Meteorological Technology International
  • News
    • A-E
      • Agriculture
      • Automated Weather Stations
      • Aviation
      • Climate Measurement
      • Data
      • Developing Countries
      • Digital Applications
      • Early Warning Systems
      • Extreme Weather
    • G-P
      • Hydrology
      • Lidar
      • Lightning Detection
      • New Appointments
      • Nowcasting
      • Numerical Weather Prediction
      • Polar Weather
    • R-S
      • Radar
      • Rainfall
      • Remote Sensing
      • Renewable Energy
      • Satellites
      • Solar
      • Space Weather
      • Supercomputers
    • T-Z
      • Training
      • Transport
      • Weather Instruments
      • Wind
      • World Meteorological Organization
      • Meteorological Technology World Expo
  • Features
  • Online Magazines
    • April 2025
    • January 2025
    • September 2024
    • April 2024
    • Archive Issues
    • Subscribe Free!
  • Opinion
  • Videos
  • Supplier Spotlight
  • Expo
LinkedIn Twitter Facebook
  • Sign-up for Free Weekly E-Newsletter
  • Meet the Editors
  • Contact Us
  • Media Pack
LinkedIn Facebook
Subscribe
Meteorological Technology International
  • News
      • Agriculture
      • Automated Weather Stations
      • Aviation
      • Climate Measurement
      • Data
      • Developing Countries
      • Digital Applications
      • Early Warning Systems
      • Extreme Weather
      • Hydrology
      • Lidar
      • Lightning Detection
      • New Appointments
      • Nowcasting
      • Numerical Weather Prediction
      • Polar Weather
      • Radar
      • Rainfall
      • Remote Sensing
      • Renewable Energy
      • Satellites
      • Solar
      • Space Weather
      • Supercomputers
      • Training
      • Transport
      • Weather Instruments
      • Wind
      • World Meteorological Organization
      • Meteorological Technology World Expo
  • Features
  • Online Magazines
    1. April 2025
    2. January 2025
    3. September 2024
    4. April 2024
    5. January 2024
    6. September 2023
    7. April 2023
    8. Archive Issues
    9. Subscribe Free!
    Featured
    April 15, 2025

    In this Issue – April 2025

    By Web TeamApril 15, 2025
    Recent

    In this Issue – April 2025

    April 15, 2025

    In this Issue – January 2025

    December 13, 2024

    In this Issue – September 2024

    August 8, 2024
  • Opinion
  • Videos
  • Supplier Spotlight
  • Expo
Facebook LinkedIn
Subscribe
Meteorological Technology International
Data

AGU issues guidelines for the ethical use of AI in Earth and environmental sciences

Dan SymondsBy Dan SymondsMay 18, 20233 Mins Read
Share LinkedIn Facebook Twitter Email
Photo credit: Pixabay
Share
LinkedIn Facebook Twitter Email

Earth and space sciences association the American Geophysical Union (AGU) has published a community report on the ethical and responsible use of AI and machine learning (AI/ML) in the Earth, space and environmental sciences.

The report’s six modules outline principles for researchers and scholarly organizations and address topics such as transparency, documentation, interpretation, replication, risk, bias, participatory methods and organizational practices.

Brooks Hanson, executive vice president of science at AGU, said, “We’re collecting more data than ever on every aspect of the universe – from Earth’s inner core to stars far outside our solar system, and increasingly analyzing these data together using computational approaches. It’s an incredibly exciting time for science, but such meteoric change can bring ambiguity in how scientists carry out their work. As a trusted scientific organization, we must make sure that the endless possibilities posed by AI/ML are balanced by clear ethical standards to ensure researchers conduct their studies responsibly in a manner that will benefit the greater scientific community.”

AI and ML can be used to improve scientific predictions, including alerting communities to natural hazards such as tornados and wildfires, or forecasting future climate-related risks, such as rising sea levels. The new report acknowledges the importance of AI/ML protocols in science while anticipating and mitigating the risks associated with these methods.

Shelley Stall, vice president of open science leadership at AGU, said, “When it comes to determining bias and uncertainty in data sets and models, our researchers are increasingly improving how to prepare documentation to make these details available. Proportionally, we’re seeing a large uptick in Earth, space and environmental science research utilizing AI/ML methods. The principles identified in this report will provide ethical guidelines to inform researchers and their organizations on the importance of connecting known bias and uncertainty to decisions made about AI/ML configuration and workflows.”

According to the AGU report, ethically using AI/ML in research requires a new way of thinking about methods. For example, validation and replication are core principles of science, but this can be complicated for research utilizing AI/ML, where the inner workings of models can be opaque. Traditionally, a study should explain in detail the entire scientific process, but a study utilizing AI/ML can only document the steps in the process, not the actual computation that results. Additionally, studies utilizing AI/ML should document potential biases, risks and harms, especially as related to the promotion of justice and fairness.

