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Erschienen in: Soft Computing 5/2019

20.09.2018 | Focus

Fuel-efficient truck platooning by a novel meta-heuristic inspired from ant colony optimisation

verfasst von: Abtin Nourmohammadzadeh, Sven Hartmann

Erschienen in: Soft Computing | Ausgabe 5/2019

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Abstract

Driving trucks in a queue behind each other and in close proximity, called platooning, has been recently under consideration as a novel and promising approach to reduce fuel consumption, which provides environmental and financial benefits. This method works since driving in the slipstream of another vehicle reduces the aerodynamic drag, and as a result, less energy or fuel is consumed. This paper addresses this problem with the realistic assumptions of existing time constraints for trucks to depart from the origin and arrive at their destination, and waiting as well as detour possibility. As this problem is NP-hard even in its very simplified forms, a new meta-heuristic solution methodology inspired from ant colony optimisation is proposed to deal with it. Some sample problems of small to large size are generated and solved with our solution approach. The analysis of results shows the satisfactory performance of this meta-heuristic and its superiority over the exact and our previous approach with genetic algorithm. In addition, we analyse how the final result is affected by changing the main inputs and configurations of the problem.

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Literatur
Zurück zum Zitat Alam A, Mårtensson J, Johansson KH (2015) Control engineering practice experimental evaluation of decentralized cooperative cruise control for heavy-duty vehicle platooning. Control Eng Pract 38:11–25CrossRef Alam A, Mårtensson J, Johansson KH (2015) Control engineering practice experimental evaluation of decentralized cooperative cruise control for heavy-duty vehicle platooning. Control Eng Pract 38:11–25CrossRef
Zurück zum Zitat Al-kaisy A, Durbin C (2011) Platooning on two-lane two-way highways : an empirical investigation. Proc Soc Beh Sci 16:329–339CrossRef Al-kaisy A, Durbin C (2011) Platooning on two-lane two-way highways : an empirical investigation. Proc Soc Beh Sci 16:329–339CrossRef
Zurück zum Zitat Baskar LD, De Schutter B, Hellendoorn H (2013) Optimal routing for automated highway systems. Transp Res Part C Emerg Technol 30:1–22CrossRef Baskar LD, De Schutter B, Hellendoorn H (2013) Optimal routing for automated highway systems. Transp Res Part C Emerg Technol 30:1–22CrossRef
Zurück zum Zitat Bergenhem C, Hedin E, Skarin D (2012) Vehicle-to-vehicle communication for a platooning system. Proc Soc Behav Sci 48:1222–1233CrossRef Bergenhem C, Hedin E, Skarin D (2012) Vehicle-to-vehicle communication for a platooning system. Proc Soc Behav Sci 48:1222–1233CrossRef
Zurück zum Zitat Bhoopalam AK, Agatz N, Zuidwijk R (2018) Planning of truck platoons: a literature review and directions for future research. Transp Res Part B Methodol 107:212–228CrossRef Bhoopalam AK, Agatz N, Zuidwijk R (2018) Planning of truck platoons: a literature review and directions for future research. Transp Res Part B Methodol 107:212–228CrossRef
Zurück zum Zitat Bonnet C, Fritz H (2000) Fuel consumption reduction in a platoon: experimental results with two electronically coupled trucks at close spacing. In: Intelligent vehicle technology, SP-1558 Bonnet C, Fritz H (2000) Fuel consumption reduction in a platoon: experimental results with two electronically coupled trucks at close spacing. In: Intelligent vehicle technology, SP-1558
Zurück zum Zitat Box GEP, Wilson KB (1951) On the experimental attainment of optimum conditions. J R Stat Soc Ser B XIII(1):1–45MathSciNetMATH Box GEP, Wilson KB (1951) On the experimental attainment of optimum conditions. J R Stat Soc Ser B XIII(1):1–45MathSciNetMATH
Zurück zum Zitat Dafflon B, Gechter F, Gruer P, Koukam A (2013) Vehicle platoon and obstacle avoidance: a reactive agent approach. IET Intell Transp. Syst 7(3):257–264CrossRef Dafflon B, Gechter F, Gruer P, Koukam A (2013) Vehicle platoon and obstacle avoidance: a reactive agent approach. IET Intell Transp. Syst 7(3):257–264CrossRef
