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Data-driven control of complex networks [PDF]

open access: yesNature Communications, 2021
Controlling the behavior of a complex network usually requires a knowledge of the network dynamics. Baggio et al. propose a data-driven framework to control a complex dynamical network, effective for non-complete or random datasets, which is of relevance
Giacomo Baggio   +2 more
doaj   +7 more sources

Integration of Precision Agriculture Techniques for Pest Management

open access: yesEnvironmental Sciences Proceedings, 2022
Horticultural crops have a special impact on a nation’s economy due to their significance in raising the living standards of farmers. The traditional method for crop protection is becoming ineffective with an increase in climate change effects. Precision
Sehrish Kanwal   +8 more
doaj   +1 more source

Detecting the overfilled status of domestic and commercial bins using computer vision

open access: yesIntelligent Systems with Applications, 2023
As the amount of waste being produced globally is increasing, there is a need for more efficient waste management solutions to accommodate this expansion. The first step in waste management is the collection of bins or containers.
Cathaoir Agnew   +8 more
doaj   +1 more source

Context Recognition Algorithms for Energy-Efficient Freezing-of-Gait Detection in Parkinson’s Disease

open access: yesSensors, 2023
Freezing of gait (FoG) is a disabling clinical phenomenon of Parkinson’s disease (PD) characterized by the inability to move the feet forward despite the intention to walk. It is one of the most troublesome symptoms of PD, leading to an increased risk of
Luigi Borzì   +2 more
doaj   +1 more source

Gain-Preserving Data-Driven Approximation of the Koopman Operator and Its Application in Robust Controller Design

open access: yesMathematics, 2021
In this paper, we address the data-driven modeling of a nonlinear dynamical system while incorporating a priori information. The nonlinear system is described using the Koopman operator, which is a linear operator defined on a lifted infinite-dimensional
Keita Hara, Masaki Inoue
doaj   +1 more source

The valve opening control of the motor-operated valve using virtual internal model tuning and vata-driven prediction

open access: yesNihon Kikai Gakkai ronbunshu, 2023
This paper deals with applications of data-driven control, which is a controller tuning method that directly utilizes the data, for mechanical systems.
Taichi IKEZAKI   +6 more
doaj   +1 more source

On Online Adaptive Direct Data Driven Control

open access: yesIEEE Access, 2022
Based on our recent contributions on direct data driven control scheme, this paper continues to do some new research on direct data driven control, paving another way for latter future work on advanced control theory.
Wang Jianhong   +1 more
doaj   +1 more source

Data Driven Linear Quadratic Gaussian Control Design

open access: yesIEEE Access, 2023
The implementation of the Linear Quadratic Gaussian (LQG) scheme is often considered problematic as it requires a dynamic model of the system as a whole.
Adi Novitarini Putri   +3 more
doaj   +1 more source

Data-Driven Update of Table-Typed Controller Gain in Tracing Control System by Virtual Internal Model Tuning

open access: yesNihon Kikai Gakkai ronbunshu, 2022
In this paper, we present a new approach to data-driven update of table-typed controller gain in tracing control system. This type of control system is used in various precision processing systems for industrial products.
Noriaki IHORI   +3 more
doaj   +1 more source

Synthesis analysis for data driven model predictive control*

open access: yesSystems Science & Control Engineering, 2022
This paper shows our new contributions on data driven model predictive control, such as persistent excitation, optimal state feedback controller, output predictor and stability.
Hong Jianwang   +1 more
doaj   +1 more source

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