A logistics network sorting center volume prediction optimisation method

Wenjin Qin

doi:10.1117/12.3054544

20 December 2024 A logistics network sorting center volume prediction optimisation method

Wenjin Qin

Author Affiliations +

Proceedings Volume 13421, Eighth International Conference on Traffic Engineering and Transportation System (ICTETS 2024); 1342155 (2024) https://doi.org/10.1117/12.3054544
Event: Eighth International Conference on Traffic Engineering and Transportation System (ICTETS 2024), 2024, Dalian, China

Abstract

With the rapid development of commercial network and the continuous change of consumer demand, the sorting center as a key node in the e-commerce logistics network, the improvement of its management efficiency is particularly important, and the selection of the sorting center cargo volume prediction model is an important part of the management efficiency improvement. This paper proposes a logistics network sorting center volume prediction optimization method, establishes three kinds of volume prediction models based on ARIMA, BiLSTM and BPNN, and establishes a prediction model quantitative index system for comparison and evaluation of prediction models. Through modelling and simulation analysis, the BiLSTM model is selected to achieve the best prediction effect, and the effectiveness of the proposed method is verified by the actual logistics cargo volume cases.

(2024) Published by SPIE. Downloading of the abstract is permitted for personal use only.

Citation Download Citation

Wenjin Qin "A logistics network sorting center volume prediction optimisation method", Proc. SPIE 13421, Eighth International Conference on Traffic Engineering and Transportation System (ICTETS 2024), 1342155 (20 December 2024); https://doi.org/10.1117/12.3054544

ACCESS THE FULL ARTICLE

INSTITUTIONAL
Select your institution to access the SPIE Digital Library.

SELECT YOUR INSTITUTION

PERSONAL
Sign in with your SPIE account to access your personal subscriptions or to use specific features such as save to my library, sign up for alerts, save searches, etc.

PERSONAL SIGN IN

No SPIE Account? Create one

;

PURCHASE THIS CONTENT

SUBSCRIBE TO DIGITAL LIBRARY

50 downloads per 1-year subscription

Members: $195

Non-members: $335 ADD TO CART

25 downloads per 1 - year subscription

Members: $145

Non-members: $250 ADD TO CART

PURCHASE SINGLE ARTICLE