Articles with "decentralized data" as a keyword



State estimation for stochastic time‐varying multisensor systems with multiplicative noises: Centralized and decentralized data fusion

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Published in 2019 at "Asian Journal of Control"

DOI: 10.1002/asjc.2103

Abstract: In this paper, the state estimation problems, including filtering and one‐step prediction, are solved for uncertain stochastic time‐varying multisensor systems by using centralized and decentralized data fusion methods. Uncertainties are considered in all parts of… read more here.

Keywords: fusion; decentralized data; centralized decentralized; state ... See more keywords

Decentralized Data Analytics for Maintenance in Industrie 4.0

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Published in 2017 at "Procedia Manufacturing"

DOI: 10.1016/j.promfg.2017.07.233

Abstract: Abstract Due to the increased digital networking of machines and systems in the production area, large datasets are generated. In addition, more external sensors are installed at production systems to acquire data for production and… read more here.

Keywords: analytics maintenance; data analytics; production; decentralized data ... See more keywords

Value-compensated Decentralized Data Sharing: Can a Dual Blockchain Framework with a Proof-of-Lightweight-Shapley Algorithm Make It Possible?

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Published in 2025 at "IEEE Internet of Things Journal"

DOI: 10.1109/jiot.2025.3627962

Abstract: The recent convergence of blockchain-based federated learning (BCFL) offers enhanced data privacy, traceability, and ownership protection for decentralized data sharing. However, current research lacks consensus on accurate and fair data valuation methods for decentralized environments—a… read more here.

Keywords: value; proof lightweight; data sharing; lightweight shapley ... See more keywords

Symmetry in Blockchain-Powered Secure Decentralized Data Storage: Mitigating Risks and Ensuring Confidentiality

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Published in 2024 at "Symmetry"

DOI: 10.3390/sym16020147

Abstract: In today’s digital landscape, the exponential growth of data heightens security risks associated with traditional centralized storage systems. Utilizing blockchain technology, a shift towards decentralized data storage provides a more secure and private alternative. Central… read more here.

Keywords: data storage; symmetry; storage; confidentiality ... See more keywords