AIMC Topic: Computer Simulation

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Moving sampling physics-informed neural networks induced by moving mesh PDE.

Neural networks : the official journal of the International Neural Network Society Sep 10, 2024
In this work, we propose an end-to-end adaptive sampling framework based on deep neural networks and the moving mesh method (MMPDE-Net), which can adaptively generate new sampling points by solving the moving mesh PDE. This model focuses on improving...
Computer Simulation Neural Networks, Computer Deep Learning Algorithms
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Multistability and fixed-time multisynchronization of switched neural networks with state-dependent switching rules.

Neural networks : the official journal of the International Neural Network Society Sep 7, 2024
This paper presents theoretical results on the multistability and fixed-time synchronization of switched neural networks with multiple almost-periodic solutions and state-dependent switching rules. It is shown herein that the number, location, and st...
Time Factors Neural Networks, Computer Algorithms Models, Neurological Computer Simulation Neurons
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Computer-Simulated Virtual Image Datasets to Train Machine Learning Models for Non-Invasive Fish Detection in Recirculating Aquaculture.

Sensors (Basel, Switzerland) Sep 7, 2024
Artificial Intelligence (AI) and Machine Learning (ML) can assist producers to better manage recirculating aquaculture systems (RASs). ML is a data-intensive process, and model performance primarily depends on the quality of training data. Relatively...
Image Processing, Computer-Assisted Aquaculture Fishes Computer Simulation Animals Artificial Intelligence Machine Learning
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In silico assessments of the small molecular boron agents to pave the way for artificial intelligence-based boron neutron capture therapy.

European journal of medicinal chemistry Sep 6, 2024
Boron neutron capture therapy (BNCT) is a highly targeted, selective and effective technique to cure various types of cancers, with less harm to the healthy cells. In principle, BNCT treatment needs to distribute the boron (B) atoms inside the tumor ...
Ligands Small Molecule Libraries Boron Neutron Capture Therapy Boron Boron Compounds Molecular Structure Molecular Dynamics Simulation Neoplasms Molecular Docking Simulation Artificial Intelligence Computer Simulation Humans
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Sampled-data synchronization for fuzzy inertial cellular neural networks and its application in secure communication.

Neural networks : the official journal of the International Neural Network Society Sep 6, 2024
This paper designs the sampled-data control (SDC) scheme to delve into the synchronization problem of fuzzy inertial cellular neural networks (FICNNs). Technically, the rate at which the information or activation of cellular neuronal transmission mad...
Humans Neural Networks, Computer Computer Simulation Communication Computer Security Algorithms Fuzzy Logic Nonlinear Dynamics
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Pretrainable geometric graph neural network for antibody affinity maturation.

Nature communications Sep 6, 2024
Increasing the binding affinity of an antibody to its target antigen is a crucial task in antibody therapeutics development. This paper presents a pretrainable geometric graph neural network, GearBind, and explores its potential in in silico affinity...
Computer Simulation Deep Learning Protein Binding Humans Neural Networks, Computer Antibodies Antigens Antibody Affinity Enzyme-Linked Immunosorbent Assay Models, Molecular
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Using recurrent neural network to estimate irreducible stochasticity in human choice behavior.

eLife Sep 6, 2024
Theoretical computational models are widely used to describe latent cognitive processes. However, these models do not equally explain data across participants, with some individuals showing a bigger predictive gap than others. In the current study, w...
Choice Behavior Adult Male Stochastic Processes Computer Simulation Female Humans Reinforcement, Psychology Decision Making Neural Networks, Computer Young Adult
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GFANC-RL: Reinforcement Learning-based Generative Fixed-filter Active Noise Control.

Neural networks : the official journal of the International Neural Network Society Sep 5, 2024
The recent Generative Fixed-filter Active Noise Control (GFANC) method achieves a good trade-off between noise reduction performance and system stability. However, labelling noise data for training the Convolutional Neural Network (CNN) in GFANC is t...
Computer Simulation Machine Learning Noise Humans Algorithms Reinforcement, Psychology Neural Networks, Computer
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Complete synchronization of discrete-time fractional-order BAM neural networks with leakage and discrete delays.

Neural networks : the official journal of the International Neural Network Society Sep 5, 2024
This paper concerns complete synchronization (CS) problem of discrete-time fractional-order BAM neural networks (BAMNNs) with leakage and discrete delays. Firstly, on the basis of Caputo fractional difference theory and nabla l-Laplace transform, two...
Computer Simulation Time Factors Neural Networks, Computer Algorithms
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A Physics-Informed Neural Network approach for compartmental epidemiological models.

PLoS computational biology Sep 5, 2024
Compartmental models provide simple and efficient tools to analyze the relevant transmission processes during an outbreak, to produce short-term forecasts or transmission scenarios, and to assess the impact of vaccination campaigns. However, their ca...
Neural Networks, Computer COVID-19 Algorithms Humans Computational Biology Computer Simulation Epidemics SARS-CoV-2 Epidemiological Models
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