Beyond the Cloud: Federated Learning and Edge AI for the Next Decade

Journal of Computer and Communications, Journal Year: 2025, Volume and Issue: 13(02), P. 37 - 50

Published: Jan. 1, 2025

Language: Английский

---

Efficient Collaborative Learning in the Industrial IoT Using Federated Learning and Adaptive Weighting Based on Shapley Values

Sensors, Journal Year: 2025, Volume and Issue: 25(3), P. 969 - 969

Published: Feb. 6, 2025

The integration of the Industrial Internet Things (IIoT) and federated learning (FL) can be a promising approach to achieving secure collaborative AI-driven Industry 4.0 beyond. FL enables training global model under supervision central server while ensuring that data remain localized ensure privacy. Subsequently, locally trained models aggregated enhance process. Nevertheless, merging these local significantly impact efficacy due diversity each industry’s data. In order robustness, we propose Shapley value-based adaptive weighting mechanism trains as sequence cooperative games. client weights are adjusted based on their contributions well size variability datasets in improve performance. Furthermore, quantization strategy mitigate computational expense value computation. Our experiments demonstrate our method achieves highest accuracy compared existing methods efficient assignment weights. Additionally, nearly same with lower cost by reducing computation overhead round training.

Language: Английский

---

Adapting security and decentralized knowledge enhancement in federated learning using blockchain technology: literature review

Journal Of Big Data, Journal Year: 2025, Volume and Issue: 12(1)

Published: March 5, 2025

Language: Английский

---

Blockchain as an Enabler of Generic Business Model Realization

Blockchains, Journal Year: 2025, Volume and Issue: 3(1), P. 6 - 6

Published: March 11, 2025

The paper presents business models (BMs) for blockchain-based businesses. is a study of IT-aligned BMs categorized by the concepts and possibilities blockchain applications. research aimed to recognize analyze extent directions in which architectures influence means conducting A set almost 40,000 decentralized applications examined justify rationale behind presented analysis. This an argumentative that uses design-oriented approach, as it suitable addressing real-world problems, like analyzing models, while ensuring artifacts are created evaluated under methodological standards. Firstly, concept model analyzed. Then, theoretical analysis different made identify ones well aligned with vision obsolete or inoperative from business-conducting perspective. In end, outcome applied examples existing startups. Fifteen identified 7 sector groups recognized 55 cases detected.

Language: Английский

---

Conceptual design of the Blockchain-based Student Identity Management System (BSIMS) model for higher education personal learning environments

Deleted Journal, Journal Year: 2025, Volume and Issue: 28(1)

Published: April 21, 2025

Language: Английский

---