Item talk:Q166495

OpenAlex: !!python/object/new:pyalex.api.Topic

 dictitems:
   cited_by_count: 437362
   created_date: '2024-01-23'
   description: This cluster of papers focuses on the development and application
     of physics-informed neural networks for scientific computing, particularly in
     the context of solving partial differential equations, model reduction, fluid
     dynamics, dynamic mode decomposition, and nonlinear systems. The research explores
     the integration of deep learning techniques with traditional numerical methods
     to address complex problems in physics-based modeling and simulation.
   display_name: Physics-Informed Neural Networks for Scientific Computing
   domain:
     display_name: Physical Sciences
     id: https://openalex.org/domains/3
   field:
     display_name: Physics and Astronomy
     id: https://openalex.org/fields/31
   id: https://openalex.org/T11206
   ids:
     openalex: https://openalex.org/T11206
     wikipedia: https://en.wikipedia.org/wiki/Physics-informed_neural_networks
   keywords:
   - Deep Learning
   - Partial Differential Equations
   - Model Reduction
   - Fluid Dynamics
   - Dynamic Mode Decomposition
   - Nonlinear Systems
   - Machine Learning
   - Data-Driven Modeling
   - Numerical Computing
   - Inverse Problems
   siblings:
   - display_name: Cantorian-Fractal Theory of Quantum Physics
     id: https://openalex.org/T12516
   - display_name: Chaos Synchronization and Control in Complex Systems
     id: https://openalex.org/T10244
   - display_name: Characterization of Chaotic Quantum Dynamics and Structures
     id: https://openalex.org/T11261
   - display_name: Discrete Solitons in Nonlinear Photonic Systems
     id: https://openalex.org/T11575
   - display_name: Dynamics of Complex Biological and Physical Systems
     id: https://openalex.org/T13769
   - display_name: Innovative Methods in Physics Education
     id: https://openalex.org/T12250
   - display_name: Quantum Gravity and Noncommutative Field Theories
     id: https://openalex.org/T11415
   - display_name: Rogue Waves in Nonlinear Systems
     id: https://openalex.org/T10248
   - display_name: Self-Organization and Meta-Structures
     id: https://openalex.org/T14299
   - display_name: Statistical Mechanics of Complex Networks
     id: https://openalex.org/T10064
   - display_name: Statistical Mechanics with Long-Range Interactions and Nonextensivity
     id: https://openalex.org/T12261
   - display_name: Statistical Physics of Opinion Dynamics
     id: https://openalex.org/T12592
   - display_name: Stochastic Resonance in Nonlinear Systems
     id: https://openalex.org/T11513
   - display_name: Stochastic Thermodynamics and Fluctuation Theorems
     id: https://openalex.org/T11520
   - display_name: Theoretical and Computational Physics
     id: https://openalex.org/T13126
   subfield:
     display_name: Statistical and Nonlinear Physics
     id: https://openalex.org/subfields/3109
   updated_date: '2024-05-20T05:13:25.910455'
   works_count: 34271