Eine Plattform für die Wissenschaft: Bauingenieurwesen, Architektur und Urbanistik
Eine Plattform für die Wissenschaft: Bauingenieurwesen, Architektur und Urbanistik
Beyond Blockchain: Enhancing Data Sharing in Supply Chains through Horizontal Federated Learning in IoT-Enabled VMI Systems
This paper introduces a Vendor Managed Inventory (VMI)-based framework designed to facilitate data exchange in supply chain systems while addressing challenges associated with blockchain-based VMI technologies, such as data privacy and scalability. The framework employs Horizontal Federated Learning (HFL) within IoT-enabled VMI systems, featuring a multi-layered network architecture. This architecture, comprising IoT sensors, edge computing, a core network, cloud computing, and a VMI interface, ensures secure, efficient, and real-time data processing across the supply chain. Comparative analysis highlights HFL's advantages over blockchain in terms of privacy, scalability, energy consumption, and cost-efficiency, establishing it as an optimal solution for modern, agile supply chains. The findings affirm HFL's potential for VMI applications, offering a sustainable, adaptable, and partnership-oriented approach to supply chain management in the digital era.
Beyond Blockchain: Enhancing Data Sharing in Supply Chains through Horizontal Federated Learning in IoT-Enabled VMI Systems
This paper introduces a Vendor Managed Inventory (VMI)-based framework designed to facilitate data exchange in supply chain systems while addressing challenges associated with blockchain-based VMI technologies, such as data privacy and scalability. The framework employs Horizontal Federated Learning (HFL) within IoT-enabled VMI systems, featuring a multi-layered network architecture. This architecture, comprising IoT sensors, edge computing, a core network, cloud computing, and a VMI interface, ensures secure, efficient, and real-time data processing across the supply chain. Comparative analysis highlights HFL's advantages over blockchain in terms of privacy, scalability, energy consumption, and cost-efficiency, establishing it as an optimal solution for modern, agile supply chains. The findings affirm HFL's potential for VMI applications, offering a sustainable, adaptable, and partnership-oriented approach to supply chain management in the digital era.
Beyond Blockchain: Enhancing Data Sharing in Supply Chains through Horizontal Federated Learning in IoT-Enabled VMI Systems
Kandil, Sarah (Autor:in) / Marzbani, Fatemeh (Autor:in) / Shamayleh, Abdulrahim (Autor:in)
03.06.2024
421233 byte
Aufsatz (Konferenz)
Elektronische Ressource
Englisch
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