Skip to main content
Top
Published in: Journal of Network and Systems Management 4/2022

01-10-2022

Towards a Trustful Game-Theoretic Mechanism for Data Trading in the Blockchain-IoT Ecosystem

Authors: Seyednima Khezr, Abdulsalam Yassine, Rachid Benlamri

Published in: Journal of Network and Systems Management | Issue 4/2022

Log in

Activate our intelligent search to find suitable subject content or patents.

search-config
loading …

Abstract

This paper introduces a data trading system based on the blockchain network, where a trusted data aggregator collects data from the Internet of Things (IoT) device owners and sells them in the format of different packages to multiple buyers. In this paper, we formulate infinitely repeated games between rational buyers that are competing with each other to obtain the required data records. Buyers update their bidding strategies to maximize their profits based on the outcome of previous games. We validate the existence and uniqueness of the Nash equilibrium in a one-shot game, finite, and infinitely repeated games. To ensure data owners’ privacy, a novel trust mechanism design is used to impede untruthful buyers to win the game. To prevent the use of a third party such as an auctioneer, all of these methods are implemented as smart contracts on the Hyperledger blockchain. We provide extensive analysis to demonstrate that the proposed system satisfies the properties of completeness, soundness, computationally efficiency, truthfulness, budget balance, and individual rationality. Lastly, we provide simulation experiments to demonstrate the performance of our blockchain network using different metrics, such as transaction throughput, latency, and resource consumption under different parameters.

Dont have a licence yet? Then find out more about our products and how to get one now:

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!

