By Tonci Caric and Hrvoje Gold

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This implies that the success probability for k runs (in k runs there is at least one successful run) is exactly 1 - (1 - p) k and that the MSF for reaching a requested accuracy level AL can be easily computed using a geometrical distribution with success probability p. The accuracy of the estimation of PM and MSF depends on the number of runs that are used to estimate AvRT ( A, P ) and p (T). Two important key parameters of iterative multi-start algorithms are the number of algorithm restarts and the maximal number of iterations.

A Two-Stage Heuristic with Ejection Pools and Generalized Ejection Chains for the Vehicle-Routing Problem with Time Windows, INFORMS Journal on Computing, Vol. 19, No. 3, (Summer 2007) pp. ; Bräysy, O. & Dullaert, W. (2007). A multi-parametric evolution strategies algorithm for vehicle routing problems. Expert Systems with Applications, Vol. 32, No. 2, (February 2007) pp. N. H. (1953). Equations of State Calculations by Fast Computing Machines. The Journal of Chemical Physics, Vol. 21, No. 6, (June 1953) pp.

We are given a fixed N or infinite number of vehicles with limited capacity cv (measured in weight or volume) and M customers’ requests, in which each request rqj demands a delivery service for Qj quantity of goods/service, to different locations. The distance, usually measured in term of minutes or hours required for travel, between any two possible delivery points is also provided, usually as a distance matrix. Then, our task is to optimize certain user-defined criteria subject to the following basic constraints: 1.

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