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Data · dataset · 2025

Comparison of agent-based scheduling to look-ahead heuristics for real-time transportation problems

Listed in Borealis

We consider the real-time scheduling of full truckload transportation orders with time windows that arrive during schedule execution.

Description

Because a fast scheduling method is required, look-ahead heuristics are traditionally used to solve these kinds of problems. As an alternative, we introduce an agent-based approach where intelligent vehicle agents schedule their own routes.

They interact with job agents, who strive for minimum transportation costs, using a Vickrey auction for each incoming order. This approach offers several advantages: it is fast, requires relatively little information and facilitates easy schedule adjustments in reaction to information updates. We compare the agent-based approach to more traditional hierarchical heuristics in an extensive simulation experiment.

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We find that a properly designed multi-agent approach performs as good as or even better than traditional methods. Particularly, the multi-agent approach yields less empty miles and a more stable service level.

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Where it is published

Catalogue records · 1

Topics

Stated by source
Engineering
From keywords
Engineering
Inferred from text
Simulation 75% · Urban and regional planning 71%
Provenance · 1 source records, 10 field assertions
SourceKeyLast seenRaw
Borealisdoi:10.5683/SP3/88IP8M9 d agoJSON v1
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concepts[method].local:method:simulationenrichment · borealisdata cakeyword-concept-rules@1.0.0title+description (75%)
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