Literature
1.
go back to reference Bebortta, S., Singh, A.K., Pati, B., Senapati, D.: A robust energy optimization and data reduction scheme for iot based indoor environments using local processing framework. J. Netw. Syst. Manage. 29(1), 1–28 (2021)CrossRef Bebortta, S., Singh, A.K., Pati, B., Senapati, D.: A robust energy optimization and data reduction scheme for iot based indoor environments using local processing framework. J. Netw. Syst. Manage. 29(1), 1–28 (2021)CrossRef
3.
go back to reference Hassan, M.U., Rehmani, M.H., Chen, J.: Privacy preservation in blockchain based iot systems: Integration issues, prospects, challenges, and future research directions. Fut. Gener. Comput. Syst. 97, 512–529 (2019)CrossRef Hassan, M.U., Rehmani, M.H., Chen, J.: Privacy preservation in blockchain based iot systems: Integration issues, prospects, challenges, and future research directions. Fut. Gener. Comput. Syst. 97, 512–529 (2019)CrossRef
4.
go back to reference Yassine, A., Shirmohammadi, S.: Privacy and the market for private data: a negotiation model to capitalize on private data. In: 2008 IEEE/ACS International Conference on Computer Systems and Applications, pp. 669–678. IEEE (2008) Yassine, A., Shirmohammadi, S.: Privacy and the market for private data: a negotiation model to capitalize on private data. In: 2008 IEEE/ACS International Conference on Computer Systems and Applications, pp. 669–678. IEEE (2008)
5.
go back to reference Opher, A., Chou, A., Onda, A., Sounderrajan, K.: The Rise of the Data Economy: Driving Value Through Internet of Things Data Monetization. IBM Corporation, Somers, NY (2016) Opher, A., Chou, A., Onda, A., Sounderrajan, K.: The Rise of the Data Economy: Driving Value Through Internet of Things Data Monetization. IBM Corporation, Somers, NY (2016)
6.
go back to reference Rashid, Z., Noor, U., Altmann, J.: Economic model for evaluating the value creation through information sharing within the cybersecurity information sharing ecosystem. Fut. Gener. Comput. Syst. 124, 436 (2021) Rashid, Z., Noor, U., Altmann, J.: Economic model for evaluating the value creation through information sharing within the cybersecurity information sharing ecosystem. Fut. Gener. Comput. Syst. 124, 436 (2021)
7.
go back to reference Rodrigues, B., Scheid, E., Killer, C., Franco, M., Stiller, B.: Blockchain signaling system (bloss): cooperative signaling of distributed denial-of-service attacks. J. Netw. Syst. Manage. 28(4), 953–989 (2020)CrossRef Rodrigues, B., Scheid, E., Killer, C., Franco, M., Stiller, B.: Blockchain signaling system (bloss): cooperative signaling of distributed denial-of-service attacks. J. Netw. Syst. Manage. 28(4), 953–989 (2020)CrossRef
8.
go back to reference Fernandez, R.C., Subramaniam, P., Franklin, M.J.: Data market platforms: trading data assets to solve data problems [vision paper]. arXiv, pp. arXiv–2002 (2020) Fernandez, R.C., Subramaniam, P., Franklin, M.J.: Data market platforms: trading data assets to solve data problems [vision paper]. arXiv, pp. arXiv–2002 (2020)
9.
go back to reference Lopez, D., Farooq, B.: A multi-layered blockchain framework for smart mobility data-markets. Transp. Res. Part C: Emerg. Technol. 111, 588–615 (2020)CrossRef Lopez, D., Farooq, B.: A multi-layered blockchain framework for smart mobility data-markets. Transp. Res. Part C: Emerg. Technol. 111, 588–615 (2020)CrossRef
10.
go back to reference Xiao, Y., Zhang, N., Li, J., Lou, W., Hou, Y.T.: Privacyguard: enforcing private data usage control with blockchain and attested off-chain contract execution. In: European Symposium on Research in Computer Security, pp. 610–629. Springer (2020) Xiao, Y., Zhang, N., Li, J., Lou, W., Hou, Y.T.: Privacyguard: enforcing private data usage control with blockchain and attested off-chain contract execution. In: European Symposium on Research in Computer Security, pp. 610–629. Springer (2020)