Zurück zum Zitat Davis LC (2013) The effects of mechanical response on the dynamics and string stability of a platoon of adaptive cruise control vehicles. Physica A 392(17):3798–3805MathSciNetCrossRefMATH Davis LC (2013) The effects of mechanical response on the dynamics and string stability of a platoon of adaptive cruise control vehicles. Physica A 392(17):3798–3805MathSciNetCrossRefMATH
Zurück zum Zitat Dorigo M (1992) Optimization, learning and natural algorithms. Ph.D. thesis, Politecnico di Milano, Italy (April) Dorigo M (1992) Optimization, learning and natural algorithms. Ph.D. thesis, Politecnico di Milano, Italy (April)
Zurück zum Zitat European Comission (2011) Roadmap to a single european transport area towards a competetive and resource efficient transport system. Transport white paper, Brussels, 2011 European Comission (2011) Roadmap to a single european transport area towards a competetive and resource efficient transport system. Transport white paper, Brussels, 2011
Zurück zum Zitat Gao S, Lim A, Bevly D (2016) An empirical study of DSRC V2V performance in truck platooning scenarios. Digit Commun Netw 2(4):233–244 Next Generation Wireless Communication TechnologiesCrossRef Gao S, Lim A, Bevly D (2016) An empirical study of DSRC V2V performance in truck platooning scenarios. Digit Commun Netw 2(4):233–244 Next Generation Wireless Communication TechnologiesCrossRef
Zurück zum Zitat Haupt RL, Haupt Sue Ellen (2004) Practical genetic algorithms. Wiley interscience electronic collection. Wiley, Hoboken Haupt RL, Haupt Sue Ellen (2004) Practical genetic algorithms. Wiley interscience electronic collection. Wiley, Hoboken
Zurück zum Zitat Heikoop DD, de Winter JCF, van Arem B, Stanton NA (2017) Effects of platooning on signal-detection performance, workload, and stress: a driving simulator study. Appl Ergon 60:116–127CrossRef Heikoop DD, de Winter JCF, van Arem B, Stanton NA (2017) Effects of platooning on signal-detection performance, workload, and stress: a driving simulator study. Appl Ergon 60:116–127CrossRef
Zurück zum Zitat Kammer C (2013) Coordinated heavy truck platoon routing using global and locally distributed approaches. Master’s degree project, KTH Electrical Engineering, Stockholm, Sweden (April) Kammer C (2013) Coordinated heavy truck platoon routing using global and locally distributed approaches. Master’s degree project, KTH Electrical Engineering, Stockholm, Sweden (April)
Zurück zum Zitat Kianfar R, Falcone P, Fredriksson J (2015) A control matching model predictive control approach to string stable vehicle platooning. Control Eng Pract 45:163–173CrossRef Kianfar R, Falcone P, Fredriksson J (2015) A control matching model predictive control approach to string stable vehicle platooning. Control Eng Pract 45:163–173CrossRef
Zurück zum Zitat Larsson E, Sennton G, Larson J (2015) The vehicle platooning problem: computational complexity and heuristics. Transp Res Part C 60:258–277CrossRef Larsson E, Sennton G, Larson J (2015) The vehicle platooning problem: computational complexity and heuristics. Transp Res Part C 60:258–277CrossRef
Zurück zum Zitat Li B (2017) Stochastic modeling for vehicle platoons (i): dynamic grouping behavior and online platoon recognition. Transp Res Part B: Methodol 95:364–377CrossRef Li B (2017) Stochastic modeling for vehicle platoons (i): dynamic grouping behavior and online platoon recognition. Transp Res Part B: Methodol 95:364–377CrossRef
Zurück zum Zitat Li B (2017) Stochastic modeling for vehicle platoons (ii): statistical characteristics. Transp Res Part B Methodol 95:378–393CrossRef Li B (2017) Stochastic modeling for vehicle platoons (ii): statistical characteristics. Transp Res Part B Methodol 95:378–393CrossRef
Zurück zum Zitat Liang K-Y (2014) Coordination and routing for fuel-efficient heavy-duty vehicle platoon formation. Licentiate thesis in Electrical Engineering Stockholm, Sweden Liang K-Y (2014) Coordination and routing for fuel-efficient heavy-duty vehicle platoon formation. Licentiate thesis in Electrical Engineering Stockholm, Sweden
Zurück zum Zitat Liang KY, Deng Q, Mrtensson J, Ma X, Johansson KH (June 2015) The influence of traffic on heavy-duty vehicle platoon formation. In: Intelligent vehicles symposium (IV), 2015. IEEE, pp 150–155 Liang KY, Deng Q, Mrtensson J, Ma X, Johansson KH (June 2015) The influence of traffic on heavy-duty vehicle platoon formation. In: Intelligent vehicles symposium (IV), 2015. IEEE, pp 150–155
