AIMC Topic: Computer Simulation

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A hybrid deep learning approach to improve real-time effluent quality prediction in wastewater treatment plant.

Water research Dec 30, 2023
Wastewater treatment plant (WWTP) operation is usually intricate due to large variations in influent characteristics and nonlinear sewage treatment processes. Effective modeling of WWTP effluent water quality can provide valuable decision-making supp...
Neural Networks, Computer Water Quality Computer Simulation Deep Learning Water Purification
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Effect of Feedback Modality on Simulated Surgical Skills Learning Using Automated Educational Systems- A Four-Arm Randomized Control Trial.

Journal of surgical education Dec 29, 2023
OBJECTIVE: To explore optimal feedback methodologies to enhance trainee skill acquisition in simulated surgical bimanual skills learning during brain tumor resections.
Simulation Training Feedback Clinical Competence Computer Simulation Artificial Intelligence Prospective Studies Humans
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Fixed-time synchronization of complex-valued neural networks for image protection and 3D point cloud information protection.

Neural networks : the official journal of the International Neural Network Society Dec 27, 2023
This paper studies the fixed-time synchronization (FDTS) of complex-valued neural networks (CVNNs) based on quantized intermittent control (QIC) and applies it to image protection and 3D point cloud information protection. A new controller was design...
Time Factors Computer Simulation Neural Networks, Computer
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Novel criteria of sampled-data synchronization controller design for gated recurrent unit neural networks under mismatched parameters.

Neural networks : the official journal of the International Neural Network Society Dec 23, 2023
Synchronization between neural networks (NNs) has been intensively investigated to analyze stability, convergence properties, neuronal behaviors and response to various inputs. However, synchronization techniques of NNs with gated recurrent units (GR...
Computer Simulation Time Factors Neural Networks, Computer
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A cellular automata model coupled with partitioning CNN-LSTM and PLUS models for urban land change simulation.

Journal of environmental management Dec 21, 2023
Urbanisation is a key aspect of land use change (LUC), and accurately modelling of urban LUC is crucial for sustainable development. Cellular automata (CA) are widely used in LUC research. However, previous studies have overlooked the significant tem...
Cellular Automata Sustainable Development Computer Simulation Neural Networks, Computer Urbanization
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Modular hierarchical reinforcement learning for multi-destination navigation in hybrid crowds.

Neural networks : the official journal of the International Neural Network Society Dec 20, 2023
Real-world robot applications usually require navigating agents to face multiple destinations. Besides, the real-world crowded environments usually contain dynamic and static crowds that implicitly interact with each other during navigation. To addre...
Reinforcement, Psychology Crowding Motion Deep Learning Computer Simulation
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Structure-based approaches against COVID-19.

Journal of the Chinese Medical Association : JCMA Dec 20, 2023
The coronavirus disease 2019 (COVID-19) pandemic has had a major impact on human life. This review highlights the versatile roles of both classical and modern structure-based approaches for COVID-19. X-ray crystallography, nuclear magnetic resonance ...
COVID-19 Computer Simulation Artificial Intelligence Humans COVID-19 Vaccines SARS-CoV-2
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Simulation-based design optimization for statistical power: Utilizing machine learning.

Psychological methods Dec 14, 2023
The planning of adequately powered research designs increasingly goes beyond determining a suitable sample size. More challenging scenarios demand simultaneous tuning of multiple design parameter dimensions and can only be addressed using Monte Carlo...
Machine Learning Research Design Humans Data Interpretation, Statistical Psychology Models, Statistical Computer Simulation
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Intelligent selection of healthcare supply chain mode - an applied research based on artificial intelligence.

Frontiers in public health Dec 11, 2023
INTRODUCTION: Due to the inefficiency and high cost of the current healthcare supply chain mode, in order to adapt to the great changes in the global economy and public health, it is urgent to choose an effective mode for sustainable development of h...
Research Computer Simulation Neural Networks, Computer Artificial Intelligence Algorithms
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Enhancing interpretability and generalizability of deep learning-based emulator in three-dimensional lake hydrodynamics using Koopman operator and transfer learning: Demonstrated on the example of lake Zurich.

Water research Dec 10, 2023
Three-dimensional lake hydrodynamic model is a powerful tool widely used to assess hydrological condition changes of lake. However, its computational cost becomes problematic when forecasting the state of large lakes or using high-resolution simulati...
Lakes Hydrodynamics Deep Learning Neural Networks, Computer Computer Simulation
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