Skip to main content

Advertisement

Log in

Distributed fiber optic sensors placement for infrastructure-as-a-sensor

  • Original Paper
  • Published:
Photonic Network Communications Aims and scope Submit manuscript

Abstract

Recently, the distributed fiber optic sensing (DFOS) techniques have advanced rapidly. There emerges various types of DFOS sensors that can monitor physical parameters such as temperature, strain, and vibration. With these DFOS sensors deployed, the telecom networks are capable of offering additional services beyond communications, such as monitoring road traffic condition, monitoring utility pole health, monitoring city noise and accident, thus evolving to a new paradigm of Infrastructure-as-a-Sensor (IaaSr) or Network-as-a-Sensor (NaaSr). When telecom network carriers upgrade their infrastructures with DFOS sensors to provide such IaaSr/NaaSr services, there will arise a series of critical challenges: (1) where to place the DFOS sensors, and (2) how to provision the DFOS sensing fiber routes to cover the whole network infrastructures with the minimum number of DFOS sensors? We name this as the DFOS placement problem. In this paper, we prove that the DFOS placement problem is an NP-hard problem, and we analyze the upper bound of the number of DFOS sensors used. To facilitate the optimal solution, we formulate the DFOS placement problem with an Integer Linear Programming model that aims at minimizing the number of DFOS sensors used. Furthermore, we propose a cost-efficient heuristic solution, called Explore-and-Pick (EnP), which can achieve a close-to-optimal performance in a fast manner. We analyze the approximation ratio and the computational complexity of the proposed EnP algorithm. In addition, we conduct comprehensive simulations to evaluate the performance of the proposed solutions. Simulation results show that the EnP algorithm can outperform the baseline algorithm by 16% in average and 26% at best, and it achieves a performance that is close to the optimal result obtained by ILP.

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

Access this article

Price excludes VAT (USA)
Tax calculation will be finalised during checkout.

Instant access to the full article PDF.

Fig. 1
Fig. 2
Fig. 3
Fig. 4
Fig. 5
Fig. 6
Fig. 7

Similar content being viewed by others

Data availibility

The network topology datasets analyzed during the current study are available in the topology zoo repository, [http://www.topology-zoo.org/dataset.html].

References

  1. Wellbrock, G.A., Xia, T., Huang, M.F. et. al.: First field trial of sensing vehicle speed, density, and road conditions by using fiber carrying high speed data, Proceeding of IEEE/OSA OFC (2018), Th4C.7

  2. Liu, H., Ma, J., Yan, W. et. al.: Traffic flow detection using distributed fiber optic acoustic sensing, IEEE Access. 6, 68968-68980 (2018).

  3. Huang, M.F., Salemi, M., Chen, Y., et al.: First field trial of distributed fiber optical sensing and high-speed communication over an operational telecom network. IEEE J. Lightwave Technol. 38(1), 75–81 (2020)

    Article  Google Scholar 

  4. Wellbrock, G.A., Xia, T.J., Huang, M.F. et. al.: Field trial of abnormal activity detection and threat level assessment with fiber optic sensing for telecom infrastructure protection”, OFC (2021), Th4H.3

  5. Ye, Z., Ji, P., Wang, T.: Addressing challenges in placing distributed fiber optic sensors, Proc. of IEEE/OSA ECOC (2020)

  6. Meguerdichian, S., Koushanfar, F., Potkonjak, M., Srivastava, M.B.: Coverage problems in wireless ad-hoc sensor networks, In: Proceeding of IEEE INFOCOM, pp. 1380–1387 (2001)

  7. Meguerdichian, S., Koushanfar, F., Qu, G., Potkonjak, M.: Exposure in wireless ad-hoc sensor networks, In: Proceeding of ACM Int’l conference on mobile computing and networking (MobiCom), pp. 139-150 (2001)

  8. Huang, C., Tseng, Y.: The coverage problem in a wireless sensor network, Proceeding of the 2nd ACM international conference on wireless sensor networks and applications (WSNA), pp. 115-121 (2003)

  9. Kim, S., et al.: Regenerator placement algorithms for connection establishment in all-optical networks. SPIE Opt. Netw. Mag. 1(1), 4760 (2000)

    MathSciNet  Google Scholar 

  10. Patel, A., Gao, C., Jue, J., Wang, X., Zhang, Q., Palacharla, P., Naito, T.: Traffic grooming and regenerator placement in impairment-aware optical WDM networks, In: Proceeding of the 14th conference on optical network design and modeling (ONDM), (2010), pp

  11. Zhu, Z.: Mixed placement of 1R/2R/3R regenerators in translucent optical networks to achieve green and cost-effective design. IEEE Commun. Lett. 15(7), 752–754 (2011)

    Article  Google Scholar 

  12. Cormen, T., Leiserson, C., Rivest, R., Stein, C.: Introduction to algorithms, Third Edition, MIT Press

  13. Korf, R.E.: Depth-first iterative-deepening: an optimal admissible tree search. Artif. Intell. 27(1), 97–109 (1985)

    Article  MathSciNet  MATH  Google Scholar 

  14. Chvatal, Vasek: A greedy heuristic for the set-covering problem. Math. Oper. Res. 4(3), 233–235 (1979)

    Article  MathSciNet  MATH  Google Scholar 

  15. Lund, C., Yannakakis, M.: On the hardness of approximating minimization problems. J. ACM 41(5), 960–981 (1995)

    Article  MathSciNet  MATH  Google Scholar 

  16. http://www.topology-zoo.org/dataset.html

Download references

Author information

Authors and Affiliations

Authors

Corresponding author

Correspondence to Zilong Ye.

Additional information

Publisher's Note

Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.

Rights and permissions

Reprints and permissions

About this article

Check for updates. Verify currency and authenticity via CrossMark

Cite this article

Ye, Z., Ji, P.N. & Wang, T. Distributed fiber optic sensors placement for infrastructure-as-a-sensor. Photon Netw Commun 44, 90–101 (2022). https://doi.org/10.1007/s11107-022-00980-0

Download citation

  • Received:

  • Accepted:

  • Published:

  • Issue Date:

  • DOI: https://doi.org/10.1007/s11107-022-00980-0

Keywords

Navigation