Skip to main content
  • Book
  • Open Access
  • © 2023

Artificial Intelligence Oceanography

  • This book is open access, which means that you have free and unlimited access
  • Includes abundant case studies to guide the readers on how to utilize AI in assisting oceanography research
  • Reveals multi-subject oceanic research topics that were successfully solved by the AI methodology
  • Acts as a benchmark AI guidebook for oceanographers, meteorologist, remote sensing researchers with broad impact

Buy it now

Buying options

Softcover Book USD 49.99
Price excludes VAT (USA)
  • Compact, lightweight edition
  • Dispatched in 3 to 5 business days
  • Free shipping worldwide - see info
Hardcover Book USD 59.99
Price excludes VAT (USA)
  • Durable hardcover edition
  • Dispatched in 3 to 5 business days
  • Free shipping worldwide - see info

Tax calculation will be finalised at checkout

Other ways to access

Table of contents (16 chapters)

  1. Front Matter

    Pages i-xii
  2. Artificial Intelligence Foundation of Smart Ocean

    • Xiaofeng Li, Fan Wang, Yuan Zhou, Keran Chen
    Pages 1-44Open Access
  3. Forecasting Tropical Instability Waves Based on Artificial Intelligence

    • Gang Zheng, Xiaofeng Li, Ronghua Zhang, Bin Liu
    Pages 45-62Open Access
  4. Sea Surface Height Anomaly Prediction Based on Artificial Intelligence

    • Yuan Zhou, Chang Lu, Keran Chen, Xiaofeng Li
    Pages 63-82Open Access
  5. Satellite Data-Driven Internal Solitary Wave Forecast Based on Machine Learning Techniques

    • Xudong Zhang, Quanan Zheng, Xiaofeng Li
    Pages 83-104Open Access
  6. AI-Based Subsurface Thermohaline Structure Retrieval from Remote Sensing Observations

    • Hua Su, Wenfang Lu, An Wang, Tianyi Zhang
    Pages 105-123Open Access
  7. Tropical Cyclone Monitoring Based on Geostationary Satellite Imagery

    • Chong Wang, Qing Xu, Xiaofeng Li, Gang Zheng, Bin Liu
    Pages 165-188Open Access
  8. Reconstruction of pCO\(_{2}\) Data in the Southern Ocean Based on Feedforward Neural Network

    • Yanjun Wang, Xiaofeng Li, Jinming Song, Xuegang Li, Guorong Zhong, Bin Zhang
    Pages 189-208Open Access
  9. Detection and Analysis of Mesoscale Eddies Based on Deep Learning

    • Yingjie Liu, Quanan Zheng, Xiaofeng Li
    Pages 209-225Open Access
  10. Sea Ice Detection from SAR Images Based on Deep Fully Convolutional Networks

    • Yibin Ren, Xiaofeng Li, Xiaofeng Yang, Huan Xu
    Pages 253-276Open Access
  11. Detection and Analysis of Marine Green Algae Based on Artificial Intelligence

    • Le Gao, Xiaofeng Li, Yuan Guo, Fanzhou Kong, Rencheng Yu
    Pages 277-285Open Access
  12. Extracting Ship’s Size from SAR Images by Deep Learning

    • Yibin Ren, Xiaofeng Li, Huan Xu
    Pages 303-321Open Access
  13. Benthic Organism Detection, Quantification and Seamount Biology Detection Based on Deep Learning

    • Yuhai Liu, Yu Xu, Haining Wang, Xiaofeng Li
    Pages 323-346Open Access

About this book

This open access book invites readers to learn how to develop artificial intelligence (AI)-based algorithms to perform their research in oceanography. Various examples are exhibited to guide details of how to feed the big ocean data into the AI models to analyze and achieve optimized results. The number of scholars engaged in AI oceanography research will increase exponentially in the next decade. Therefore, this book will serve as a benchmark providing insights for scholars and graduate students interested in oceanography, computer science, and remote sensing. 

