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LocRes–PINN: A Physics–Informed Neural Network with Local Awareness and Residual Learning

Physics–Informed Neural Networks (PINNs) have demonstrated efficacy in solving both forward and inverse problems for nonlinear partial differential equations (PDEs). However, they …

tangying-lv

Physics informed neural network framework for time-varying wind stress drag coefficient identification in the Ekman model

The Ekman equation is a fundamental model for describing the wind stress response in the ocean's upper layer,with its key parameters—the vertical eddy viscosity coefficient (VEVC) …

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Yitong Sun

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Hengkai YAO
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Hi, I'm

Hengkai YAO

Ocean Scientist

Dr. Hengkai Yao (姚恒恺) is a lecturer of School of Mathmetica and Physics at the Qingdao University of Science and Technology. He got Ph.D of Physical Oceanograpy from Ocean University of China. His research interests include mesoscale eddies, ocean modeling and AI oceanography. He is member of the AI Oceanography group, which develops big data in ocean, ocean simulation, and ocean prediction. He is also a chief scientist in Qingdao Oakfull Water Technology Co., Ltd.

Hengkai YAO

Hello, I'm

Hengkai YAO

Ocean Scientist

Dr. Hengkai Yao (姚恒恺) is a lecturer of School of Mathmetica and Physics at the Qingdao University of Science and Technology. He got Ph.D of Physical Oceanograpy from Ocean University of China. His research interests include mesoscale eddies, ocean modeling and AI oceanography. He is member of the AI Oceanography group, which develops big data in ocean, ocean simulation, and ocean prediction. He is also a chief scientist in Qingdao Oakfull Water Technology Co., Ltd.

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Pandas

Flexible and powerful data analysis / manipulation library for Python, providing labeled data …

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PyTorch

PyTorch is a Python package that provides tensor computation (like NumPy) with strong GPU …

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scikit-learn

scikit-learn is a Python module for machine learning built on top of SciPy and is distributed under …

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Nomination of Shandong CSIETPP (2025)
Shandong Provincial Education Department ∙ September 2025
Nomination for College Students’ Innovative Entrepreneurial Training Plan Program (Shandong Provincial Track).
Bronze Award of CICSIC (2025)
Shandong Provincial Education Department ∙ September 2025
Awarded for China International College Students’ Innovation Competition (Shandong Provincial Industrial Track).
Silver Award of CICSIC (2024)
Ministry of Education of PRC ∙ April 2025
Awarded for China International College Students’ Innovation Competition (National Main Track).
Silver Award of CICSIC (2024)
Shandong Provincial Education Department ∙ November 2024
Awarded for China International College Students’ Innovation Competition (Shandong Provincial Industrial Track).

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教育经历

Ph.D Physical Oceanography

2017-09-01
2024-01-08

Ocean University of China

MS Physical Oceanography

2015-09-01
2017-07-30

Ocean University of China

BS Marine Science

2011-09-01
2015-06-30

Ocean University of China

研究兴趣

Mesoscale Eddies AI Oceanography Advanced Material
Hengkai YAO 🚀
Hengkai YAO
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Ocean Scientist

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Experience

Lecturer

Qingdao University of Science and Technology

Responsibilities include:

  • Teaching in math and oceanography related classes
  • Research in AI oceanography in group of Prof. Zhu and Prof. Yang
  • Other projects ask by leaders

Research Secretary Assistant

Ocean University of China

Participating in assisting major projects, general projects application, mid-term review, final defense, project funding management, and other related tasks supervised by Prof. Ma and Prof. Wu.

On-Ship Scientist

IOCAS RV KEXUE

We conducted a two-month comprehensive investigation in the tropical western Pacific aboard the research vessel KEXUE supervised by Prof. Wang.

Visiting Scholar

Texas A&M University

Assisting in operating the high-resolution ocean-atmosphere coupled model R-CESM (Regional Community Earth System Model) in the Kuroshio Extension region (KE) supervised by Prof. Chang.

Visiting Scholar

Laoshan Lab (QNLM)

Studying the linear instability of the Kuroshio-Oyashio Extension current circulation supervised by Prof. Jing.

Education

Ph.D Physical Oceanography

Ocean University of China

Thesis on Research on vertical structure and origin of eddies in Kuroshio-Oyashio Extension region. Supervised by Prof. Jian Lan, Prof. Chao Ma, Prof. Ping Chang and Prof. Dexing Wu. Presented papers at Geophysical Research Letter and with the contribution being published in BAMS.

MS Physical Oceanography

Ocean University of China

BS Marine Science

Ocean University of China

Thesis on Annual and interannual variations of water mass in Nordic seas. Supervised by Prof. Ling Du. Presented paper with the contribution being published in ICHD.
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