12.
go back to reference Si, H., Sun, C., Li, Y., Qiao, H., Shi, L.: Iot information sharing security mechanism based on blockchain technology. Fut. Gener. Comput. Syst. 101, 1028–1040 (2019)CrossRef Si, H., Sun, C., Li, Y., Qiao, H., Shi, L.: Iot information sharing security mechanism based on blockchain technology. Fut. Gener. Comput. Syst. 101, 1028–1040 (2019)CrossRef
13.
go back to reference Khezr, S., Benlamri, R., Yassine, A.: Blockchain-based model for sharing activities of daily living in healthcare applications. In: 2020 IEEE Intl Conf on Dependable, Autonomic and Secure Computing, Intl Conf on Pervasive Intelligence and Computing, Intl Conf on Cloud and Big Data Computing, Intl Conf on Cyber Science and Technology Congress (DASC/PiCom/CBDCom/CyberSciTech), pp. 627–633. IEEE (2020) Khezr, S., Benlamri, R., Yassine, A.: Blockchain-based model for sharing activities of daily living in healthcare applications. In: 2020 IEEE Intl Conf on Dependable, Autonomic and Secure Computing, Intl Conf on Pervasive Intelligence and Computing, Intl Conf on Cloud and Big Data Computing, Intl Conf on Cyber Science and Technology Congress (DASC/PiCom/CBDCom/CyberSciTech), pp. 627–633. IEEE (2020)
14.
go back to reference Oh, H., Park, S., Lee, G.M., Choi, J.K., Noh, S.: Competitive data trading model with privacy valuation for multiple stakeholders in iot data markets. IEEE Internet Things J. 7(4), 3623–3639 (2020)CrossRef Oh, H., Park, S., Lee, G.M., Choi, J.K., Noh, S.: Competitive data trading model with privacy valuation for multiple stakeholders in iot data markets. IEEE Internet Things J. 7(4), 3623–3639 (2020)CrossRef
15.
go back to reference Oh, H., Park, S., Lee, G.M., Heo, H., Choi, J.K.: Personal data trading scheme for data brokers in iot data marketplaces. IEEE Access 7, 40120–40132 (2019)CrossRef Oh, H., Park, S., Lee, G.M., Heo, H., Choi, J.K.: Personal data trading scheme for data brokers in iot data marketplaces. IEEE Access 7, 40120–40132 (2019)CrossRef
16.
go back to reference Tian, L., Li, J., Li, W., Ramesh, B., Cai, Z.: Optimal contract-based mechanisms for online data trading markets. IEEE Internet Things J. 6(5), 7800–7810 (2019)CrossRef Tian, L., Li, J., Li, W., Ramesh, B., Cai, Z.: Optimal contract-based mechanisms for online data trading markets. IEEE Internet Things J. 6(5), 7800–7810 (2019)CrossRef
17.
go back to reference Cao, X., Chen, Y., Liu, K.J.R.: Data trading with multiple owners, collectors, and users: an iterative auction mechanism. IEEE Trans. Signal Inf. Process. Netw. 3(2), 268–281 (2017)MathSciNetCrossRef Cao, X., Chen, Y., Liu, K.J.R.: Data trading with multiple owners, collectors, and users: an iterative auction mechanism. IEEE Trans. Signal Inf. Process. Netw. 3(2), 268–281 (2017)MathSciNetCrossRef
18.
go back to reference Khokhar, R.H., Iqbal, F., Fung, B.C.M., Bentahar, J.: Enabling secure trustworthiness assessment and privacy protection in integrating data for trading person-specific information. IEEE Trans. Eng. Manage. 68, 149 (2020) Khokhar, R.H., Iqbal, F., Fung, B.C.M., Bentahar, J.: Enabling secure trustworthiness assessment and privacy protection in integrating data for trading person-specific information. IEEE Trans. Eng. Manage. 68, 149 (2020)
19.
go back to reference Liu, K., Qiu, X., Wuhui Chen, X., Chen, Z.Z.: Optimal pricing mechanism for data market in blockchain-enhanced internet of things. IEEE Internet Things J. 6(6), 9748–9761 (2019) Liu, K., Qiu, X., Wuhui Chen, X., Chen, Z.Z.: Optimal pricing mechanism for data market in blockchain-enhanced internet of things. IEEE Internet Things J. 6(6), 9748–9761 (2019)
20.
go back to reference Li, Y., Li, L., Zhao, Y., Guizani, N., Yu, Y., Du, X.: Toward decentralized fair data trading based on blockchain. IEEE Netw. 35, 304 (2020) Li, Y., Li, L., Zhao, Y., Guizani, N., Yu, Y., Du, X.: Toward decentralized fair data trading based on blockchain. IEEE Netw. 35, 304 (2020)
