A platform for research: civil engineering, architecture and urbanism
A platform for research: civil engineering, architecture and urbanism
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 (author) / Marzbani, Fatemeh (author) / Shamayleh, Abdulrahim (author)
2024-06-03
421233 byte
Conference paper
Electronic Resource
English
| TIBKAT | 2022
Blockchain-Enabled Sustainable Supply Chain under Information Sharing and Recovery Quality Efforts
| DOAJ | 2023
Shifting trust in construction supply chains through blockchain technology
| BASE | 2020
Shifting trust in construction supply chains through blockchain technology
| Emerald Group Publishing | 2020