Skip to main content

Performance Evaluation of Multirotor UAV by Considering the Balanced Pattern

  • Conference paper
  • First Online:
Machine Learning for Cyber Security (ML4CS 2020)

Part of the book series: Lecture Notes in Computer Science ((LNSC,volume 12487))

Included in the following conference series:

Abstract

The multirotor UAV is a typical k-out-of-n pair: G model, which means that the two rotors distributed on the same axis must be synchronized operating. That is to say, if a rotor is failed, then the opposite one soluble shut down to keep the UAV in a balanced state. However, the above-mentioned model does not consider the effect of torque generated by rotating rotors. Thus, the neutralization of torque, which is ignored by k-out-of-n pair: G model, must be considered. In this situation, we employ the k-out-of-n pair: G balanced model to describe the balanced pattern of the multirotor UAV. We use the finite Markov chain imbedding approach to establish the system reliability calculating equations for the UAV and we also derive the performance evaluation indexes, the mean residual capacity and the expected time to failure, which can be used to determine the usage of the UAV. Then, we use some numerical examples to demonstrate it is worthy of involving the balance pattern in the system modeling process, otherwise, the we may obtain an over optimistic reliability evaluation result that misguides the operation of the UAV.

This is a preview of subscription content, log in via an institution to check access.

Access this chapter

Institutional subscriptions

Similar content being viewed by others

References

  1. Hong, S., Lv, C., Zhao, T., et al.: Cascading failure analysis and restoration strategy in an interdependent network. J. Phys. A Math. Theor. 19(49), 195101 (2016)

    Article  Google Scholar 

  2. Hong, S., Wang, B., Ma, X., et al.: Failure cascade in interdependent network with traffic loads. J. Phys. A Math. Theor. 48(48), 485101 (2015)

    Article  MathSciNet  Google Scholar 

  3. Hong, S., Zhu, J., Braunstein, L., et al.: Cascading failure and recovery of spatially interdependent networks. J. Stat. Mech. Theor. Exp. 10, 103208 (2017)

    Article  MathSciNet  Google Scholar 

  4. Hong, S., Yang, H., Zhao, T., et al.: Epidemic spreading model of complex dynamical network with the heterogeneity of nodes. Int. J. Syst. Sci. 11(47), 2745–2752 (2016)

    Article  Google Scholar 

  5. Hong, S., Zhang, X., Zhu, J., et al.: Suppressing failure cascades in interconnected networks: Considering capacity allocation pattern and load redistribution. Mod. Phys. Lett. B 5(30), 1650049 (2016)

    Article  Google Scholar 

  6. Hua, D., Elsayed, E.: Degradation analysis of k-out-of-n Pairs: G balanced system with spatially distributed units. IEEE Trans. Reliab. 65(2), 941–956 (2016)

    Article  Google Scholar 

  7. Hua, D., Elsayed, E.: Reliability approximation of k-out-of-n pairs: G balanced systems with spatially distributed units. IISE Trans. 50(7), 616–626 (2018)

    Article  Google Scholar 

  8. Fu, J., Koutras, M.: Poisson approximations for 2-dimensional patterns. Ann. Inst. Stat. 46(1), 179–192 (1994)

    Article  MathSciNet  Google Scholar 

  9. Fu, J., Koutras, M.: Distribution theory of runs: a Markov chain approach. J. Am. Stat. Assoc. 89, 1050–1058 (1994)

    Article  MathSciNet  Google Scholar 

  10. Cui, L., Xu, Y., Zhao, X.: Developments and applications of the finite Markov chain imbedding approach in reliability. IEEE Trans. Reliab. 59(4), 685–690 (2010)

    Article  Google Scholar 

  11. Lin, C., Cui, L., Coit, D., Lv, M.: Reliability modeling on consecutive-kr-out-of-nr: F linear zigzag structure and circular polygon structure. IEEE Trans. Reliab. 65(3), 1509–1521 (2016)

    Article  Google Scholar 

  12. Lin, C., Cui, L., Coit, D., Lv, M.: Performance analysis for a wireless sensor network of star topology with random nodes deployment. Wireless Pers. Commun. 97(3), 3993–4013 (2017)

    Article  Google Scholar 

  13. Hua, D., Elsayed, E.: Reliability estimation of k-out-of-n Pairs: G balanced systems with spatially distributed units. IEEE Trans. Reliab. 65(2), 886–900 (2016)

    Article  Google Scholar 

Download references

Acknowledgements

This research is supported by National Natural Science Foundation of China with granted No. 71801198 and 61773001. The authors are appreciated to the National Key Research Program with granted No. 2019YFB1706001 and to the Industrial Internet Innovation Development Project with granted No. TC190H468.

Author information

Authors and Affiliations

Authors

Corresponding author

Correspondence to Cong Lin .

Editor information

Editors and Affiliations

Rights and permissions

Reprints and permissions

Copyright information

© 2020 Springer Nature Switzerland AG

About this paper

Check for updates. Verify currency and authenticity via CrossMark

Cite this paper

Lv, M., Lin, C., Ma, T., Hong, S. (2020). Performance Evaluation of Multirotor UAV by Considering the Balanced Pattern. In: Chen, X., Yan, H., Yan, Q., Zhang, X. (eds) Machine Learning for Cyber Security. ML4CS 2020. Lecture Notes in Computer Science(), vol 12487. Springer, Cham. https://doi.org/10.1007/978-3-030-62460-6_41

Download citation

  • DOI: https://doi.org/10.1007/978-3-030-62460-6_41

  • Published:

  • Publisher Name: Springer, Cham

  • Print ISBN: 978-3-030-62459-0

  • Online ISBN: 978-3-030-62460-6

  • eBook Packages: Computer ScienceComputer Science (R0)

Publish with us

Policies and ethics