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DESIGN AND OPTIMIZATION OF INTELLIGENT LOGISTICS SYSTEM BASED ON MACHINE VISION AND SSD-MOBILENETV2 MODEL

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SEPTEMBER 2025   -  Volume: 100 -  Pages: 415-421

DOI:

https://doi.org/10.52152/D11329

Authors:

JUN CHEN - LAN JIANG

Disciplines:

  • Computer Sciences (AUTOMATED QUALITY CONTROL / SISTEMAS AUTOMATIZADOS DE CONTROL DE CALIDAD )

Downloads:   3

How to cite this paper:  
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Received Date :   9 September 2024

Reviewing Date :   7 November 2024

Accepted Date :   9 June 2025


Key words:
machine vision; SSD; MobileNetV2; intelligent; logistics; Sorting; Design ;Optimization;System design;Mechanical intelligence;Modern transportation;Logistics process
Article type:
ARTICULO DE INVESTIGACION / RESEARCH ARTICLE
Section:
RESEARCH ARTICLES

In order to optimize the intelligent logistics system, improve the logistics and transportation indicators, reduce the occurrence of misuse, and improve the operation efficiency of the system. In this paper, we use MobileNetV2 and SSD (Single Engine, Multi-Box Detector) to build the operating data of an intelligent logistics system, and use the multi-signal data simplification of SSD to minimize transportation, sorting, and sorting, and integrate with MobileNetV2. Firstly, the MobileNetV2 method is used to judge the pixel and graphic data in logistics, simplify the data complexity, and determine the key points of the data.The results show that the compliant transportation, speed adjustment, cross-data transmission, transportation data, selection time, system occupancy and multi-logistics tasks of the SSD-MobileNetV2 model are 0.12, 0.59, 0.47, 0.68, 0.64, 0.36, 0.78 and 0.67, which are significantly better than those of 0.14, 0.44, 0.32, 0.41, 0.44, 0.11, 0.15 and 0.27 indicate that the method proposed in this paper can significantly optimize the logistics index. In terms of transportation distance, the comprehensive rates of SSD, MobileNetV2, Manual statistics and SSD-MobileNetV2 methods were 35.36%, 22.08%, 30.12% and 42.75%, respectively, indicating that the SSD-MobileNetV2 method had the best optimization effect ? It can be seen that SSD-MobileNetV2 can optimize the intelligent logistics system and improve the operation effect.
Keywords: machine vision; SSD; MobileNetV2; intelligent; logistics; Sorting; Design ;Optimization;System design;Mechanical

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