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基于 BP 神经网络算法的粤港陆运通关效率

The Customs Clearance Efficiency of Guangdong-Hong Kong Land Transportation Based on BP Neural Network Algorithm.

机构信息

Guangzhou Huaxia Vocational College, Guangzhou, Guangdong 510900, China.

出版信息

Comput Intell Neurosci. 2022 Jul 31;2022:9964795. doi: 10.1155/2022/9964795. eCollection 2022.

Abstract

With the continuous development of the economy, the trade volume of customs clearance by land transportation between Guangdong and Hong Kong is increasing, but there are many problems in customs clearance by land transportation between Guangdong and Hong Kong. Therefore, it is necessary to start with the logistics mode of land transportation between Guangdong and Hong Kong, reduce the cost of customs clearance by land transportation between Guangdong and Hong Kong, and increase the trade volume by land transportation between the two places. This paper systematically analyzes the present situation of customs clearance efficiency in China and introduces BPNN (BP neural network) algorithm to optimize customs clearance. The detailed idea and process of the algorithm are introduced, and the BPNN trained by the algorithm is applied to function approximation. The simulation results show that this scheme can not only improve the convergence speed of the algorithm in the training process but also the trained BPNN has strong adaptive and self-learning ability. Comparing the customs clearance efficiency before and after the improvement, the results show that the improved customs clearance efficiency is higher and can save a lot of time, thus verifying the effectiveness and applicability of the model-solving algorithm.

摘要

随着经济的不断发展,粤港陆路口岸通关贸易量不断增加,但粤港陆路口岸通关仍存在诸多问题。因此,有必要从粤港陆运物流模式入手,降低粤港陆运通关成本,增加两地陆运贸易量。本文系统分析了我国通关效率的现状,并引入 BPNN(BP 神经网络)算法对通关进行优化。介绍了算法的详细思路和流程,并将算法训练得到的 BPNN 应用于函数逼近。仿真结果表明,该方案不仅可以提高算法在训练过程中的收敛速度,而且训练得到的 BPNN 具有较强的自适应和自学习能力。通过比较改进前后的通关效率,结果表明改进后的通关效率更高,可以节省大量时间,从而验证了模型求解算法的有效性和适用性。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/dca5/9357772/06df0d56f115/CIN2022-9964795.001.jpg

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