21.
go back to reference Sheng, D., Xiao, M., Liu, A., Zou, X., An, B., Zhang, S.: Cpchain: a copyright-preserving crowdsourcing data trading framework based on blockchain. In: 2020 29th International Conference on Computer Communications and Networks (ICCCN), pp. 1–9. IEEE (2020) Sheng, D., Xiao, M., Liu, A., Zou, X., An, B., Zhang, S.: Cpchain: a copyright-preserving crowdsourcing data trading framework based on blockchain. In: 2020 29th International Conference on Computer Communications and Networks (ICCCN), pp. 1–9. IEEE (2020)
22.
go back to reference Dai, W., Dai, C., Choo, K.K.R., Cui, C., Zou, D., Jin, H.: Sdte: A secure blockchain-based data trading ecosystem. IEEE Trans. Inf. Forensics Secur. 15, 725–737 (2019)CrossRef Dai, W., Dai, C., Choo, K.K.R., Cui, C., Zou, D., Jin, H.: Sdte: A secure blockchain-based data trading ecosystem. IEEE Trans. Inf. Forensics Secur. 15, 725–737 (2019)CrossRef
23.
go back to reference Xiong, W., Xiong, L.: Smart contract based data trading mode using blockchain and machine learning. IEEE Access 7, 102331–102344 (2019)CrossRef Xiong, W., Xiong, L.: Smart contract based data trading mode using blockchain and machine learning. IEEE Access 7, 102331–102344 (2019)CrossRef
24.
go back to reference Thu, T., Hien, T., Almeida, M., Karame, G., Soriente, C.: Towards secure and decentralized sharing of iot data. In: 2019 IEEE International Conference on Blockchain (Blockchain), pp. 176–183. IEEE (2019) Thu, T., Hien, T., Almeida, M., Karame, G., Soriente, C.: Towards secure and decentralized sharing of iot data. In: 2019 IEEE International Conference on Blockchain (Blockchain), pp. 176–183. IEEE (2019)
25.
go back to reference Parno, B., Howell, J., Gentry, C., Raykova, M.: Pinocchio: nearly practical verifiable computation. In: 2013 IEEE Symposium on Security and Privacy, pp. 238–252. IEEE (2013) Parno, B., Howell, J., Gentry, C., Raykova, M.: Pinocchio: nearly practical verifiable computation. In: 2013 IEEE Symposium on Security and Privacy, pp. 238–252. IEEE (2013)
26.
go back to reference Zhang, Y., Deng, R.H., Shu, J., Yang, K., Zheng, D.: Tkse: Trustworthy keyword search over encrypted data with two-side verifiability via blockchain. IEEE Access 6, 31077–31087 (2018)CrossRef Zhang, Y., Deng, R.H., Shu, J., Yang, K., Zheng, D.: Tkse: Trustworthy keyword search over encrypted data with two-side verifiability via blockchain. IEEE Access 6, 31077–31087 (2018)CrossRef
27.
go back to reference Yassine, A., Shirehjini, A.A.N., Shirmohammadi, S.: Smart meters big data: Game theoretic model for fair data sharing in deregulated smart grids. IEEE Access 3, 2743–2754 (2015)CrossRef Yassine, A., Shirehjini, A.A.N., Shirmohammadi, S.: Smart meters big data: Game theoretic model for fair data sharing in deregulated smart grids. IEEE Access 3, 2743–2754 (2015)CrossRef
28.
go back to reference Boyd, S., Boyd S.P., Vandenberghe L.: Convex Optimization. Cambridge University Press, Cambridge (2004) Boyd, S., Boyd S.P., Vandenberghe L.: Convex Optimization. Cambridge University Press, Cambridge (2004)
29.
go back to reference Hoang, D.T., Lu, X., Niyato, D., Wang, P., Kim, D.I., Han, Z.: Applications of repeated games in wireless networks: a survey. IEEE Commun. Surv. Tutor. 17(4), 2102–2135 (2015)CrossRef Hoang, D.T., Lu, X., Niyato, D., Wang, P., Kim, D.I., Han, Z.: Applications of repeated games in wireless networks: a survey. IEEE Commun. Surv. Tutor. 17(4), 2102–2135 (2015)CrossRef
30.
31.
go back to reference Fudenberg, D., Levine, D.: Learning in games. Eur. Econ. Rev. 42(3–5), 631–639 (1998)CrossRef Fudenberg, D., Levine, D.: Learning in games. Eur. Econ. Rev. 42(3–5), 631–639 (1998)CrossRef
32.
go back to reference Leyton-Brown, K., Shoham, Y.: Essentials of game theory: a concise multidisciplinary introduction. Synth. Lect. Artif. Intell. Mach. Learn. 2(1), 1–88 (2008)CrossRef Leyton-Brown, K., Shoham, Y.: Essentials of game theory: a concise multidisciplinary introduction. Synth. Lect. Artif. Intell. Mach. Learn. 2(1), 1–88 (2008)CrossRef
