Analysis of Network Movement Optimization Model Based on Time Series Forecasting and Multi-Objective Integer Optimization
DOI: 10.23977/acss.2024.080315 | Downloads: 2 | Views: 94
Author(s)
Weiyi Zhang 1
Affiliation(s)
1 School of Mathematics and Physics, Southwest University of Science and Technology, Mianyang, China
Corresponding Author
Weiyi ZhangABSTRACT
This study is devoted to the problem of predicting and optimizing the cargo volume of routes in e-commerce logistics networks. By establishing ARIMA time series and BP neural network prediction models, combined with weighted summation method to accurately predict three lines. A multi-objective integer optimization model is proposed and solved using a genetic algorithm to achieve the adjustment and optimization of daily route capacity in the case of logistics site closure. This study provides an effective network transfer optimization scheme for large logistics companies, which is expected to improve logistics efficiency, reduce costs, meet the challenges of emergencies, and promote the healthy development of the e-commerce logistics industry.
KEYWORDS
ARIMA, BP Neural Network, Genetic AlgorithmCITE THIS PAPER
Weiyi Zhang, Analysis of Network Movement Optimization Model Based on Time Series Forecasting and Multi-Objective Integer Optimization. Advances in Computer, Signals and Systems (2024) Vol. 8: 104-111. DOI: http://dx.doi.org/10.23977/acss.2024.080315.
REFERENCES
[1] Schöder D, Ding F, Campos J K. The impact of e-commerce development on urban logistics sustainability[J]. Open Journal of Social Sciences, 2016, 4(3): 1-6.
[2] Nie Y, Chen X, Wu X, et al. Emergency Transportation and Structural Prediction and Optimization of Goods Based on ARIMA and Multi-objective E-commerce Logistics Network Model[C]//2023 International Conference on Applied Intelligence and Sustainable Computing (ICAISC). IEEE, 2023: 1-8.
[3] Dimri T, Ahmad S, Sharif M. Time series analysis of climate variables using seasonal ARIMA approach[J]. Journal of Earth System Science, 2020, 129: 1-16.
[4] Stage F, Statements U A P. The ARIMA Procedure [J]. SAS Institute Inc., Cary, NC, USA, 2014.
[5] Cilimkovic M. Neural networks and back propagation algorithm [J]. Institute of Technology Blanchardstown, Blanchardstown Road North Dublin, 2015, 15(1).
[6] Li K , Wang J , Yang L ,et al.Optimization of Medium Voltage Distribution Network Based on Multi-scenario Survivability Analysis[J].Automation of Electric Power Systems, 2014, 38(1):34-37+81.DOI: 10.7500/ AEPS20130218005.
[7] Haldurai L, Madhubala T, Rajalakshmi R. A study on genetic algorithm and its applications[J]. International Journal of computer sciences and Engineering, 2016, 4(10): 139.
Downloads: | 19517 |
---|---|
Visits: | 297737 |
Sponsors, Associates, and Links
-
Power Systems Computation
-
Internet of Things (IoT) and Engineering Applications
-
Computing, Performance and Communication Systems
-
Journal of Artificial Intelligence Practice
-
Journal of Network Computing and Applications
-
Journal of Web Systems and Applications
-
Journal of Electrotechnology, Electrical Engineering and Management
-
Journal of Wireless Sensors and Sensor Networks
-
Journal of Image Processing Theory and Applications
-
Mobile Computing and Networking
-
Vehicle Power and Propulsion
-
Frontiers in Computer Vision and Pattern Recognition
-
Knowledge Discovery and Data Mining Letters
-
Big Data Analysis and Cloud Computing
-
Electrical Insulation and Dielectrics
-
Crypto and Information Security
-
Journal of Neural Information Processing
-
Collaborative and Social Computing
-
International Journal of Network and Communication Technology
-
File and Storage Technologies
-
Frontiers in Genetic and Evolutionary Computation
-
Optical Network Design and Modeling
-
Journal of Virtual Reality and Artificial Intelligence
-
Natural Language Processing and Speech Recognition
-
Journal of High-Voltage
-
Programming Languages and Operating Systems
-
Visual Communications and Image Processing
-
Journal of Systems Analysis and Integration
-
Knowledge Representation and Automated Reasoning
-
Review of Information Display Techniques
-
Data and Knowledge Engineering
-
Journal of Database Systems
-
Journal of Cluster and Grid Computing
-
Cloud and Service-Oriented Computing
-
Journal of Networking, Architecture and Storage
-
Journal of Software Engineering and Metrics
-
Visualization Techniques
-
Journal of Parallel and Distributed Processing
-
Journal of Modeling, Analysis and Simulation
-
Journal of Privacy, Trust and Security
-
Journal of Cognitive Informatics and Cognitive Computing
-
Lecture Notes on Wireless Networks and Communications
-
International Journal of Computer and Communications Security
-
Journal of Multimedia Techniques
-
Automation and Machine Learning
-
Computational Linguistics Letters
-
Journal of Computer Architecture and Design
-
Journal of Ubiquitous and Future Networks