Skip to main content

Solving the Problem of Coordination and Control of Multiple UAVs by Using the Column Generation Method

  • Conference paper
  • First Online:
Optimization of Complex Systems: Theory, Models, Algorithms and Applications (WCGO 2019)

Part of the book series: Advances in Intelligent Systems and Computing ((AISC,volume 991))

Included in the following conference series:

Abstract

In this paper, we consider the problem of autonomous task allocation and trajectory planning for a set of UAVs. This is a bi-level problem: the upper-level is a task assignment problem, subjected to UAV capability constraints; the lower-level constructs the detailed trajectory of UAVs, subjected to dynamics, avoidance and dependency constraints. Although the entire problem can be formulated as a mixed-integer linear program (MILP), and thus it can be solved by available software, the computational time increases intensively. For solving more efficiently this problem we propose an efficient approach based on the column generation method in which the modified dependency constraint will be added into the sub-problem. The performance of our approach is evaluated by comparing with solution given by the CPLEX on different scenarios.

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

Access this chapter

Chapter
USD 29.95
Price excludes VAT (USA)
  • Available as PDF
  • Read on any device
  • Instant download
  • Own it forever
eBook
USD 129.00
Price excludes VAT (USA)
  • Available as EPUB and PDF
  • Read on any device
  • Instant download
  • Own it forever
Softcover Book
USD 169.99
Price excludes VAT (USA)
  • Compact, lightweight edition
  • Dispatched in 3 to 5 business days
  • Free shipping worldwide - see info

Tax calculation will be finalised at checkout

Purchases are for personal use only

Institutional subscriptions

Notes

  1. 1.

    The generalization to a polygonal obstacle is easy.

References

  1. Barnhart, C., Johnson, E.L., Nemhauser, G.L., Savelsbergh, M.W.P., Vance, P.H.: Branch-and-price: column generation for solving huge integer programs. Oper. Res. 46(3), 316–329 (1998)

    Google Scholar 

  2. Bellingham, J., Tillerson, M., Richards, A., How, J.P.: Multi-task allocation and path planning for cooperative UAVs. In: Butenko, S., Murphey, R., Pardalos, P.M. (eds.) Cooperative Control: Models, Applications, and Algorithms, pp. 23–41. Kluwer Academic Publishers (2003)

    Google Scholar 

  3. Chandler, P., Pachter, M.: Research issues in autonomous control of tactical UAVs. In: Proceedings of ACC 1998, pp. 394–398 (1998)

    Google Scholar 

  4. Chandler, P.R., Pachter, M., Rasmussen, S.R., Schumacher, C.: Multiple task assignment for a UAV team. In: Proceedings of the AIAA Guidance, Navigation and Control Conference (2002)

    Google Scholar 

  5. Le, T.H.A., Nguyen, D.M., Pham, D.T.: Globally solving a nonlinear UAV task assignment problem by stochastic and deterministic optimization approaches. Optim. Lett. 6(2), 315–329 (2012)

    Google Scholar 

  6. Le, T.H.A., Nguyen, D.M., Pham, D.T.: A DC programming approach for planning a multisensor multizone search for a target. Comput. Oper. Res. 41, 231–239 (2014)

    Google Scholar 

  7. Lübbecke, M., Desrosiers, J.: Selected topics in column generation. Oper. Res. 53(6), 1007–1023 (2005)

    Google Scholar 

  8. Nguyen, D.M., Dambreville, F., Toumi, A., Cexus, J.C., Khenchaf, A.: A column generation based label correcting approach for the sensor management in an information collection process. In: Advanced Computational Methods for Knowledge Engineering, pp. 77–89 (2013)

    Google Scholar 

  9. Richards, A., Bellingham, J., Tillerson, M., How, J.: Co-ordination and control of multiple UAVs. In: AIAA Guidance, Navigation, and Control Conference (2002)

    Google Scholar 

  10. Schouwenaars, T., DeMoor, B., Feron, E., How, J.: Mixed integer programming for safe multi-vehicle cooperative path planning. In: ECC, Porto, Portugal (2001)

    Google Scholar 

  11. Simonin, C., Le Cadre, J.-P., Dambreville, F.: A hierarchical approach for planning a multisensor multizone search for a moving target. Comput. Oper. Res. 36(7), 2179–2192 (2009)

    Google Scholar 

  12. Walker, D.H., McLain, T.W., Howlett, J.K.: Coordinated UAV target assignment using distributed tour calculation. In: Grundel, D., Murphy, R., Pardalos, P.M. (eds.) Theory and Algorithms for Cooperative Systems. Series on Computers and Operations Research, vol. 4, pp. 327–333. Kluwer, Dordrecht (2004)

    Google Scholar 

Download references

Acknowledgement

The authors would like to thank the DGA (Direction Générale de l’Armement) for the support to this research.

Author information

Authors and Affiliations

Authors

Corresponding author

Correspondence to Duc Manh Nguyen .

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

Nguyen, D.M., Dambreville, F., Toumi, A., Cexus, JC., Khenchaf, A. (2020). Solving the Problem of Coordination and Control of Multiple UAVs by Using the Column Generation Method. In: Le Thi, H., Le, H., Pham Dinh, T. (eds) Optimization of Complex Systems: Theory, Models, Algorithms and Applications. WCGO 2019. Advances in Intelligent Systems and Computing, vol 991. Springer, Cham. https://doi.org/10.1007/978-3-030-21803-4_108

Download citation

Publish with us

Policies and ethics