Skip to main content

2019 | OriginalPaper | Buchkapitel

Towards Blockchained Challenge-Based Collaborative Intrusion Detection

verfasst von : Wenjuan Li, Yu Wang, Jin Li, Man Ho Au

Erschienen in: Applied Cryptography and Network Security Workshops

Verlag: Springer International Publishing

Aktivieren Sie unsere intelligente Suche, um passende Fachinhalte oder Patente zu finden.

search-config
loading …

Abstract

To protect distributed network resources and assets, collaborative intrusion detection systems/networks (CIDSs/CIDNs) have been widely deployed in various organizations with the purpose of detecting any potential threats. While such systems and networks are usually vulnerable to insider attacks, some kinds of trust mechanisms should be integrated in a real-world application. Challenge-based trust mechanisms are one promising solution, which can measure the trustworthiness of a node by sending challenges to other nodes. In the literature, challenge-based CIDNs have proven to be robust against common insider attacks, but it may still be susceptible to advanced insider attacks. How to further improve the robustness of challenge-based CIDNs remains an issue. Motivated by the recently rapid development of blockchains, in this work, we aim to combine these two and provide a blockchained challenge-based CIDN framework. Our evaluation shows that blockchain technology has the potential to enhance the robustness of challenge-based CIDNs in the aspects of trust management (i.e., enhancing the detection of insider nodes) and alarm aggregation (i.e., identifying untruthful inputs).

Sie haben noch keine Lizenz? Dann Informieren Sie sich jetzt über unsere Produkte:

Springer Professional "Wirtschaft+Technik"

Online-Abonnement

Mit Springer Professional "Wirtschaft+Technik" erhalten Sie Zugriff auf:

  • über 102.000 Bücher
  • über 537 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Maschinenbau + Werkstoffe
  • Versicherung + Risiko

Jetzt Wissensvorsprung sichern!

Springer Professional "Technik"

Online-Abonnement

Mit Springer Professional "Technik" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 390 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Maschinenbau + Werkstoffe




 

Jetzt Wissensvorsprung sichern!

Springer Professional "Wirtschaft"

Online-Abonnement

Mit Springer Professional "Wirtschaft" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 340 Zeitschriften

aus folgenden Fachgebieten:

  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Versicherung + Risiko




Jetzt Wissensvorsprung sichern!

