Abstract
The presented problem being an extension of well know Vehicle Routing Problem (VRP) concerns the routes planning of the UAVs fleet carrying out the deliveries to spatially dispersed impatient customers in a highly dynamic environment within a specified timeframe. The problem under consideration integrates the Capacitated VRP, Split Delivery VRP, Heterogeneous VRP, Multi Depot VRP, Multi-visit VRP as well as VRP with Time Windows. The developed model allows for proactive and reactive delivery missions planning in terms of the Constraint Satisfaction Problem. The sufficient conditions allowing to eliminate unfeasible solutions and thus allow to speed up the calculations have been implemented in decision support procedure aimed at UAVs online routing. The experiments carried out showed the usefulness of the proposed approach in planning of UAVs’ mission performed in dynamic environment.
Access this chapter
Tax calculation will be finalised at checkout
Purchases are for personal use only
Similar content being viewed by others
References
Crevier, B., Cordeau, J.-F., Laporte, G.: The multi-depot vehicle routing problem with inter-depot routes. Eur. J. Oper. Res. 176(2), 756–773 (2007). https://doi.org/10.1016/j.ejor.2005.08.015
Dantzig, G., Ramser, J.: The truck dispatching problem. Manag. Sci. 6(1), 80–91 (1959)
Dorling, K., Heinrichs, J., Messier, G.G., Magierowski, S.: Vehicle routing problems for drone delivery. IEEE Trans. Syst. Man Cybern. Syst. 47, 70–85 (2017)
Gulczynski, D., Golden, B., Wasil, E.: The split delivery vehicle routing problem with minimum delivery amounts. Transp. Res. Part E: Logist. Transp. Rev. 46(5), 612–626 (2010). ISSN 1366-5545 https://doi.org/10.1016/j.tre.2009.12.007
Molina, J.C., Salmeron, J.L., Eguia, I., Racero, J.: The heterogeneous vehicle routing problem with time windows and a limited number of resources. Eng. Appl. Artif. Intell. 94, 103745 (2020). https://doi.org/10.1016/j.engappai.2020.103745
Patella, S.M., Grazieschi, G., Gatta, V., Marcucci, E., Carrese, S.: The adoption of green vehicles in last mile logistics: a systematic review. Sustainability, 13(6) (2021)
Poikonen, S., Go, B.: Multi-visit drone routing problem MVVRP. Comput. Oper. Res. 113, 104802 (2020). ISSN 0305-0548. https://doi.org/10.1016/j.cor.2019.104802
Radzki, G., Nielsen, I., Golińska-Dawson, P., Bocewicz, G., Banaszak, Z.: Reactive UAV fleet’s mission planning in highly dynamic and unpredictable environments. Sustainability 13, 5228 (2021). https://doi.org/10.3390/su13095228
Ralphs, T.K., Kopman, L., Pulleybank, W.R., Trotter, L.E.: On the capacitated vehicle routing problem. Math. Program. 94, 343–359 (2003). https://doi.org/10.1007/s10107-002-0323-0
Sung, I., Nielsen, P.: Zoning a service area of unmanned aerial vehicles for package delivery services. J. Intell. Robot. Syst. 97, 719–731 (2020). https://doi.org/10.1007/s10846-019-01045-7
Thibbotuwawa, A., Nielsen, P., Banaszak, Z., Bocewicz, G.: Energy consumption in unmanned aerial vehicles: a review of energy consumption models and their relation to the UAV routing. In: Świątek, J., Borzemski, L., Wilimowska, Z. (eds.) Information Systems Architecture and Technology. Advances in Intelligent Systems and Computing, vol. 853, pp. 173–184. Springer, Cham (2018). https://doi.org/10.1007/978-3-319-99996-8_16
Troudi, A., Addouche, S.-A., Dellagi, S., Mhamedi, A.E.: Sizing of the drone delivery fleet considering energy autonomy. Sustainability 10, 3344 (2018)
Xiaobing, G., Yan, W., Shuhai, L., Ben, N.: Vehicle routing problem with time windows and simultaneous delivery and pick-up service based on MCPSO. In: Selected Papers from the 7th International Conference on Computational Intelligence and Security (CIS'2011) (2012). Article ID 104279. https://doi.org/10.1155/2012/104279
Chodorek, A., Chodorek, R.R., Sitek, P.: UAV-based and WebRTC-based open universal framework to monitor urban and industrial areas. Sensors 21, 4061 (2021). https://doi.org/10.3390/s21124061
Acknowledgements
This research was co-founded by the National Science Centre, Poland, grant number 2019/03/X/ST6/00429.
Author information
Authors and Affiliations
Corresponding author
Editor information
Editors and Affiliations
Rights and permissions
Copyright information
© 2022 The Author(s), under exclusive license to Springer Nature Switzerland AG
About this paper
Cite this paper
Radzki, G., Bocewicz, G., Wikarek, J., Nielsen, P., Banaszak, Z. (2022). Multi Depot UAVs Routing Subject to Changing Weather and Time Windows Variation. In: Szewczyk, R., Zieliński, C., Kaliczyńska, M. (eds) Automation 2022: New Solutions and Technologies for Automation, Robotics and Measurement Techniques. AUTOMATION 2022. Advances in Intelligent Systems and Computing, vol 1427. Springer, Cham. https://doi.org/10.1007/978-3-031-03502-9_7
Download citation
DOI: https://doi.org/10.1007/978-3-031-03502-9_7
Published:
Publisher Name: Springer, Cham
Print ISBN: 978-3-031-03501-2
Online ISBN: 978-3-031-03502-9
eBook Packages: Intelligent Technologies and RoboticsIntelligent Technologies and Robotics (R0)