Fractional Order Complex Systems Advanced Control, Intelligent Estimation and Reinforcement Learning Image Processing​ Algorithms

Fractional-order systems extend classical integer-order models, providing a more accurate description of real-world physical phenomena. In image processing, critical techniques like noise suppression and image fusion in medical imaging are essential for clinical diagnosis and treatment. The increasi...

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Médium: E-kniha
Jazyk:angličtina
Vydáno: MDPI - Multidisciplinary Digital Publishing Institute 2025
Témata:
adaptive
admissibility
apple
body segmentation
CNP
convolutional neural network
deep image enhancement
deep learning
denial-of-service (DoS) attacks
descriptor fractional order systems
discrete-time networked systems
disturbance observer
edges
finger-vein recognition
finite-time command filter
fractal dimension
fractal dimension estimation
fractal geometry
fractional differential inverse distance weighted
fractional differentiation
fractional powers
fractional-order
fractional-order differential
fractional-order modeling and identification
gender recognition
generalized criteria
generative adversarial network
harvesting robot
heterogeneous data
image fusion
infrared light images
large inertia and time delay
limited camera viewing angle
linear matrix inequality
lower-triangular systems
Mathematics and Science
missing plant parts
multi-focus image
multivariate regression analysis
n/a
nonlinear surface fitting
nonparametric uncertainties
NSCT
optical flow estimation
plant image classification and segmentation
plant images
prescribed performance
proportional integral controller
reference tracking
Reference, Information and Interdisciplinary subjects
Research and information: general
security control
selective catalytic reduction denitrification process
singular fractional order systems
small training data
spoof attack
spoof detection
stability
surveillance system
swarm intelligence optimization
unified criterion
unmanned surface vehicles
weed and crop semantic segmentation
ISBN:9783725834037, 3725834040, 3725834032, 9783725834044
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Popis
Shrnutí:Fractional-order systems extend classical integer-order models, providing a more accurate description of real-world physical phenomena. In image processing, critical techniques like noise suppression and image fusion in medical imaging are essential for clinical diagnosis and treatment. The increasing diversity of image acquisition models has further emphasized the importance of these techniques. Recent advancements have positioned fractional operators as a key component in image processing, serving as powerful tools for noise reduction and feature enhancement. Additionally, the development of new fractional operating tools has significantly enhanced the analysis and design of nonlinear control systems. Singular systems, characterized by singular differential equations, exhibit unique properties distinct from classical systems. Methodologies for fractional-order control systems, inspired by integer-order approaches, are gaining traction within the control community due to their enhanced capabilities. This Special Issue highlights the latest developments in fractional calculus and its transformative impact across multiple disciplines, setting the stage for future innovations in applied mathematics and engineering.
ISBN:9783725834037
3725834040
3725834032
9783725834044
DOI:10.3390/books978-3-7258-3404-4