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Robust federated learning for cloud environments using evolutionary optimization and blockchain. [PDF]

Sci Rep
Panimalar SP, Gunasundari S.
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dGAMLSS: an exact, distributed algorithm to fit Generalized Additive Models for Location, Scale, and Shape for privacy-preserving population reference charts. [PDF]

Bioinformatics
Hu F, Tong J, Gardner M, Lifespan Brain Chart Consortium , Chen AA, Bethlehem RAI, Seidlitz J, Li H, Alexander-Bloch A, Chen Y, Shinohara RT.   +10 more
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IDENTIFICATION OF SYSTEM PARAMETERS IN DISTRIBUTED PARAMETER SYSTEMS

IFAC Proceedings Volumes, 1990
The problem of identifying system parameters for time-invariant distributed parameter systems subject to unknown boundary conditions and initial conditions is investigated. An extension of the linear integral filter is made for handling partial derivatives of multi-variable functions. In the noise-free case, applying the extended linear integral filter
S. Sagara, Zhen-Yu Zhao
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OBSERVERS FOR DISTRIBUTED-PARAMETER SYSTEMS

IFAC Proceedings Volumes, 1989
This paper introduces a series of problems on state estimation for parabolic systems on the basis of measurements generated by sensors in the presence of unknown but bounded disturbances. Observability issues and relations to stochastic filtering schemes for distributed processes are also discussed.
Kurzhanski, A.B., Khapalov, A.Y.
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Parameter identification of distributed parameter systems

Mathematical Biosciences, 1985
The problem of parameter identification for distributed parameter systems is placed in an abstract system-theoretic context, and necessary and sufficient conditions developed for parameter identifiability. Applications are given for parabolic partial differential equations.
Travis, C. C., White, L. W.
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Singular distributed parameter systems

IEE Proceedings D Control Theory and Applications, 1993
Summary: The paper deals with the distributed parameter systems described by coupled partial differential equations with singular matrix coefficients. Initial-boundary-value problems are considered in the light of both singular 1d systems theory and the Fourier approach to distributed parameter systems.
Trzaska, Z., Marszalek, W.
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Identification of Degenerate Distributed Parameter Systems

IFAC Proceedings Volumes, 1989
Abstract An abstract approximation theory for the identification of linear degenerate distributed parameter systems is developed. Central to the approach is an abstract approximation result for regular and degenerate implicit distributed systems in the spirit of the Trotter-Kato Theorem for the approximation of linear semigroups.
P.K. Lamm, C.K. Lo, I.G. Rosen
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Parallel Control of Distributed Parameter Systems

IEEE Transactions on Cybernetics, 2018
In this paper, we study the control problems of distributed parameter systems, and discuss the limitations of traditional control methods. In recent years, social factors have gradually become an essential parameter of system modeling. For complex distributed parameter systems, the accurate modeling becomes difficult.
Yuhua Song, Xiuyu He, Zhijie Liu, Wei He, Changyin Sun, Fei-Yue Wang   +5 more
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Estimation of Distributed Parameter Systems

Journal of Guidance, Control, and Dynamics, 1982
The estimation and control of large flexible space structures pose significant new control technology problems. One major problem area is the closed-loop stability of a structure that has been modeled with truncated modal dynamics. Stability problems arise due to the control design process beginning with a deficient model.
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