AIMC Topic: Nonlinear Dynamics

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nCREANN: Nonlinear Causal Relationship Estimation by Artificial Neural Network; Applied for Autism Connectivity Study.

IEEE transactions on medical imaging May 13, 2019
Quantifying causal (effective) interactions between different brain regions are very important in neuroscience research. Many conventional methods estimate effective connectivity based on linear models. However, using linear connectivity models may o...
Neural Networks, Computer Autism Spectrum Disorder Brain Humans Signal Processing, Computer-Assisted Nonlinear Dynamics Nerve Net Computer Simulation Child Electroencephalography
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Emergence of behavior through morphology: a case study on an octopus inspired manipulator.

Bioinspiration & biomimetics Apr 24, 2019
The complex motion abilities of the Octopus vulgaris have been an intriguing research topic for biologists and roboticists alike. Various studies have been conducted on the underlying control architectures employed by these high dimensional biologica...
Animals Models, Theoretical Robotics Motion Octopodiformes Nonlinear Dynamics
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Lyapunov Theory-Based Fusion Neural Networks for the Identification of Dynamic Nonlinear Systems.

International journal of neural systems Apr 21, 2019
This paper introduces a novel fusion neural architecture and the use of a novel Lyapunov theory-based algorithm, for the online approximation of the dynamics of nonlinear systems. The proposed neural system, in combination with the proposed update ru...
Computer Simulation Nonlinear Dynamics Neural Networks, Computer Machine Learning Algorithms
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Derivation of an optimal trajectory and nonlinear adaptive controller design for drug delivery in cancerous tumor chemotherapy.

Computers in biology and medicine Apr 19, 2019
Numerous models have investigated cancer behavior by considering different factors in chemotherapy. The subject of a controller design approach for these models in order to find the best rate of drug injection during the course of treatment has recen...
Humans Nonlinear Dynamics Neoplasms Antineoplastic Agents Models, Biological Neural Networks, Computer Computer Simulation
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Concurrent, Performance-Based Methodology for Increasing the Accuracy and Certainty of Short-Term Neural Prediction Systems.

Computational intelligence and neuroscience Apr 1, 2019
Accurate prediction of the short time series with highly irregular behavior is a challenging task found in many areas of modern science. Such data fluctuations are not systematic and hardly predictable. In recent years, artificial neural networks hav...
Nonlinear Dynamics Algorithms Humans Uncertainty Forecasting Neural Networks, Computer Data Accuracy
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Membrane potential resonance in non-oscillatory neurons interacts with synaptic connectivity to produce network oscillations.

Journal of computational neuroscience Mar 20, 2019
Several neuron types have been shown to exhibit (subthreshold) membrane potential resonance (MPR), defined as the occurrence of a peak in their voltage amplitude response to oscillatory input currents at a preferred (resonant) frequency. MPR has been...
Humans Neural Networks, Computer Algorithms Models, Neurological Biological Clocks Membrane Potentials Synapses Linear Models Neural Pathways Neurons Nonlinear Dynamics
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Analysis and evaluation of handwriting in patients with Parkinson's disease using kinematic, geometrical, and non-linear features.

Computer methods and programs in biomedicine Mar 13, 2019
BACKGROUND AND OBJECTIVES: Parkinson's disease is a neurological disorder that affects the motor system producing lack of coordination, resting tremor, and rigidity. Impairments in handwriting are among the main symptoms of the disease. Handwriting a...
Tremor Adult Pattern Recognition, Automated Handwriting Biomechanical Phenomena Support Vector Machine Middle Aged Male Parkinson Disease Deep Learning Humans Nonlinear Dynamics Aged Algorithms Models, Theoretical Female Aged, 80 and over Reproducibility of Results
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Myopic control of neural dynamics.

PLoS computational biology Mar 11, 2019
Manipulating the dynamics of neural systems through targeted stimulation is a frontier of research and clinical neuroscience; however, the control schemes considered for neural systems are mismatched for the unique needs of manipulating neural dynami...
Nonlinear Dynamics Humans Neural Networks, Computer Algorithms Nervous System Diseases Decision Making
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Fuzzy DEA-based classifier and its applications in healthcare management.

Health care management science Mar 8, 2019
Nonlinear fuzzy classification models have better classification performance than linear fuzzy classifiers. In many nonlinear fuzzy classification problems, piecewise-linear fuzzy discriminant functions can approximate nonlinear fuzzy discriminant fu...
Myocardial Infarction Data Mining Nonlinear Dynamics Decision Making Models, Statistical Algorithms Female Breast Neoplasms Male Decision Support Systems, Clinical Fuzzy Logic Humans Artificial Intelligence Machine Learning
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Optimization of sampling intervals for tracking control of nonlinear systems: A game theoretic approach.

Neural networks : the official journal of the International Neural Network Society Mar 8, 2019
This paper presents a near optimal adaptive event-based sampling scheme for tracking control of an affine nonlinear continuous-time system. A zero-sum game approach is proposed by introducing a novel performance index. The optimal value function, i.e...
Nonlinear Dynamics Game Theory Neural Networks, Computer Feedback
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