J. Yin and S. Madria, "SecRout: A secure routing protocol for sensor networks," in Proc. 20th International Conf. Advanced Information Networking Applications (AINA), 2006, vol. 1, pp. 393-398.
114. S. Capkun and J.-P. Hubaux, "Secure positioning of wireless devices with application to sensor networks," in Proc. INFOCOM, 2005, vol. 3, pp. 1917-1928
115. L. Lazos and R. Poovendran, "SeRLoc: Secure range-independent localization for wireless sensor networks," in Proc. 3rd ACM Workshop Wireless Security, 2004, pp. 21-30.
116. N. Sastry, U. Shankar, and D. Wagner, "Secure verification of location claims," in Proc. 2nd ACM Workshop Wireless Security, 2003, pp. 1-10.
117. Z. Li, W. Trappe, Y. Zhang, and B. Nath, "Robust statistical methods for securing wireless localization in sensor networks," in Proc. 4th International Symposium Information Processing in Sensor Networks, 2005.
118. S. Capkun, M. Cagalj, and M. Srivastava, "Secure localization with hidden and mobile base stations," in Proc. IEEE INFOCOM, 2006.
119. Y. Chen, W. Trappe, and R. P. Martin, "Attack detection in wireless localization," in Proc. IEEE INFOCOM, 2007.
120. J. Hwang, T. He, and Y. Kim, "Detecting phantom nodes in wireless sensor networks," in Proc. IEEE INFOCOM, 2007, pp. 2391-2395.
121. D. Liu, P. Ning, and W. Du, "Detecting malicious beacon nodes for secure location discovery in wireless sensor networks," in Proc. 25th International Conf. Distributed Computing Systems (ICDCS), 2005, pp. 609-619.
122. D. Liu, P. Ning and W. Du, "Attack-resistant location estimation in sensor networks," in Proc. 4th International Symposium Information Processing Sensor Networks, 2005, pp. 99- 106.
123. L. Fang, W. Du, and P. Ning, "A beacon-less location discovery scheme for wireless sensor networks," in Proc. IEEE INFOCOM, 2005.
124. W. Du, L. Fang and P. Ning, "LAD: Localization anomaly detection for wireless sensor networks," in Proc. 19th IEEE International Parallel Distributed Processing Symposium, 2005, pp. 41a-41a.
125. S. Brands and D. Chaum, "Distance-bounding protocols," in Proc. Adv. Cryptology - EUROCRYPT '93: Workshop Theory Application Cryptographic Techniques, vol. 765/1994. Springer Berlin / Heidelberg, 1994, pp. 344-359.
126. L. Hu and D. Evans, "Secure aggregation for wireless networks," in Proc. Symposium Applications Internet Workshops, 2003, pp. 384-391.
127. J. Deng, R. Han, and S. Mishra, "Security support for in-network processing in wireless sensor networks," in Proc. 1st ACM Workshop Security Ad hoc Sensor Networks, 2003, pp. 83-93.
128. W. Du, J. Deng, Y. S. Han, and P. K. Varshney, "A witness-based approach for data fusion assurance in wireless sensor networks," in Proc. IEEE Global Telecommun. Conf., 2003, vol. 3, pp. 1435-1439
129. B. Przydatek, D. Song, and A. Perrig, "SIA: Secure information aggregation in sensor networks," in Proc. 1st International Conf. Embedded Networked Sensor Systems, 2003, pp. 255-265.
130. S. Zhu, S. Setia, S. Jajodia, and P. Ning, "An interleaved hop-by-hop authentication scheme for filtering of injected false data in sensor networks," in Proc. IEEE Symposium Security Privacy, 2004, pp. 259-271.
131. H. Vogt, "Exploring message authentication in sensor networks," in Proc. 1st European Workshop Security Ad-Hoc Sensor Networks (ESAS), 2004.
132. Z. Yu and Y. Guan, "A dynamic en-route scheme for filtering false data injection in wireless sensor networks," in Proc. IEEE INFOCOM, 2006.