Literatur
3.
Zurück zum Zitat Badertscher, C., Gazi, P., Kiayias, A., Russell, A., Zikas, V.: Ouroboros genesis: composable proof-of-stake blockchains with dynamic availability. In: Proceedings of ACM Conference on Computer and Communications Security (CCS), pp. 913–930 (2018) Badertscher, C., Gazi, P., Kiayias, A., Russell, A., Zikas, V.: Ouroboros genesis: composable proof-of-stake blockchains with dynamic availability. In: Proceedings of ACM Conference on Computer and Communications Security (CCS), pp. 913–930 (2018)
4.
Zurück zum Zitat Daian, P., Pass, R., Shi, E.: Snow white: robustly reconfigurable consensus and applications to provably secure proofs of stake. In: Financial Cryptography and Data Security (FC) (2019) Daian, P., Pass, R., Shi, E.: Snow white: robustly reconfigurable consensus and applications to provably secure proofs of stake. In: Financial Cryptography and Data Security (FC) (2019)
5.
Zurück zum Zitat Duma, C., Karresand, M., Shahmehri, N., Caronni, G.: A trust-aware, P2P-based overlay for intrusion detection. In: DEXA Workshop, pp. 692–697 (2006) Duma, C., Karresand, M., Shahmehri, N., Caronni, G.: A trust-aware, P2P-based overlay for intrusion detection. In: DEXA Workshop, pp. 692–697 (2006)
6.
Zurück zum Zitat Fadlullah, Z.M., Taleb, T., Vasilakos, A.V., Guizani, M., Kato, N.: DTRAB: combating against attacks on encrypted protocols through traffic-feature analysis. IEEE/ACM Trans. Netw. 18(4), 1234–1247 (2010)CrossRef Fadlullah, Z.M., Taleb, T., Vasilakos, A.V., Guizani, M., Kato, N.: DTRAB: combating against attacks on encrypted protocols through traffic-feature analysis. IEEE/ACM Trans. Netw. 18(4), 1234–1247 (2010)CrossRef
7.
Zurück zum Zitat Friedberg, I., Skopik, F., Settanni, G., Fiedler, R.: Combating advanced persistent threats: from network event correlation to incident detection. Comput. Secur. 48, 35–47 (2015)CrossRef Friedberg, I., Skopik, F., Settanni, G., Fiedler, R.: Combating advanced persistent threats: from network event correlation to incident detection. Comput. Secur. 48, 35–47 (2015)CrossRef
9.
Zurück zum Zitat Fung, C.J., Zhu, Q., Boutaba, R., Basar, T.: Bayesian decision aggregation in collaborative intrusion detection networks. In: NOMS, pp. 349–356 (2010) Fung, C.J., Zhu, Q., Boutaba, R., Basar, T.: Bayesian decision aggregation in collaborative intrusion detection networks. In: NOMS, pp. 349–356 (2010)
13.
Zurück zum Zitat Golomb, T., Mirsky, Y., Elovici, Y.: CIoTA: Collaborative IoT Anomaly detection via blockchain. In: Proceedings of Workshop on Decentralized IoT Security and Standards (DISS), pp. 1–6 (2018) Golomb, T., Mirsky, Y., Elovici, Y.: CIoTA: Collaborative IoT Anomaly detection via blockchain. In: Proceedings of Workshop on Decentralized IoT Security and Standards (DISS), pp. 1–6 (2018)
14.
Zurück zum Zitat Huebsch, R., et al.: The architecture of PIER: an internet-scale query processor. In: Proceedings of the 2005 Conference on Innovative Data Systems Research (CIDR), pp. 28–43 (2005) Huebsch, R., et al.: The architecture of PIER: an internet-scale query processor. In: Proceedings of the 2005 Conference on Innovative Data Systems Research (CIDR), pp. 28–43 (2005)
16.
Zurück zum Zitat Kiffer, L., Rajaraman, R., Shelat, A.: A better method to analyze blockchain consistency. In: Proceedings of ACM Conference on Computer and Communications Security (CCS), pp. 729–744 (2018) Kiffer, L., Rajaraman, R., Shelat, A.: A better method to analyze blockchain consistency. In: Proceedings of ACM Conference on Computer and Communications Security (CCS), pp. 729–744 (2018)
17.
Zurück zum Zitat Lei, A., Cruickshank, H.S., Cao, Y., Asuquo, P.M., Ogah, C.P.A., Sun, Z.: Blockchain-based dynamic key management for heterogeneous intelligent transportation systems. IEEE Internet Things J. 4(6), 1832–1843 (2017)CrossRef Lei, A., Cruickshank, H.S., Cao, Y., Asuquo, P.M., Ogah, C.P.A., Sun, Z.: Blockchain-based dynamic key management for heterogeneous intelligent transportation systems. IEEE Internet Things J. 4(6), 1832–1843 (2017)CrossRef
18.
Zurück zum Zitat Li, Z., Chen, Y., Beach, A.: Towards scalable and robust distributed intrusion alert fusion with good load balancing. In: Proceedings of the 2006 SIGCOMM Workshop on Large-Scale Attack Defense (LSAD), pp. 115–122 (2006) Li, Z., Chen, Y., Beach, A.: Towards scalable and robust distributed intrusion alert fusion with good load balancing. In: Proceedings of the 2006 SIGCOMM Workshop on Large-Scale Attack Defense (LSAD), pp. 115–122 (2006)
