Logistics performance index estimating with artificial intelligence

IF 16.4 1区化学 Q1 CHEMISTRY, MULTIDISCIPLINARY

Accounts of Chemical Research Pub Date : 2023-01-01 DOI:10.1504/ijstl.2023.129876

Bilal Babayigit, Feyza Gürbüz, Berrin Denizhan

引用次数: 1

Abstract

The World Bank has presented the logistics performance index (LPI) to measure and rank countries' international logistics performance. Based on six different components, the impact of each LPI component should be further investigated. In this paper, performance criteria are ranked using MGGP. This ranking approach is the first kind of study that enables countries to prioritise and adjust measures to evaluate their logistics performance better. MGGP is a recent promising approach among machine learning techniques, and it is capable of creating linear or nonlinear prediction models. LPI datasets consisting of 790 records collected between 2010-2018 are used to train and test the proposed MGGP approach. MGGP help address the logistics performance based on the relative importance of factors. The simulation results show the superiority of the MGGP approach predicting the LPI score. The prediction equation generated by MGGP can be helpful, for policymakers and researchers in logistics, in establishing logistics plans.

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基于人工智能的物流绩效指标估算

世界银行提出了物流绩效指数(LPI)来衡量各国的国际物流绩效并对其进行排名。基于六个不同的组件，应该进一步研究每个LPI组件的影响。在本文中，使用MGGP对性能标准进行排名。这种排名方法是第一种使各国能够优先考虑和调整措施以更好地评估其物流绩效的研究。MGGP是最近一种很有前途的机器学习方法，它能够创建线性或非线性预测模型。LPI数据集由2010-2018年间收集的790条记录组成，用于训练和测试所提出的MGGP方法。MGGP帮助解决基于因素的相对重要性的物流绩效。仿真结果表明了MGGP方法预测LPI评分的优越性。由MGGP生成的预测方程可以帮助物流政策制定者和研究人员制定物流计划。

本文章由计算机程序翻译，如有差异，请以英文原文为准。

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来源期刊

Accounts of Chemical Research 化学-化学综合

CiteScore

31.40

自引率

1.10%

发文量

312

审稿时长

2 months

期刊介绍： Accounts of Chemical Research presents short, concise and critical articles offering easy-to-read overviews of basic research and applications in all areas of chemistry and biochemistry. These short reviews focus on research from the author’s own laboratory and are designed to teach the reader about a research project. In addition, Accounts of Chemical Research publishes commentaries that give an informed opinion on a current research problem. Special Issues online are devoted to a single topic of unusual activity and significance. Accounts of Chemical Research replaces the traditional article abstract with an article "Conspectus." These entries synopsize the research affording the reader a closer look at the content and significance of an article. Through this provision of a more detailed description of the article contents, the Conspectus enhances the article's discoverability by search engines and the exposure for the research.