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OpenAlex: !!python/object/new:pyalex.api.Topic
{
   dictitems:
  "id": "https://openalex.org/T11206",
    cited_by_count: 437362
   "display_name": "Physics-Informed Neural Networks for Scientific Computing",
    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.",
    description: This cluster of papers focuses on the development and application
  "keywords": [
      of physics-informed neural networks for scientific computing, particularly in
    "Deep Learning",
      the context of solving partial differential equations, model reduction, fluid
     "Partial Differential Equations",
      dynamics, dynamic mode decomposition, and nonlinear systems. The research explores
    "Model Reduction",
      the integration of deep learning techniques with traditional numerical methods
    "Fluid Dynamics",
      to address complex problems in physics-based modeling and simulation.
    "Dynamic Mode Decomposition",
     display_name: Physics-Informed Neural Networks for Scientific Computing
    "Nonlinear Systems",
     domain:
    "Machine Learning",
      display_name: Physical Sciences
    "Data-Driven Modeling",
      id: https://openalex.org/domains/3
    "Numerical Computing",
     field:
     "Inverse Problems"
      display_name: Physics and Astronomy
  ],
      id: https://openalex.org/fields/31
  "ids": {
     id: https://openalex.org/T11206
    "openalex": "https://openalex.org/T11206",
     ids:
     "wikipedia": "https://en.wikipedia.org/wiki/Physics-informed_neural_networks"
      openalex: https://openalex.org/T11206
  },
      wikipedia: https://en.wikipedia.org/wiki/Physics-informed_neural_networks
  "subfield": {
     keywords:
     "id": "https://openalex.org/subfields/3109",
    - Deep Learning
     "display_name": "Statistical and Nonlinear Physics"
    - Partial Differential Equations
  },
     - Model Reduction
  "field": {
    - Fluid Dynamics
    "id": "https://openalex.org/fields/31",
    - Dynamic Mode Decomposition
    "display_name": "Physics and Astronomy"
    - Nonlinear Systems
  },
    - Machine Learning
  "domain": {
    - Data-Driven Modeling
    "id": "https://openalex.org/domains/3",
    - Numerical Computing
     "display_name": "Physical Sciences"
    - Inverse Problems
  },
    siblings:
  "siblings": [
    - display_name: Cantorian-Fractal Theory of Quantum Physics
     {
       id: https://openalex.org/T12516
      "id": "https://openalex.org/T12516",
    - display_name: Chaos Synchronization and Control in Complex Systems
      "display_name": "Cantorian-Fractal Theory of Quantum Physics"
       id: https://openalex.org/T10244
    },
    - display_name: Characterization of Chaotic Quantum Dynamics and Structures
    {
       id: https://openalex.org/T11261
       "id": "https://openalex.org/T10244",
    - display_name: Discrete Solitons in Nonlinear Photonic Systems
      "display_name": "Chaos Synchronization and Control in Complex Systems"
       id: https://openalex.org/T11575
    },
    - display_name: Dynamics of Complex Biological and Physical Systems
    {
       id: https://openalex.org/T13769
       "id": "https://openalex.org/T11261",
    - display_name: Innovative Methods in Physics Education
      "display_name": "Characterization of Chaotic Quantum Dynamics and Structures"
       id: https://openalex.org/T12250
    },
    - display_name: Quantum Gravity and Noncommutative Field Theories
    {
       id: https://openalex.org/T11415
       "id": "https://openalex.org/T11575",
    - display_name: Rogue Waves in Nonlinear Systems
      "display_name": "Discrete Solitons in Nonlinear Photonic Systems"
       id: https://openalex.org/T10248
    },
    - display_name: Self-Organization and Meta-Structures
    {
       id: https://openalex.org/T14299
       "id": "https://openalex.org/T13769",
    - display_name: Statistical Mechanics of Complex Networks
      "display_name": "Dynamics of Complex Biological and Physical Systems"
       id: https://openalex.org/T10064
    },
    - display_name: Statistical Mechanics with Long-Range Interactions and Nonextensivity
    {
       id: https://openalex.org/T12261
       "id": "https://openalex.org/T12250",
    - display_name: Statistical Physics of Opinion Dynamics
      "display_name": "Innovative Methods in Physics Education"
       id: https://openalex.org/T12592
    },
    - display_name: Stochastic Resonance in Nonlinear Systems
    {
       id: https://openalex.org/T11513
       "id": "https://openalex.org/T11415",
    - display_name: Stochastic Thermodynamics and Fluctuation Theorems
      "display_name": "Quantum Gravity and Noncommutative Field Theories"
       id: https://openalex.org/T11520
    },
    - display_name: Theoretical and Computational Physics
    {
      id: https://openalex.org/T13126
       "id": "https://openalex.org/T10248",
    subfield:
      "display_name": "Rogue Waves in Nonlinear Systems"
      display_name: Statistical and Nonlinear Physics
    },
      id: https://openalex.org/subfields/3109
    {
    updated_date: '2024-05-20T05:13:25.910455'
       "id": "https://openalex.org/T14299",
    works_count: 34271
      "display_name": "Self-Organization and Meta-Structures"
    },
    {
       "id": "https://openalex.org/T10064",
      "display_name": "Statistical Mechanics of Complex Networks"
    },
    {
       "id": "https://openalex.org/T12261",
      "display_name": "Statistical Mechanics with Long-Range Interactions and Nonextensivity"
    },
    {
       "id": "https://openalex.org/T12592",
      "display_name": "Statistical Physics of Opinion Dynamics"
    },
    {
       "id": "https://openalex.org/T11513",
      "display_name": "Stochastic Resonance in Nonlinear Systems"
    },
    {
       "id": "https://openalex.org/T11520",
      "display_name": "Stochastic Thermodynamics and Fluctuation Theorems"
    },
    {
       "id": "https://openalex.org/T13126",
      "display_name": "Theoretical and Computational Physics"
    }
  ],
  "works_count": 35256,
  "cited_by_count": 512702,
  "updated_date": "2024-08-26T05:18:35.630802",
  "created_date": "2024-01-23"
}
Retrieved from "https://geokb.wikibase.cloud/wiki/Special:MobileDiff/1122548"