19.
Zurück zum Zitat Li, W., Meng, Y., Kwok, L.-F.: Enhancing trust evaluation using intrusion sensitivity in collaborative intrusion detection networks: feasibility and challenges. In: Proceedings of the 9th International Conference on Computational Intelligence and Security (CIS), pp. 518–522. IEEE (2013) Li, W., Meng, Y., Kwok, L.-F.: Enhancing trust evaluation using intrusion sensitivity in collaborative intrusion detection networks: feasibility and challenges. In: Proceedings of the 9th International Conference on Computational Intelligence and Security (CIS), pp. 518–522. IEEE (2013)
20.
21.
Zurück zum Zitat Li, W., Meng, W.: Enhancing collaborative intrusion detection networks using intrusion sensitivity in detecting pollution attacks. Inf. Comput. Secur. 24(3), 265–276 (2016)MathSciNetCrossRef Li, W., Meng, W.: Enhancing collaborative intrusion detection networks using intrusion sensitivity in detecting pollution attacks. Inf. Comput. Secur. 24(3), 265–276 (2016)MathSciNetCrossRef
22.
Zurück zum Zitat Li, L., et al.: CreditCoin: a privacy-preserving blockchain-based incentive announcement network for communications of smart vehicles. IEEE Trans. Intell. Transp. Syst. 19(7), 2204–2220 (2018)CrossRef Li, L., et al.: CreditCoin: a privacy-preserving blockchain-based incentive announcement network for communications of smart vehicles. IEEE Trans. Intell. Transp. Syst. 19(7), 2204–2220 (2018)CrossRef
23.
24.
25.
Zurück zum Zitat Li, W., Meng, W., Kwok, L.-F.: Investigating the influence of special on-off attacks on challenge-based collaborative intrusion detection networks. Future Internet 10(1), 1–16 (2018)CrossRef Li, W., Meng, W., Kwok, L.-F.: Investigating the influence of special on-off attacks on challenge-based collaborative intrusion detection networks. Future Internet 10(1), 1–16 (2018)CrossRef
26.
Zurück zum Zitat Li, W., Tug, S., Meng, W., Wang, Y.: Designing collaborative blockchained signature-based intrusion detection in IoT environments. Future Gener. Comput. Syst. 96, 481–489 (2019)CrossRef Li, W., Tug, S., Meng, W., Wang, Y.: Designing collaborative blockchained signature-based intrusion detection in IoT environments. Future Gener. Comput. Syst. 96, 481–489 (2019)CrossRef
27.
Zurück zum Zitat Li, W., Kwok, L.-F.: Challenge-based collaborative intrusion detection networks under passive message fingerprint attack: a further analysis. J. Inf. Secur. Appl. 47, 1–7 (2019) Li, W., Kwok, L.-F.: Challenge-based collaborative intrusion detection networks under passive message fingerprint attack: a further analysis. J. Inf. Secur. Appl. 47, 1–7 (2019)
28.
Zurück zum Zitat Makhdoom, I., Abolhasan, M., Abbas, H., Ni, W.: Blockchain’s adoption in IoT: the challenges, and a way forward. J. Netw. Comput. Appl. 125, 251–279 (2019)CrossRef Makhdoom, I., Abolhasan, M., Abbas, H., Ni, W.: Blockchain’s adoption in IoT: the challenges, and a way forward. J. Netw. Comput. Appl. 125, 251–279 (2019)CrossRef
30.
Zurück zum Zitat Meng, Y., Kwok, L.F.: Enhancing false alarm reduction using voted ensemble selection in intrusion detection. Int. J. Comput. Intell. Syst. 6(4), 626–638 (2013)CrossRef Meng, Y., Kwok, L.F.: Enhancing false alarm reduction using voted ensemble selection in intrusion detection. Int. J. Comput. Intell. Syst. 6(4), 626–638 (2013)CrossRef
31.
Zurück zum Zitat Meng, Y., Li, W., Kwok, L.F.: Towards adaptive character frequency-based exclusive signature matching scheme and its applications in distributed intrusion detection. Comput. Netw. 57(17), 3630–3640 (2013)CrossRef Meng, Y., Li, W., Kwok, L.F.: Towards adaptive character frequency-based exclusive signature matching scheme and its applications in distributed intrusion detection. Comput. Netw. 57(17), 3630–3640 (2013)CrossRef
33.
Zurück zum Zitat Meng, W., Li, W., Kwok, L.-F.: EFM: enhancing the performance of signature-based network intrusion detection systems using enhanced filter mechanism. Comput. Secur. 43, 189–204 (2014)CrossRef Meng, W., Li, W., Kwok, L.-F.: EFM: enhancing the performance of signature-based network intrusion detection systems using enhanced filter mechanism. Comput. Secur. 43, 189–204 (2014)CrossRef
34.
