A5101552556- High Temperature Alloys and Creep
- Nonlinear Waves and Solitons
- Metallurgy and Material Forming
- Nonlinear Photonic Systems
- Model Reduction and Neural Networks
- Quantum Mechanics and Non-Hermitian Physics
- Microstructure and Mechanical Properties of Steels
- Microstructure and mechanical properties
- Advanced Fiber Laser Technologies
- Advanced Materials Characterization Techniques
- High-Temperature Coating Behaviors
- Metal Alloys Wear and Properties
- Intermetallics and Advanced Alloy Properties
- Aluminum Alloy Microstructure Properties
- Seismic Imaging and Inversion Techniques
- Aluminum Alloys Composites Properties
- Quantum optics and atomic interactions
- X-ray Diffraction in Crystallography
- Crystallization and Solubility Studies
- Fluid Dynamics and Turbulent Flows
- Layered Double Hydroxides Synthesis and Applications
- Heme Oxygenase-1 and Carbon Monoxide
- Photovoltaic System Optimization Techniques
- Cellular and Composite Structures
- Nuclear Engineering Thermal-Hydraulics
Tsinghua University
2020-2025
State Key Laboratory of Low-Dimensional Quantum Physics
2025
Tianjin Medical University General Hospital
2025
Liaoning Technical University
2024
Chinese Academy of Sciences
2002-2024
Beijing Normal University
2024
Academy of Mathematics and Systems Science
2020-2023
University of Chinese Academy of Sciences
2020-2023
Dongfang Electric Corporation (China)
2023
University of Science and Technology of China
2021-2022
The third-order nonlinear Schrodinger equation (alias the Hirota equation) is investigated via deep leaning neural networks, which describes strongly dispersive ion-acoustic wave in plasma and propagation of ultrashort light pulses optical fibers, as well broader-banded waves on water. In this paper, we use physics-informed networks (PINNs) learning method to explore data-driven solutions (e.g., soliton, breather, rogue waves) when two types unperturbated (a 2% noise) training data are...