AI in Marine Weather Forecasting & Tropical Storm Avoidance

Course Info

Length: 1 Week

Type: Online

Available Dates

Fees

  • Jan-27-2025

    2,575

  • Feb-24-2025

    2,575

  • Mar-24-2025

    2,575

  • Apr-28-2025

    2,575

  • May-26-2025

    2,575

  • June-30-2025

    2,575

  • Aug-25-2025

    2,575

  • Sep-29-2025

    2,575

  • Oct-27-2025

    2,575

  • Nov-24-2025

    2,575

  • Dec-22-2025

    2,575

Course Details

Course Outline

5 days course

Introduction to AI in Marine Forecasting


Overview of AI and Marine Weather Forecasting


  • History of Marine Weather Forecasting
  • Introduction to AI: Definitions and Key Concepts
  • Importance and Potential of AI in Marine Weather Forecasting


Understanding AI Technologies


  • Machine Learning, Neural Networks, and Deep Learning Explained
  • Data Science in Marine Weather: Data Collection, Quality, and Management
  • Case Studies: Successful Applications of AI in Marine Industries
  • Q&A and Discussion

AI Tools and Techniques for Weather Prediction


Machine Learning Models


  • Types of Machine Learning Models: Regression, Classification, and Clustering
  • Introduction to Neural Networks: How They Work
  • Hands-On: Building a Simple AI Model for Weather Prediction


Advanced AI Techniques


  • Deep Learning in Weather Prediction
  • Ensemble Methods: Combining Multiple AI Models
  • Creating Predictive Models: Feature Selection and Model Tuning
  • Practical Session: Model Training and Evaluation

Tropical Storm Prediction and Avoidance


Understanding Tropical Storms


  • Formation and Characteristics of Tropical Storms
  • Traditional Methods of Storm Prediction
  • The Role of Satellites and Remote Sensing in Storm Detection


AI in Tropical Storm Prediction


  • AI Models Specific to Storm Prediction
  • Case Study: AI in Hurricane Forecasting
  • Practical Session: Developing AI Models for Tropical Storm Prediction
  • Predictive Analytics and Visualization Tools

Implementation in Maritime Operations


Integrating AI into Weather Forecasting Systems


  • Software and Hardware Requirements
  • Integration of AI Models with Existing Marine Systems
  • Real-time Data Processing and Decision Making


Risk Management and Decision Support


  • Utilizing AI for Predictive Maintenance and Risk Management
  • Scenario Analysis: Decision-Making Under Uncertainty
  • Case Studies: AI in Real-time Decision Making
  • Practical Session: Simulating AI-Based Decision Support Systems

Future Trends and Operational Preparedness


Emerging Trends in AI and Marine Weather Forecasting


  • Autonomous Vessels and AI
  • Enhancing Forecast Accuracy: Collaborative Forecasting and Open Data
  • Ethical Considerations and Data Privacy


Training and Operational Preparedness


  • Preparing Ship Masters: Training Programs and Skill Development
  • Emergency Preparedness and AI-Driven Response Plans
  • Practical Session: Designing and Simulating Emergency Response Drills
  • Certification Exam and Course Wrap-Up