Zurück zum Zitat Meng, W., Li, W., Kwok, L.-F.: Design of intelligent KNN-based alarm filter using knowledge-based alert verification in intrusion detection. Secur. Commun. Netw. 8(18), 3883–3895 (2015)CrossRef Meng, W., Li, W., Kwok, L.-F.: Design of intelligent KNN-based alarm filter using knowledge-based alert verification in intrusion detection. Secur. Commun. Netw. 8(18), 3883–3895 (2015)CrossRef
35.
Zurück zum Zitat Meng, W., Luo, X., Li, W., Li, Y.: Design and evaluation of advanced collusion attacks on collaborative intrusion detection networks in practice. In: Proceedings of the 15th IEEE International Conference on Trust, Security and Privacy in Computing and Communications (TrustCom 2016), pp. 1061–1068 (2016) Meng, W., Luo, X., Li, W., Li, Y.: Design and evaluation of advanced collusion attacks on collaborative intrusion detection networks in practice. In: Proceedings of the 15th IEEE International Conference on Trust, Security and Privacy in Computing and Communications (TrustCom 2016), pp. 1061–1068 (2016)
36.
Zurück zum Zitat Meng, W., Li, W., Xiang, Y., Choo, K.K.R.: A Bayesian inference-based detection mechanism to defend medical smartphone networks against insider attacks. J. Netw. Comput. Appl. 78, 162–169 (2017)CrossRef Meng, W., Li, W., Xiang, Y., Choo, K.K.R.: A Bayesian inference-based detection mechanism to defend medical smartphone networks against insider attacks. J. Netw. Comput. Appl. 78, 162–169 (2017)CrossRef
37.
Zurück zum Zitat Meng, W., Li, W., Kwok, L.-F.: Towards effective trust-based packet filtering in collaborative network environments. IEEE Trans. Netw. Serv. Manag. 14(1), 233–245 (2017)CrossRef Meng, W., Li, W., Kwok, L.-F.: Towards effective trust-based packet filtering in collaborative network environments. IEEE Trans. Netw. Serv. Manag. 14(1), 233–245 (2017)CrossRef
38.
Zurück zum Zitat Meng, W., Tischhauser, E.W., Wang, Q., Wang, Y., Han, J.: When intrusion detection meets blockchain technology: a review. IEEE Access 6(1), 10179–10188 (2018)CrossRef Meng, W., Tischhauser, E.W., Wang, Q., Wang, Y., Han, J.: When intrusion detection meets blockchain technology: a review. IEEE Access 6(1), 10179–10188 (2018)CrossRef
41.
Zurück zum Zitat Papadopoulos, C., Lindell, R., Mehringer, J., Hussain, A., Govindan, R.: COSSACK: coordinated suppression of simultaneous attacks. In: Proceedings of the 2003 DARPA Information Survivability Conference and Exposition (DISCEX), pp. 94–96 (2003) Papadopoulos, C., Lindell, R., Mehringer, J., Hussain, A., Govindan, R.: COSSACK: coordinated suppression of simultaneous attacks. In: Proceedings of the 2003 DARPA Information Survivability Conference and Exposition (DISCEX), pp. 94–96 (2003)
43.
Zurück zum Zitat Porras, P.A., Neumann, P.G.: EMERALD: event monitoring enabling responses to anomalous live disturbances. In: Proceedings of the 20th National Information Systems Security Conference, pp. 353–365 (1997) Porras, P.A., Neumann, P.G.: EMERALD: event monitoring enabling responses to anomalous live disturbances. In: Proceedings of the 20th National Information Systems Security Conference, pp. 353–365 (1997)
44.
Zurück zum Zitat Roesch, M.: Snort: lightweight intrusion detection for networks. In: Proceedings of USENIX Lisa Conference, pp. 229–238 (1999) Roesch, M.: Snort: lightweight intrusion detection for networks. In: Proceedings of USENIX Lisa Conference, pp. 229–238 (1999)
45.
Zurück zum Zitat Scarfone, K., Mell, P.: Guide to intrusion detection and prevention systems (IDPS). NIST Special Publication 800-94 (2007) Scarfone, K., Mell, P.: Guide to intrusion detection and prevention systems (IDPS). NIST Special Publication 800-94 (2007)
46.
Zurück zum Zitat Snapp, S.R., et al.: DIDS (distributed intrusion detection system) - motivation, architecture, and an early prototype. In: Proceedings of the 14th National Computer Security Conference, pp. 167–176 (1991) Snapp, S.R., et al.: DIDS (distributed intrusion detection system) - motivation, architecture, and an early prototype. In: Proceedings of the 14th National Computer Security Conference, pp. 167–176 (1991)
47.
Zurück zum Zitat Sharma, V.: An energy-efficient transaction model for the blockchain-enabled internet of vehicles (IoV). IEEE Commun. Lett. 23(2), 246–249 (2019)CrossRef Sharma, V.: An energy-efficient transaction model for the blockchain-enabled internet of vehicles (IoV). IEEE Commun. Lett. 23(2), 246–249 (2019)CrossRef
48.