133. F. Ye, H. Luo, S. Lu, and L. Zhang, "Statistical en-route filtering of injected false data in sensor networks," IEEE J. Select. Areas Commun., vol. 23, pp. 839-850, 2005.
134. D. Wagner, "Resilient aggregation in sensor networks," in Proc. 2nd ACM Workshop Security Ad hoc Sensor Networks, 2004, pp. 78-87.
135. J. Girao, D. Westhoff, and M. Schneider, "CDA: Concealed data aggregation in wireless sensor networks," in Proc. ACM WiSe, 2004.
136. S. Peter, K. Piotrowski, and P. Langendoerfer, "On concealed data aggregation for WSNs," in Proc. 4th IEEE Consumer Communi. Networking Conf. (CCNC), 2007, pp. 192-196.
137. J. Domingo-Ferrer, "A provably secure additive and multiplicative privacy homomorphism" in Proc. Information Security Conf., 2002, pp. 471-483.
138. R. L. Rivest, L. Adleman, and M. L. Dertouzos, "On data banks and privacy homomorphisms," in Proc. Foundations Secure Computation, 1978, pp. 169-179.
139. D. Wagner, "Cryptanalysis of an algebraic privacy homomorphism," in Proc. 6th Information Security Conf. (ISC), 2003.
140. C. Castelluccia, E. Mykletun, and G. Tsudik, "Efficient aggregation of encrypted data in wireless sensor networks," in Proc. 2nd International Conf. Mobile Ubiquitous Systems: Networking Services (MobiQuitous), 2005, pp. 109-117.
141. Y. W. Law, S. Etalle, and P. H. Hartel, "Assessing security in energy-efficient sensor networks," in Proc. 18th IFIP TC11 Int. Conf. Information Security Privacy Age Uncertainty (SEC), 2003, pp. 459-463.
142. Y. W. Law, S. Dulman, S. Etalle, and P. Havinga, "Assessing security-critical energy-efficient sensor networks," Univ. of Twente, The Netherlands, Tech. Rep. TR-CTIT-02-18 2002.
143. X. Li and D. Yang, "A quantitative survivability evaluation model for wireless sensor networks," in Proc. IEEE International Conf. Networking, Sensing Control (ICNSC), 2006, pp. 727-732.
144. D. S. Kim, S. KM, and J. S. Park, "A framework of survivability model for wireless sensor network," in Proc. 1st International Conf. Availability, Reliability Security (ARES), 2006, pp. 515-522.
145. S. Kumar, R. Valdez, O. Gomez, and S. Bose, "Survivability evaluation of wireless sensor network under DDoS attack," in Proc. International Conf. Networking; International Conf. Systems; International Conf. Mobile Commun. Learning Technologies (ICN/ICONS/MCL), 2006, pp. 23-29.
146. G. W. Skelton and A. Holton, "Survivability in wireless sensor networks," in Proc. IEEE SoutheastCon, 2006, pp. 341-341.
147. Y. L. Sun, Z. Han, W. Yu, and K. J. R. Liu, "A trust evaluation framework in distributed networks: Vulnerability analysis and defense against attacks," in Proc. IEEE INFOCOM, 2006.
148. G. V. Crosby and N. Pissinou, "Cluster-based reputation and trust for wireless sensor networks," in Proc. 4th IEEE Consumer Commun. Networking Conf. (CCNC), 2007, pp. 604-608.
149. K. Ren, W. Lou, and Y. Zhang, "LEDS: Providing location-aware end-to-end data security in wireless sensor networks," in Proc. IEEE INFOCOM, 2006.
150. M. Shao, S. Zhu, W. Zhang, and G. Cao, "pDCS: Security and privacy support for data-centric sensor networks," in Proc. IEEE INFOCOM, 2007, pp. 1298-1306.
151. P. Winter and M. Zachariasen, "Euclidean steiner minimum trees: An improved exact algorithm," Networks, vol. 30, pp. 149-166, 1997.
152. B. H. Bloom, "Space/time trade-offs in hash coding with allowable errors," Commun. ACM, vol. 13, no. 7, pp. 422-426, 1970.