Σχεδιασμός και λειτουργία ενός συστήματος διαχείρισης αποθήκης με τη χρήση ευφυών τεχνικών

Πολυχρονόπουλος, Παρασκευάς

Design and operation of a warehouse management system using Artificial Intelligence techniques

Bachelor Dissertation

Author

Πολυχρονόπουλος, Παρασκευάς

Date

2026-09

Abstract

This thesis studies the role of artificial intelligence in Warehouse Management Systems (WMS). It first reviews the recent literature on the evolution of WMS, the enabling technologies that surrounds them (IoT, RFID, cloud computing) and the applications of machine learning in demand forecasting, process optimization and anomaly detection. Alternative modelling approaches are then examined and a multi-layer architecture for an intelligent WMS is proposed. In the practical part, a prototype system (demo) is developed in Python, implementing demand forecasting with linear regression, automatic stock replen-ishment recommendations with safety stock, and simulation of warehouse operation over successive cy-cles, with results exported to Excel files. The thesis concludes with an analysis of the findings and the prospects for extending the system.

Department

Σχολή Τεχνολογιών Πληροφορικής και Επικοινωνιών. Τμήμα Πληροφορικής

Number of pages

Language

Greek

URI

https://dione.lib.unipi.gr/xmlui/handle/unipi/19792

Collections

Τμήμα Πληροφορικής

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Αναφορά Δημιουργού - Μη Εμπορική Χρήση - Παρόμοια Διανομή 3.0 Ελλάδα