33.
go back to reference Dasgupta, P., Maskin, E.: The existence of equilibrium in discontinuous economic games, i: theory. Rev. Econ. Stud. 53(1), 1–26 (1986)MathSciNetCrossRef Dasgupta, P., Maskin, E.: The existence of equilibrium in discontinuous economic games, i: theory. Rev. Econ. Stud. 53(1), 1–26 (1986)MathSciNetCrossRef
34.
go back to reference Wang, Y., Saad, W., Han, Z., Poor, H.V., Başar, T.: A game-theoretic approach to energy trading in the smart grid. IEEE Trans. Smart Grid 5(3), 1439–1450 (2014)CrossRef Wang, Y., Saad, W., Han, Z., Poor, H.V., Başar, T.: A game-theoretic approach to energy trading in the smart grid. IEEE Trans. Smart Grid 5(3), 1439–1450 (2014)CrossRef
35.
go back to reference Yates, R.D.: A framework for uplink power control in cellular radio systems. IEEE J. Sel. Areas Commun. 13(7), 1341–1347 (1995)CrossRef Yates, R.D.: A framework for uplink power control in cellular radio systems. IEEE J. Sel. Areas Commun. 13(7), 1341–1347 (1995)CrossRef
37.
go back to reference Laraki, R., Renault, J., Sorin, S.: Mathematical Foundations of Game Theory. Springer, Berlin (2019) Laraki, R., Renault, J., Sorin, S.: Mathematical Foundations of Game Theory. Springer, Berlin (2019)
38.
go back to reference Das, A., Islam, M.M.: Securedtrust: a dynamic trust computation model for secured communication in multiagent systems. IEEE Trans. Depend. Secur. Comput. 9(2), 261–274 (2011)CrossRef Das, A., Islam, M.M.: Securedtrust: a dynamic trust computation model for secured communication in multiagent systems. IEEE Trans. Depend. Secur. Comput. 9(2), 261–274 (2011)CrossRef
40.
go back to reference Gennaro, R., Gentry, C., Parno, B., Raykova, M.: Quadratic span programs and succinct nizks without pcps. In: Annual International Conference on the Theory and Applications of Cryptographic Techniques, pp. 626–645. Springer (2013) Gennaro, R., Gentry, C., Parno, B., Raykova, M.: Quadratic span programs and succinct nizks without pcps. In: Annual International Conference on the Theory and Applications of Cryptographic Techniques, pp. 626–645. Springer (2013)
41.
go back to reference Graf, M., Küsters, R., Rausch, D.: Accountability in a permissioned blockchain: formal analysis of hyperledger fabric. In: 2020 IEEE European Symposium on Security and Privacy (EuroS &P), pp. 236–255. IEEE (2020) Graf, M., Küsters, R., Rausch, D.: Accountability in a permissioned blockchain: formal analysis of hyperledger fabric. In: 2020 IEEE European Symposium on Security and Privacy (EuroS &P), pp. 236–255. IEEE (2020)
42.
go back to reference Liu, D., Ni, J., Huang, C., Lin, X., Shen, X.S.: Secure and efficient distributed network provenance for iot: A blockchain-based approach. IEEE Internet Things J. 7(8), 7564–7574 (2020)CrossRef Liu, D., Ni, J., Huang, C., Lin, X., Shen, X.S.: Secure and efficient distributed network provenance for iot: A blockchain-based approach. IEEE Internet Things J. 7(8), 7564–7574 (2020)CrossRef
43.
go back to reference Hyperledger Performance, Scale Working Group, et al.: Hyperledger blockchain performance metrics. Hyperledger. org, pp. 1–17 (2018) Hyperledger Performance, Scale Working Group, et al.: Hyperledger blockchain performance metrics. Hyperledger. org, pp. 1–17 (2018)
Metadata
Title
Towards a Trustful Game-Theoretic Mechanism for Data Trading in the Blockchain-IoT Ecosystem
Authors
Seyednima Khezr
Abdulsalam Yassine
Rachid Benlamri
Publication date
01-10-2022
Publisher
Springer US
Published in
Journal of Network and Systems Management / Issue 4/2022
Print ISSN: 1064-7570
Electronic ISSN: 1573-7705
DOI
https://doi.org/10.1007/s10922-022-09669-1

Other articles of this Issue 4/2022

Journal of Network and Systems Management 4/2022 Go to the issue

Premium Partner