https://github.com/velocitatem/risk_assesment_arctic_navigation

Project for Probability for Computer Science - bayesian network modeling of risk in arctic navigation
https://github.com/velocitatem/risk_assesment_arctic_navigation

bayesian-networks

Last synced: 12 months ago
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Project for Probability for Computer Science - bayesian network modeling of risk in arctic navigation

• Host: GitHub
• URL: https://github.com/velocitatem/risk_assesment_arctic_navigation
• Owner: velocitatem
• Created: 2024-04-24T11:35:39.000Z (about 2 years ago)
• Default Branch: main
• Last Pushed: 2024-05-01T17:23:23.000Z (about 2 years ago)
• Last Synced: 2025-06-19T20:01:36.413Z (12 months ago)
• Topics: bayesian-networks
• Language: Python
• Homepage: https://arcticrisk.streamlit.app/
• Size: 105 KB
• Stars: 1
• Watchers: 1
• Forks: 0
• Open Issues: 0
• Metadata Files:
  • Readme: README.md

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README

          
# Risk Assessment for Arctic Navigation

![](./graph.png)

Navigating Arctic waters is fraught with risks like ice collision and ships getting stuck. We implemented a model based on [this research paper](https://doi.org/10.1016/j.tra.2020.10.017). The following is our simplified version of the Bayesian Network:

## CPTs

The conditional probability tables used to define the nodes in our network can be found [here](https://docs.google.com/spreadsheets/d/e/2PACX-1vTcjL6TH48RCD4CYsQP34CGzXqCWLilBH2m745rqOM5RyRk2JLee1qOhTkaEVoZFA/pubhtml). The values were filled according to the most plausible data which could be inferred from relationships described in the research.

![DALL·E 2024-04-29 10 23 35 - Design a minimalistic 16 9 logo for 'Arctic Navigator'  The logo should feature a stylized compass with icy blue and white colors, emphasizing navigat](https://github.com/velocitatem/risk_assesment_arctic_navigation/assets/60182044/32a38568-8883-401e-a6d9-f9b399f7f901)