Preprint / Version 1

AI-Driven Climate Solutions: Leveraging LEO Satellites for Sustainability

Climate Change Monitoring through LEO Satellites and AI-integration

##article.authors##

  • Devna Jain Student

DOI:

https://doi.org/10.58445/rars.1814

Keywords:

LEO Satellites, Climate Change, Artificial Intelligence

Abstract

Space science is entering a transformative phase, with thousands of satellites launched into space to serve various functions, from exploration to improving life on Earth. This paper studies the high density of satellites in the Low-Earth Orbit (LEO) and their critical role in climate change monitoring through remote sensing technology. The aspects of climate change focused on in this paper are air pollution, atmospheric humidity, and wildfires. These three areas are emphasized due to their high impact on climate change, public health, and economic costs. Remote sensing works to monitor air quality, track atmospheric humidity, and capture real-time thermal imagery of fires, aiding early warning systems to prevent drastic impacts on land. This paper further delves into the benefits of integrating Artificial Intelligence (AI) in enhancing data collection and interpretation through on-board computing, space cloud framework, and machine learning models. These reduce the latency of responses making climate monitoring more efficient and advanced.

References

Ahmed, Shabir, et al. “Fire Ecology.” SpringerOpen, fireecology.springeropen.com/AIWFM.

Amazon. “Project Kuiper.” US about Amazon, www.aboutamazon.com/what-we-do/devices-services/project-kuiper.

Bernstein, Leandra. “How Edge Computing Is Changing Space from Terminal to Satellite.” Kratosdefense.com, 24 Jan. 2023, www.kratosdefense.com/constellations/articles/how-edge-computing-is-changing-space-from-terminal-to-satellite.

CARTO. “#SDSC24 Keynote | Spatially Reasoning with AI | Javier de La Torre | CARTO.” YouTube, 27 May 2024, www.youtube.com/watch?v=fnvrNbN--bk.

Chen, Yang, et al. “Remote Sensing for Wildfire Monitoring: Insights into Burned Area, Emissions, and Fire Dynamics.” One Earth, vol. 7, no. 6, Elsevier BV, June 2024, pp. 1022–28, https://doi.org/10.1016/j.oneear.2024.05.014.

Earthdata, NASA. “Introduction to NASA’s GEO-LEO Dark Target Aerosol Data Products.” YouTube, 13 June 2024, youtu.be/d2RZNwplJeQ?si=6-vHihrA57uuTbZM.

eoPortal. “Lidar (Light Detection and Ranging) - EoPortal.” Eoportal.org, 2023, www.eoportal.org/other-space-activities/lidar.

ESA. “Earth Explorers: ESA’s Pioneering Science Missions for Earth.” Www.esa.int, www.esa.int/Applications/Observing_the_Earth/FutureEO/Earth_Explorers_ESA_s_pioneering_science_missions_for_Earth.

---. “Sentinel-1.” Www.esa.int, www.esa.int/Applications/Observing_the_Earth/Copernicus/Sentinel-1.

European Space Agency. “Artificial Intelligence in Space.” Www.esa.int, 31 Mar. 2022, www.esa.int/Enabling_Support/Preparing_for_the_Future/Discovery_and_Preparation/Artificial_intelligence_in_space.

Garcia, Yana. “Air Quality Research Using Satellite Remote Sensing | California Air Resources Board.” Ww2.Arb.ca.gov, ww2.arb.ca.gov/resources/documents/air-quality-research-using-satellite-remote-sensing.

Guo, Qiangqiang, et al. "Applications of Artificial Intelligence in the Field of Air Pollution: A Bibliometric Analysis." Frontiers in Public Health, vol. 10, 2022, p. 933665, https://doi.org/10.3389/fpubh.2022.933665.

Heydari, Azim, et al. “Air Pollution Forecasting Application Based on Deep Learning Model and Optimization Algorithm.” Clean Technologies and Environmental Policy, vol. 24, no. 2, Apr. 2021, pp. 607–21, https://doi.org/10.1007/s10098-021-02080-5.

