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The Horizon Audiofiles - Ep 042 - Enhancing Battlefield Observation With Imitation Learning

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Content provided by TDHJ. All podcast content including episodes, graphics, and podcast descriptions are uploaded and provided directly by TDHJ or their podcast platform partner. If you believe someone is using your copyrighted work without your permission, you can follow the process outlined here https://podcastplayer.com/legal.

The evolution of battlefield surveillance, from traditional elevated vantage points to advanced satellite remote sensing, has transformed geospatial data into actionable insights. The research focuses on creating a Digital Twin of a battlefield using a range of data sources. A methodology for assessing terrain features, such as visibility, slope, and soil moisture, is developed, along with a model for vegetation cover using Sentinel-2 data. Imitation Learning is employed to simulate military strategies based on human decision-making processes, generating synthetic data that represent real-world conditions.

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» patreon: https://www.patreon.com/thedefencehorizon

» donate: https://tdhj.org/about/#donation

»» HOME ««

» https://tdhj.org/

»» SOCIAL MEDIA ««

» X (formerly Twitter): https://x.com/HorizonDefence

» Facebook: https://www.facebook.com/thedefencehorizon.org

» Instagram: https://www.instagram.com/thedefencehorizonjournal/

» LinkedIn: The Defence Horizon Journal

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49 episodes

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Manage episode 484272772 series 3607156
Content provided by TDHJ. All podcast content including episodes, graphics, and podcast descriptions are uploaded and provided directly by TDHJ or their podcast platform partner. If you believe someone is using your copyrighted work without your permission, you can follow the process outlined here https://podcastplayer.com/legal.

The evolution of battlefield surveillance, from traditional elevated vantage points to advanced satellite remote sensing, has transformed geospatial data into actionable insights. The research focuses on creating a Digital Twin of a battlefield using a range of data sources. A methodology for assessing terrain features, such as visibility, slope, and soil moisture, is developed, along with a model for vegetation cover using Sentinel-2 data. Imitation Learning is employed to simulate military strategies based on human decision-making processes, generating synthetic data that represent real-world conditions.

»» TDHJ ««

» patreon: https://www.patreon.com/thedefencehorizon

» donate: https://tdhj.org/about/#donation

»» HOME ««

» https://tdhj.org/

»» SOCIAL MEDIA ««

» X (formerly Twitter): https://x.com/HorizonDefence

» Facebook: https://www.facebook.com/thedefencehorizon.org

» Instagram: https://www.instagram.com/thedefencehorizonjournal/

» LinkedIn: The Defence Horizon Journal

  continue reading

49 episodes

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