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An agent-based approach for project-driven supply chain problem under information asymmetry and decentralized decision-making

机译:信息不对称下的项目驱动供应链问题的基于代理的方法和分散决策

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摘要

In a project-driven supply chain, the project schedule and material supply influence one another. The effective decision-making process between the project manager and the suppliers can promote the flexibility and competitiveness of supply chains. However, due to their incompatible objectives, the suppliers are reluctant to disclose private information. By incorporating information asymmetry, we build a model to describe the decentralized decision-making process. The project manager does not know the lead time and the production/ transportation cost of the material suppliers accurately. To build an effective alliance in the supply chain, different contracts are considered to provide a positive or negative incentive for the suppliers, including a non-financial incentive contract with continuous orders. Then, we present a framework that integrates the agent-based approach and evolutionary algorithm. In the framework, the agents not only negotiate with each other to complete a solution but also jointly evaluate the solutions generated by the evolutionary algorithm. Finally, an experiment is conducted to compare the agent-based approach and the classical NSGA-Ⅱ under information symmetry. The results show that the gap between the algorithms is acceptable, especially for a large project. The results also show that the non-financial incentive contract is beneficial to all the players in the supply chain.
机译:在项目驱动的供应链,项目进度和材料供应影响彼此。项目经理和供应商之间的有效的决策过程可以促进供应链的灵活性和竞争力。然而,由于其不兼容的目标,供应商都不愿意透露私人信息。通过引入信息不对称,我们建立了一个模型来描述分散决策过程。项目经理不知道交货时间和准确的材料供应商的生产/运输成本。要建立在供应链的有效联盟,不同的合同被认为是为供应商,包括连续的订单非财政奖励合同提供正的或负向激励。然后,我们提出了一个框架,它集成了基于代理的方法和进化算法。在该框架中,代理商不仅相互协商来完成一个解决方案,但还共同评估由进化算法生成的解决方案。最后,进行实验以比较基于代理的方法和下信息对称经典NSGA-Ⅱ。结果表明,这些算法之间的间隙是可以接受的,特别是对于大的项目。研究结果还表明,非财政奖励合同是所有在供应链中的球员是有益的。

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