“Trust is a critical topic for AI/ML research, but it’s not one we’re going to answer today,” said Guido Cervone, president of AGU’s natural hazard section and professor of geography, meteorology and atmospheric sciences and associate director of the Institute for Computational and Data Sciences and director of the GEOvista Center at Penn State University. “Today’s AI/ML methods often represent knowledge in a form that is hard to verify and understand, and thus lacks some of the mechanisms that assess confidence in findings. Utilizing AI/ML requires a certain amount of trust generally not discussed with other analytical methods historically used in the Earth sciences. There are many opinions in this space so it’s clear we’ll need to continue the conversation around this in detail.”

To view the community report in full, click here.

Previous ArticleWorld’s first commercial weather-radar satellite begins operations
Next Article Bureau of Meteorology to upgrade Cairns weather radar

Read Similar Stories

Climate Measurement

WMO and Beijing Climate Centre host climate monitoring and prediction forum in Qingdao

May 16, 20252 Mins Read
Digital Applications

Tianjin University AI model turns street cameras into rainfall sensors

May 14, 20253 Mins Read
Climate Measurement

Omaha’s National Weather Service office resumes twice-daily balloon launches

May 7, 20252 Mins Read
Latest News

WMO and Beijing Climate Centre host climate monitoring and prediction forum in Qingdao

May 16, 2025

Integrated model improves flood risk assessment in China

May 15, 2025

EXCLUSIVE INTERVIEW: Ramla Qureshi, McMaster University’s Department of Civil Engineering

May 14, 2025

Receive breaking stories and features in your inbox each week, for free


Enter your email address:


Supplier Spotlights
  • Synoptic Data PBC
Latest Job Postings
  • Researcher/Engineer to support data-based weather forecasting (R2/RE2)

    • Barcelona
    • Barcelona Supercomputing Center - Centro Nacional de Supercomputación
    • Full Time
Getting in Touch
  • Contact Us / Advertise
  • Meet the Editors
  • Download Media Pack
  • Free Weekly E-Newsletter
Our Social Channels
  • Facebook
  • LinkedIn
© 2025 UKi Media & Events a division of UKIP Media & Events Ltd
  • Cookie Policy
  • Privacy Policy
  • Terms and Conditions
  • Notice and Takedown Policy

Type above and press Enter to search. Press Esc to cancel.

We use cookies on our website to give you the most relevant experience by remembering your preferences and repeat visits. By clicking “Accept”, you consent to the use of ALL the cookies.
Cookie settingsACCEPT
Manage consent

Privacy Overview

This website uses cookies to improve your experience while you navigate through the website. Out of these, the cookies that are categorized as necessary are stored on your browser as they are essential for the working of basic functionalities of the ...
Necessary
Always Enabled

Necessary cookies are absolutely essential for the website to function properly. These cookies ensure basic functionalities and security features of the website, anonymously.

CookieDurationDescription
cookielawinfo-checbox-analytics11 monthsThis cookie is set by GDPR Cookie Consent plugin. The cookie is used to store the user consent for the cookies in the category "Analytics".
cookielawinfo-checbox-functional11 monthsThe cookie is set by GDPR cookie consent to record the user consent for the cookies in the category "Functional".
cookielawinfo-checbox-others11 monthsThis cookie is set by GDPR Cookie Consent plugin. The cookie is used to store the user consent for the cookies in the category "Other.
cookielawinfo-checkbox-necessary11 monthsThis cookie is set by GDPR Cookie Consent plugin. The cookies is used to store the user consent for the cookies in the category "Necessary".
cookielawinfo-checkbox-performance11 monthsThis cookie is set by GDPR Cookie Consent plugin. The cookie is used to store the user consent for the cookies in the category "Performance".
viewed_cookie_policy11 monthsThe cookie is set by the GDPR Cookie Consent plugin and is used to store whether or not user has consented to the use of cookies. It does not store any personal data.

Functional

Functional cookies help to perform certain functionalities like sharing the content of the website on social media platforms, collect feedbacks, and other third-party features.

Performance

Performance cookies are used to understand and analyze the key performance indexes of the website which helps in delivering a better user experience for the visitors.

Analytics

Analytical cookies are used to understand how visitors interact with the website. These cookies help provide information on metrics the number of visitors, bounce rate, traffic source, etc.

Advertisement

Advertisement cookies are used to provide visitors with relevant ads and marketing campaigns. These cookies track visitors across websites and collect information to provide customized ads.

Others

Other uncategorized cookies are those that are being analyzed and have not been classified into a category as yet.

SAVE & ACCEPT
Powered by