Zurück zum Zitat Singh, S., Ra, I.H., Meng, W., Kaur, M., Cho, G.H.: SH-BlockCC: a secure and efficient IoT smart home architecture based on cloud computing and blockchain technology. Int. J. Distrib. Sens. Netw. (in press). SAGE Singh, S., Ra, I.H., Meng, W., Kaur, M., Cho, G.H.: SH-BlockCC: a secure and efficient IoT smart home architecture based on cloud computing and blockchain technology. Int. J. Distrib. Sens. Netw. (in press). SAGE
50.
Zurück zum Zitat Steichen, M., Hommes, S., State, R.: ChainGuard - a firewall for blockchain applications using SDN with OpenFlow. In: Proceedings of International Conference on Principles, Systems and Applications of IP Telecommunications (IPTComm), pp. 1–8 (2017) Steichen, M., Hommes, S., State, R.: ChainGuard - a firewall for blockchain applications using SDN with OpenFlow. In: Proceedings of International Conference on Principles, Systems and Applications of IP Telecommunications (IPTComm), pp. 1–8 (2017)
52.
Zurück zum Zitat Tug, S., Meng, W., Wang, Y.: CBSigIDS: towards collaborative blockchained signature-based intrusion detection. In: Proceedings of The 1st IEEE International Conference on Blockchain (Blockchain) (2018) Tug, S., Meng, W., Wang, Y.: CBSigIDS: towards collaborative blockchained signature-based intrusion detection. In: Proceedings of The 1st IEEE International Conference on Blockchain (Blockchain) (2018)
53.
Zurück zum Zitat Tuan, T.A.: A game-theoretic analysis of trust management in P2P systems. In: Proceedings of ICCE, pp. 130–134 (2006) Tuan, T.A.: A game-theoretic analysis of trust management in P2P systems. In: Proceedings of ICCE, pp. 130–134 (2006)
54.
Zurück zum Zitat Vasilomanolakis, E., Karuppayah, S., Muhlhauser, M., Fischer, M.: Taxonomy and survey of collaborative intrusion detection. ACM Comput. Surv. 47(4), 55:1–55:33 (2015)CrossRef Vasilomanolakis, E., Karuppayah, S., Muhlhauser, M., Fischer, M.: Taxonomy and survey of collaborative intrusion detection. ACM Comput. Surv. 47(4), 55:1–55:33 (2015)CrossRef
55.
Zurück zum Zitat Vigna, G., Kemmerer, R.A.: NetSTAT: a network-based intrusion detection approach. In: Proceedings of Annual Computer Security Applications Conference (ACSAC), pp. 25–34 (1998) Vigna, G., Kemmerer, R.A.: NetSTAT: a network-based intrusion detection approach. In: Proceedings of Annual Computer Security Applications Conference (ACSAC), pp. 25–34 (1998)
57.
Zurück zum Zitat Wang, Y., Meng, W., Li, W., Liu, Z., Liu, Y., Xue, H.: Adaptive machine learning-based alarm reduction via edge computing for distributed intrusion detection systems. Concurr. Comput. Pract. Exp. (2019). https://doi.org/10.1002/cpe.5101 Wang, Y., Meng, W., Li, W., Liu, Z., Liu, Y., Xue, H.: Adaptive machine learning-based alarm reduction via edge computing for distributed intrusion detection systems. Concurr. Comput. Pract. Exp. (2019). https://​doi.​org/​10.​1002/​cpe.​5101
58.
Zurück zum Zitat Wood, G.: Ethereum: a secure decentralised generalised transaction ledger. EIP-150 Revision (2016) Wood, G.: Ethereum: a secure decentralised generalised transaction ledger. EIP-150 Revision (2016)
59.
Zurück zum Zitat Wu, Y.-S., Foo, B., Mei, Y., Bagchi, S.: Collaborative intrusion detection system (CIDS): a framework for accurate and efficient IDS. In: Proceedings of the 2003 Annual Computer Security Applications Conference (ACSAC), pp. 234–244 (2003) Wu, Y.-S., Foo, B., Mei, Y., Bagchi, S.: Collaborative intrusion detection system (CIDS): a framework for accurate and efficient IDS. In: Proceedings of the 2003 Annual Computer Security Applications Conference (ACSAC), pp. 234–244 (2003)
60.
Zurück zum Zitat Wüst, K., Gervais, A.: Do you need a blockchain? In: CVCBT, pp. 45–54 (2018) Wüst, K., Gervais, A.: Do you need a blockchain? In: CVCBT, pp. 45–54 (2018)
61.
Zurück zum Zitat Yegneswaran, V., Barford, P., Jha, S.: Global Intrusion Detection in the DOMINO Overlay System. In: Proceedings of the 2004 Network and Distributed System Security Symposium (NDSS), pp. 1–17 (2004) Yegneswaran, V., Barford, P., Jha, S.: Global Intrusion Detection in the DOMINO Overlay System. In: Proceedings of the 2004 Network and Distributed System Security Symposium (NDSS), pp. 1–17 (2004)
Metadaten
Titel
Towards Blockchained Challenge-Based Collaborative Intrusion Detection
verfasst von
Wenjuan Li
Yu Wang
Jin Li
Man Ho Au
Copyright-Jahr
2019
DOI
https://doi.org/10.1007/978-3-030-29729-9_7