Optimization of Logistics Processes of the Supply Chain Using RFID Technology
Ładowanie...
Data
2021
Inny tytuł
Typ
Artykuł recenzyjny
Redaktor
dc.contributor.advisor
Dyscyplina PBN
Informatyka techniczna i telekomunikacja
Czasopismo lub seria
EUROPEAN RESEARCH STUDIES JOURNAL
ISSN
1108-2976
ISBN
DOI
10.35808/ersj/2292
Strona internetowa
Wydawca
Wydawca
Wydanie
Numer
Strony od-do
Tytuł monografii
item.page.defence
Tytuł tomu
Opis
Rodzaj licencji
Abstrakt (en)
Purpose: The aim of the article is to develop a system for optimizing supply chain logistics
processes using RFID technology.
Design/Methodology/Approach: Machine learning algorithms such as Gradient Boosting,
random forests, decision trees, RUS were used to solve the problem. An RFID reader and
dedicated software were designed.
Findings: The results of the conducted research show that the methods used, a procet
application based on RFID technology, increases the company's efficiency in logistic
processes.
Practical Implications: The methods and system presented in the article can be used in the
supply chain of logistics and manufacturing companies.
Originality/Value: The novelty is the appropriate selection and use of machine learning
methods for the designed system that optimizes the logistics processes of returns using RFID
technology. A proprietary system consisting of a dedicated reader and IT application was
designed.