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Designing a Marketplace to Exchange AI Models for Industry 5.0

  • Alexandros Nizamis,
  • Georg Schlake,
  • Georgios Siachamis,
  • Vasileios Dimitriadis,
  • Christos Patsonakis,
  • Christian Beecks,
  • Dimosthenis Ioannidis,
  • Konstantinos Votis,
  • Dimitrios Tzovaras

摘要

Nowadays, the market for AI services is continuously growing and it is expected to exceed 5 trillion euros in the next 5 years. However, the sharing of knowledge is primarily achieved by the sharing of published AI-related papers. The sharing of the trained AI/ML models is still in its infancy stage and in some domains it does not even exist. In this chapter, a marketplace for exchanging AI models related to smart manufacturing and Industry 5.0 domains is introduced. The proposed AI Marketplace consists of a semantic-based repository that manages the AI models, a blockchain-based framework that adds the business logic and web-based user interfaces that enable models’ exploration and sharing, and transactions among the stakeholders. The purpose of this chapter is to present the implementation details of this AI Model Marketplace by highlighting the key concepts and technologies used along with the main supported functionalities. By using such a marketplace, the manufacturing companies are able to capitalize in a large variety of AI models to solve various problems enabling intelligent, flexible, and cost-effective production.