**Commenced**in January 2007

**Frequency:**Monthly

**Edition:**International

**Paper Count:**31093

##### SMART: Solution Methods with Ants Running by Types

**Authors:**
Nicolas Zufferey

**Abstract:**

**Keywords:**
Optimization,
Metaheuristics,
Ant Algorithms,
evolutionary procedures,
population-based methods

**Digital Object Identifier (DOI):**
doi.org/10.5281/zenodo.1338622

**References:**

[1] N. Zufferey, “Metaheuristics: some Principles for an Efficient Design,” Computer Technology and Applications, vol. 3 (6), pp. 446 – 462, 2012.

[2] M. Gendreau and J.-Y. Potvin, Handbook of Metaheuristics, ser. International Series in Operations Research & Management Science. Springer, 2010, vol. 146.

[3] M. Dorigo, “Optimization, learning and natural algorithms (in Italian),” Ph.D. dissertation, Politecnico di Milano, Dipartimento di Elettronica, Italy, 1992.

[4] C. Blum, “Ant colony optimization: Introduction and recent trends,” Physics of Life Reviews, vol. 2(4), pp. 353–373, 2005.

[5] M. Dorigo, M. Birattari, and T. Stuetzle, “Ant colony optimization – artificial ants as a computational intelligence technique,” IEEE Computational Intelligence Magazine, vol. 1 (4), pp. 28–39, 2006.

[6] M. Dorigo and T. Stuetzle, Handbook of Metaheuristics. In F. Glover and G. Kochenberger (Eds), 2003, vol. 57, ch. The Ant Colony Optimization Metaheuristic: Algorithms, Applications, and Advances, pp. 251–285.

[7] N. Zufferey, “Optimization by ant algorithms: Possible roles for an individual ant,” Optimization Letters, vol. 6 (5), pp. 963 – 973, 2012.

[8] “Design and classification of ant metaheuristics,” in Proceedings of the 22nd Euromicro International Conference on Parallel, Distributed and Network-Based Processing (PDP 2014), Turin, Italy, February 12 – 14 2014.

[9] L. Luyet, S. Varone, and N. Zufferey, “An Ant Algorithm for the Steiner Tree Problem in Graphs,” Lecture Notes in Computer Science, vol. 4448, pp. 42 – 51, 2007.

[10] N. Zufferey, J. Farres, and R. Glardon, “Ant metaheuristics with adapted personalities for the vehicle routing problem,” in Proceedings of the 6th International Conference on Computational Logistics (ICCL 2015), Delft, Nederland, September 23 – 25 2015.

[11] M. Plumettaz, D. Schindl, and N. Zufferey, “Ant local search and its efficient adaptation to graph colouring,” Journal of the Operational Research Society, vol. 61, pp. 819 – 826, 2010.

[12] A. Hertz, D. Schindl, and N. Zufferey, “Lower bounding and tabu search procedures for the frequency assignment problem with polarization constraints,” 4OR, vol. 3 (2), pp. 139 – 161, 2005.

[13] J.-F. Cordeau, M. Gendreau, A. Hertz, G. Laporte, and J.-S. Sormany, Logistics Systems: Design and Optimization. Springer, 2005, ch. New Heuristics for the Vehicle Routing Problem, pp. 270–297.

[14] J.-F. Cordeau, M. Gendreau, G. Laporte, J.-Y. Potvin, and F. Semet, “A Guide to Vehicle Routing Heuristics,” Journal of the Operational Research Society, vol. 53 (5), pp. 512–522, 2002.

[15] J.-F. Cordeau and G. Laporte, Metaheuristic Optimization via Memory and Evolution: Tabu Search and Scatter Search. Boston: Kluwer, 2004, ch. Tabu search heuristics for the vehicle routing problem, pp. 145–163.

[16] M. Gendreau, G. Laporte, and J.-Y. Potvin, The Vehicle Routing Problem. Philadelphia: SIAM Monographs on Discrete Mathematics and Applications, 2002, ch. Metaheuristics for the VRP, pp. 129–154.

[17] B. L. Golden, E. A. Wasil, J. P. Kelly, and I.-M. Chao, Fleet Management and Logistics. Boston: Kluwer, 1998, ch. Metaheuristics in vehicle routing, pp. 33–56.

[18] G. Laporte and F. Semet, The Vehicle Routing Problem. Philadelphia: SIAM Monographs on Discrete Mathematics and Applications, 2002, ch. Classical heuristics for the capacitated VRP, pp. 109–128.

[19] S. Lin, “Computer solutions of the traveling salesman problem,” Bell System Technical Journal, vol. 44, pp. 2245–2269, 1965.

[20] I. Or, “Traveling salesman-type combinatorial problems and their relation to the logistics of regional blood banking,” Ph.D. dissertation, Nortwester University, USA, 1976.

[21] N. Christofides, A. Mingozzi, and P. Toth, Combinatorial Optimization, 1979, ch. The vehicle routing problem, pp. 315 – 338.

[22] D. Mester and O. Braysy, “Active-guided evolution strategies for large-scale capacitated vehicle routing problems,” Computers & Operations Research, vol. 34 (10), pp. 2964 – 2975, 2007.