Hillsdon, Mark. “How Technology and Artificial Intelligence Are Bolstering the Battle against Wildfires.” Reuters, 3 Jan. 2024, www.reuters.com/sustainability/land-use-biodiversity/how-technology-artificial-intelligence-are-bolstering-battle-against-wildfires-2024-01-03/.

ICEYE. “Satellites | ICEYE.” Www.iceye.com, www.iceye.com/satellites.

Jiang, Dejuan, and Kun Wang. “The Role of Satellite-Based Remote Sensing in Improving Simulated Streamflow: A Review.” Water, vol. 11, no. 8, Aug. 2019, p. 1615, https://doi.org/10.3390/w11081615.

Joint Economic Committee, U. S. Congress. Climate-Exacerbated Wildfires Cost as Much as $893 Billion per Year Top-End Annual Total Costs and Losses (Billions $). 2023, www.jec.senate.gov/public/_cache/files/9220abde-7b60-4d05-ba0a-8cc20df44c7d/jec-report-on-total-costs-of-wildfires.pdf.

Kerlin, Katherine E. “California’s 2020 Wildfire Season.” UC Davis, 4 May 2022, www.ucdavis.edu/climate/news/californias-2020-wildfire-season-numbers.

Klimenko, Elena. “Spottitt Ltd.” Spottitt, 13 June 2023, spottitt.com/industry-news/sar-and-optical-satellite-images-for-advanced-asset-monitoring/.

Laskowski, Nicole, et al. “What Is Artificial Intelligence (AI)?” TechTarget, 1 July 2022, www.techtarget.com/searchenterpriseai/definition/AI-Artificial-Intelligence.

NASA. “FIRMS.” Firms.modaps.eosdis.nasa.gov, 5 May 2023, firms.modaps.eosdis.nasa.gov/.

NASA, Aqua. “Aqua Earth-Observing Satellite Mission | Aqua Project Science.” Aqua.nasa.gov, aqua.nasa.gov/.

NOAA. “Revolutionizing Weather Forecasting: How LEO Satellites Have Changed the Game.” National Environmental Satellite, Data, and Information Service, 4 June 2024, www.nesdis.noaa.gov/news/revolutionizing-weather-forecasting-how-leo-satellites-have-changed-the-game.

Platnick, Steven. “Tropospheric Emissions: Monitoring of Pollution (EVI-1) | NASA’s Earth Observing System.” Eospso.nasa.gov, 21 Feb. 2024, eospso.nasa.gov/missions/tropospheric-emissions-monitoring-pollution-evi-1.

Pultarova, Tereza, and Elizabeth Howell. “Starlink: SpaceX’s Satellite Internet Project.” Space.com, Space, 1 July 2024, www.space.com/spacex-starlink-satellites.html.

Razmi, Nasrin, et al. “On-Board Federated Learning for Satellite Clusters with Inter-Satellite Links.” IEEE Transactions on Communications, vol. 72, no. 6, Institute of Electrical and Electronics Engineers (IEEE), June 2024, pp. 3408–24, https://doi.org/10.1109/tcomm.2024.3356429.

Sebastian, Kyle Ann. “Satellite Database | Union of Concerned Scientists.” Www.ucsusa.org, 1 May 2023, www.ucsusa.org/resources/satellite-database#.W7WcwpMza9Y.

Statista Research Department. “Number of Active Satellites by Year 1957-2020.” Statista, 1 Dec. 2023, www.statista.com/statistics/897719/number-of-active-satellites-by-year/.

UCAR. “Aerosols: Tiny Particulates in the Air | UCAR Center for Science Education.” Scied.ucar.edu, scied.ucar.edu/learning-zone/air-quality/aerosols.

World Health Organization (WHO). “Ambient (Outdoor) Air Quality and Health.” Who.int, World Health Organization: WHO, 19 Dec. 2022, www.who.int/news-room/fact-sheets/detail/ambient-(outdoor)-air-quality-and-health.

Downloads

Posted

2024-10-16