Editors and Affiliations

  • CAS Key Laboratory of Ocean Circulation and Waves, Institute of Oceanology, Chinese Academy of Sciences, Qingdao, China

    Xiaofeng Li, Fan Wang

About the editors

Prof. Xiaofeng Li, IEEE Fellow, graduated from Zhejiang University in 1985. Later, he received a master's and a Ph.D. in physical oceanography from the First Institute of Oceanography, China, and North Carolina State University (North Carolina State University), USA. 

From 1997 to 2019, Xiaofeng Li worked for the National Oceanic and Atmospheric Administration (NOAA), mainly engaged in satellite oceanography, artificial intelligence, and big data research. Xiaofeng Li is the associated editor of IEEE Transactions on Geoscience and Remote Sensing, International Journal of Remote Sensing, and the Executive Editor-in-Chief of the Journal of Remote Sensing. He is also an editorial board member of the International Journal of Digital Earth, Big Earth Data, and the Journal of Limnology and Oceanography. In addition, he has lectured nearly 100 times in more than 50 Chinese and foreign universities and scientific research institutions.

He is currently a scientist at theInstitute of Oceanology, Chinese Academy of Sciences, a Doctoral Student/Postdoctoral Supervisor, the Chief Scientist of artificial intelligence oceanography, and the Chief Engineer of the big data center.

Dr. Li published a book with Springer before:

Hurricane Monitoring With Spaceborne Synthetic Aperture Radar (Springer Natural Hazards) 

ISBN-13: 978-9811028922

Fan Wang, Ph.D., Director of Institute of Oceanology, Chinese Academy of Sciences. From 1985 to 1995, he studied at Ocean University of China, majoring in Physical Oceanography, and obtained a Ph.D. degree; from 1995 to 1997, he did postdoctoral research in Institute of Oceanology, Chinese Academy of Sciences. Visiting Scholar at Texas A&M University in 2000 and National Oceanography Centre in UK in 2004. Dr. Wang started working at the Institute of Oceanology, Chinese Academy of Sciences since 1998.

He is mainly working on ocean circulation dynamics, including the low-latitude western boundary currents and tropical circulation in the Pacific Ocean, and shelf circulations in the China Seas, etc. Since 1998, he has presided over 30 scientific research topics including projects of National Basic Research Program, major and key projects of the National Natural Science Foundation, and strategic pilot science and technology project of the Chinese Academy of Sciences; published more than 250 papers (including More than 150 SCI and EI papers) and 3 monographs. He was awarded as the National Outstanding Scientist and Engineer, won the Outstanding Award of Science & Technology of CAS, the First Prize of Science and Technology Award of Shandong Province, and the First Prize of Ocean Engineering Science and Technology Award.

Dr. Wang serves as the Chairman of the International Northwest Pacific Ocean Circulation and Climate Experiment (NPOCE) science steering committee, the member of Climate and Ocean - Variability, Predictability, and Change Pacific Region Panel (CLIVAR/PRP), the member of the North Pacific Ocean Science Organization Physical Oceanography and Climate Committee (PICES/POC); Executive vice president of the Chinese Society for Oceanology and Limnology, the vice president of the Chinese Society for Oceanography, the vice chair of Chinese Committee for Marine Science Research (SCOR); the editor in chief of "Oceanology and Limnology"; Dean of College of Marine Science, University of Chinese Academy of Sciences.

Bibliographic Information

Buy it now

Buying options

Softcover Book USD 49.99
Price excludes VAT (USA)
  • Compact, lightweight edition
  • Dispatched in 3 to 5 business days
  • Free shipping worldwide - see info
Hardcover Book USD 59.99
Price excludes VAT (USA)
  • Durable hardcover edition
  • Dispatched in 3 to 5 business days
  • Free shipping worldwide - see info

Tax calculation will be finalised at checkout

Other ways to access