Applications of Artificial Intelligence in Inventory Management: A Systematic Review of the Literature

Albayrak Ünal Ö., Erkayman B., Usanmaz B.

ARCHIVES OF COMPUTATIONAL METHODS IN ENGINEERING, cilt.30, sa.4, ss.2605-2625, 2023 (SCI-Expanded) identifier identifier

  • Yayın Türü: Makale / Derleme
  • Cilt numarası: 30 Sayı: 4
  • Basım Tarihi: 2023
  • Doi Numarası: 10.1007/s11831-022-09879-5
  • Dergi Adı: ARCHIVES OF COMPUTATIONAL METHODS IN ENGINEERING
  • Derginin Tarandığı İndeksler: Science Citation Index Expanded (SCI-EXPANDED), Scopus, ABI/INFORM, Applied Science & Technology Source, Compendex, Computer & Applied Sciences, INSPEC, MathSciNet, zbMATH, DIALNET
  • Sayfa Sayıları: ss.2605-2625
  • Anahtar Kelimeler: Inventory Management, Artificial Intelligence, Machine Learning, Deep Learning, Systematic Literature Review, CLASSIFICATION APPROACH, DEMAND, OPTIMIZATION, DECISION, DESIGN, MODEL, SIMULATION, ALGORITHM, KNOWLEDGE, FRAMEWORK
  • Atatürk Üniversitesi Adresli: Evet

Özet

Today, companies that want to keep up with technological development and globalization must be able to effectively manage their supply chains to achieve high quality, increased efficiency, and low costs. Diversified customer needs, global competitors, and market competition have led companies to pay more attention to inventory management. This article provides a comprehensive and up-to-date review of Artificial Intelligence (AI) applications used in inventory management through a systematic literature review. As a result of this analysis, which focused on research articles in two scientific databases published between 2012 and 2022 for detailed study, 59 articles were identified. Furthermore, the current situation is summarized and possible future aspects of inventory management are identified. The results show that the interest in AI methods has increased in recent years and machine learning algorithms are the most commonly used methods. This study is meticulously and comprehensively conducted so it will probably make significant contributions to the further studies in this field.