AIMC Topic: Computer Simulation

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Uneven wrapped phase pattern denoising using a deep neural network.

Applied optics Aug 20, 2022
The wrapped phase patterns obtained from an object composed of different materials have uneven gray values. In this paper, we improve the dilated-blocks-based deep convolution neural network (DBDNet) and build a new dataset for restoring the uneven g...
Neural Networks, Computer Signal-To-Noise Ratio Computer Simulation
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A survey of adaptive optimal control theory.

Mathematical biosciences and engineering : MBE Aug 18, 2022
This paper makes a survey about the recent development of optimal control based on adaptive dynamic programming (ADP). First of all, based on DP algorithm and reinforcement learning (RL) algorithm, the origin and development of the optimization idea ...
Nonlinear Dynamics Learning Neural Networks, Computer Computer Simulation Algorithms
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Scalability of Large Neural Network Simulations via Activity Tracking With Time Asynchrony and Procedural Connectivity.

Neural computation Aug 16, 2022
We present a new algorithm to efficiently simulate random models of large neural networks satisfying the property of time asynchrony. The model parameters (average firing rate, number of neurons, synaptic connection probability, and postsynaptic dura...
Computer Simulation Animals Neural Networks, Computer Mammals Action Potentials Humans Synapses Models, Neurological
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Edge detection in single multimode fiber imaging based on deep learning.

Optics express Aug 15, 2022
We propose a new edge detection scheme based on deep learning in single multimode fiber imaging. In this scheme, we creatively design a novel neural network, whose input is a one-dimensional light intensity sequence, and the output is the edge detect...
Neural Networks, Computer Computer Simulation Diagnostic Imaging Deep Learning
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Dynamics study on the effect of memristive autapse distribution on Hopfield neural network.

Chaos (Woodbury, N.Y.) Aug 1, 2022
As the shortest feedback loop of the nervous system, autapse plays an important role in the mode conversion of neurodynamics. In particular, memristive autapses can not only facilitate the adjustment of the dynamical behavior but also enhance the com...
Feedback Computer Simulation Neural Networks, Computer Neurons
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[A protein complex recognition method based on spatial-temporal graph convolution neural network].

Nan fang yi ke da xue xue bao = Journal of Southern Medical University Jul 20, 2022
OBJECTIVE: To propose a new method for mining complexes in dynamic protein network using spatiotemporal convolution neural network.
Algorithms Research Design Cluster Analysis Neural Networks, Computer Computer Simulation
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Best practice and reproducible science are required to advance artificial intelligence in real-world applications.

Briefings in bioinformatics Jul 18, 2022
Drug-induced liver injury (DILI) is one of the most significant concerns in medical practice but yet it still cannot be fully recapitulated with existing in vivo, in vitro and in silico approaches. To address this challenge, Chen et al. [ 1] develope...
Chemical and Drug Induced Liver Injury Humans Reproducibility of Results Artificial Intelligence Computer Simulation Models, Biological
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Generating and screening de novo compounds against given targets using ultrafast deep learning models as core components.

Briefings in bioinformatics Jul 18, 2022
Deep learning is an artificial intelligence technique in which models express geometric transformations over multiple levels. This method has shown great promise in various fields, including drug development. The availability of public structure data...
Neural Networks, Computer Humans Deep Learning Computer Simulation Drug Design Artificial Intelligence
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Effective drug-target interaction prediction with mutual interaction neural network.

Bioinformatics (Oxford, England) Jul 11, 2022
MOTIVATION: Accurately predicting drug-target interaction (DTI) is a crucial step to drug discovery. Recently, deep learning techniques have been widely used for DTI prediction and achieved significant performance improvement. One challenge in buildi...
Drug Development Proteins Drug Discovery Humans Computer Simulation Neural Networks, Computer
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T-S fuzzy observer-based adaptive tracking control for biological system with stage structure.

Mathematical biosciences and engineering : MBE Jul 4, 2022
In this paper, the T-S fuzzy observer-based adaptive tracking control of the biological system with stage structure is studied. First, a biological model with stage structure is established, and its stability at the equilibrium points is analyzed. Co...
Feedback Models, Biological Algorithms Fuzzy Logic Humans Computer Simulation
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