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Article Dans Une Revue Engineering Applications of Artificial Intelligence Année : 2020

Cost of selfishness in the allocation of cities in the Multiple Travelling Salesmen Problem

Résumé

The decision to centralise or decentralise human organisations requires quantified evidence but little is available in the literature. We provide such data in a variant of the Multiple Travelling Salesmen Problem (MTSP) in which we study how the allocation sub-problem may be decentralised among selfish selfmen. Our contributions are (i) this modification of the MTSP in order to include selfishness, (ii) the proposition of organisations to solve this modified MTSP, and (iii) the comparison of these organisations. Our 5 organisations may be summarised as follows: (i) OptDecentr is a pure Centralised Organisation (CO) in which a Central Authority (CA) finds the best solution which could be found by a Decentralised Organisation (DO), (ii) Cluster and (iii) Auction are CO/DO hybrids, and (iv) P2P and (v) CNP are pure DO. Sixth and seventh organisations are used as benchmarks: (vi) NoRealloc is a pure DO which ignores the allocation problem, and (vii) FullCentr is a pure CO which solves a different problem, viz., the traditional MTSP. Comparing the efficiency of pairs of these mechanisms quantify the price of decentralising an organisation. In particular, our model of selfishness in OptDecentr makes the total route length 30% (respectively, 60%) longer with 5 (respectively, 9) salesmen than the traditional MTSP in FullCentr when the computation time is limited to 30 minutes. With this time limit, our results also seem to indicate that the level of coercion of the CA impacts more the total route length than the level of centralisation.
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Dates et versions

hal-01917948 , version 1 (13-11-2018)
hal-01917948 , version 2 (19-01-2020)

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Thierry Moyaux, Eric Marcon. Cost of selfishness in the allocation of cities in the Multiple Travelling Salesmen Problem. Engineering Applications of Artificial Intelligence, 2020, 89, pp.103429. ⟨10.1016/j.engappai.2019.103429⟩. ⟨hal-01917948v2⟩
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