Zurück zum Zitat Linsenmayer S, Dimarogonas DV (July 2015) Event-triggered control for vehicle platooning. In: 2015 American control conference (ACC), pp 3101–3106 Linsenmayer S, Dimarogonas DV (July 2015) Event-triggered control for vehicle platooning. In: 2015 American control conference (ACC), pp 3101–3106
Zurück zum Zitat Liotta G (2006) Graph algorithms and applications 5. World Scientific Publishing Company, SingaporeCrossRefMATH Liotta G (2006) Graph algorithms and applications 5. World Scientific Publishing Company, SingaporeCrossRefMATH
Zurück zum Zitat Nourmohammadzadeh A, Hartmann S (2016) The fuel-efficient platooning of heavy duty vehicles by mathematical programming and genetic algorithm. In Martín-Vide C, Mizuki T, Vega-Rodríguez MA (eds) Theory and practice of natural computing: proceedings of 5th international conference, TPNC 2016, Sendai, Japan, December 12–13, 2016. Springer, pp 46–57 Nourmohammadzadeh A, Hartmann S (2016) The fuel-efficient platooning of heavy duty vehicles by mathematical programming and genetic algorithm. In Martín-Vide C, Mizuki T, Vega-Rodríguez MA (eds) Theory and practice of natural computing: proceedings of 5th international conference, TPNC 2016, Sendai, Japan, December 12–13, 2016. Springer, pp 46–57
Zurück zum Zitat Omae M, Honma N, Usami K (2012) Flexible and energy-saving platooning control using a two-layer controller. Int J Intell Transp Syst Res 10(3):115–126 Omae M, Honma N, Usami K (2012) Flexible and energy-saving platooning control using a two-layer controller. Int J Intell Transp Syst Res 10(3):115–126
Zurück zum Zitat Schroten A, Warringa G, Bles M (2012) Marginal abatement cost curves for heavy duty vehicles. In: Background report. CE Delft, Delft Schroten A, Warringa G, Bles M (2012) Marginal abatement cost curves for heavy duty vehicles. In: Background report. CE Delft, Delft
Zurück zum Zitat van de Hoef S, Johansson KH, Dimarogonas DV (2016) Computing feasible vehicle platooning opportunities for transport assignments**this work was supported by the companion eu project, the knut and alice wallenberg foundation, and the swedish research council. IFAC-PapersOnLine 49(3):43–48MathSciNetCrossRef van de Hoef S, Johansson KH, Dimarogonas DV (2016) Computing feasible vehicle platooning opportunities for transport assignments**this work was supported by the companion eu project, the knut and alice wallenberg foundation, and the swedish research council. IFAC-PapersOnLine 49(3):43–48MathSciNetCrossRef
Zurück zum Zitat van de Hoef S, Johansson KH, Dimarogonas DV (Sept 2015) Coordinating truck platooning by clustering pairwise fuel-optimal plans. In: 2015 IEEE 18th international conference on intelligent transportation systems, pp 408–415 van de Hoef S, Johansson KH, Dimarogonas DV (Sept 2015) Coordinating truck platooning by clustering pairwise fuel-optimal plans. In: 2015 IEEE 18th international conference on intelligent transportation systems, pp 408–415
Zurück zum Zitat Wang D, Pham M, Phampt CT (2005) Simulation study of vehicle platooning maneuvers with full-state tracking control. In: Simulation study of vehicle platooning maneuvers with full-state tracking control, pp 539–548 Wang D, Pham M, Phampt CT (2005) Simulation study of vehicle platooning maneuvers with full-state tracking control. In: Simulation study of vehicle platooning maneuvers with full-state tracking control, pp 539–548
Zurück zum Zitat Wilcoxon F (1945) Individual comparisons by ranking methods. Biom Bull 1(6):80–83CrossRef Wilcoxon F (1945) Individual comparisons by ranking methods. Biom Bull 1(6):80–83CrossRef
Zurück zum Zitat Zaher ME, Gechter F, Hajjar M, Gruer P (2016) An interaction model for a local approach to vehicle platoons. J Auton Syst 13:91–113CrossRef Zaher ME, Gechter F, Hajjar M, Gruer P (2016) An interaction model for a local approach to vehicle platoons. J Auton Syst 13:91–113CrossRef
Metadaten
Titel
Fuel-efficient truck platooning by a novel meta-heuristic inspired from ant colony optimisation
verfasst von
Abtin Nourmohammadzadeh
Sven Hartmann
Publikationsdatum
20.09.2018
Verlag
Springer Berlin Heidelberg
Erschienen in
Soft Computing / Ausgabe 5/2019
Print ISSN: 1432-7643
Elektronische ISSN: 1433-7479
DOI
https://doi.org/10.1007/s00500-018-3518-x

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