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  1. ieeexplore.ieee.org

    Artificial Intelligence (AI) has the potential to revolutionize space exploration by delegating spacecraft decisions to onboard AI. The onboard neural-network (NN) will have parameters that can be updated onboard by telecommands after training on ground. However, Satellite uplinks have limited bandwidth and transmissions can be costly. Furthermore, a suboptimal NN will miss valuable scientific ...
  2. Jun 20, 2024Artificial Intelligence (AI) has the potential to revolutionize space exploration by delegating several spacecraft decisions to an onboard AI instead of relying on ground control and predefined procedures. It is likely that there will be an AI/ML Processing Unit onboard the spacecraft running an inference engine. The neural-network will have pre-installed parameters that can be updated onboard ...
  3. AI in Space for Scientific Missions 3 ical to minimize the amount of data that needs to be transmitted when updating the model. The main challenge for neural-network model upload is that satellite uplinks have limited bandwidth and communication. Furthermore, a mission operating with a sub-optimal neural network will not be accurate ...
  4. Jun 20, 2024AI in Space for Scientific Missions: Strategies for Minimizing Neural-Network Model Upload ... The main challenge for neural-network model upload is that satellite uplinks have limited bandwidth and communication. Furthermore, a mission operating with a sub-optimal neural network will not be accurate, potentially missing valuable scientific ...
  5. astrobiology.com

    Jun 22, 2024The neural-network will have pre-installed parameters that can be updated onboard by uploading, by telecommands, parameters obtained by training on the ground. However, satellite uplinks have limited bandwidth and transmissions can be costly. Furthermore, a mission operating with a suboptimal neural network will miss out on valuable scientific ...
  6. cordis.europa.eu

    Aug 9, 2023ASAP. Grant agreement ID: 101082633 DOI 10.3030/101082633. ... AI in Space for Scientific Missions: Strategies for Minimizing Neural-Network Model Upload Author(s): Jonah Ekelund, Ricardo Vinuesa, Yuri Khotyaintsev, Pierre Henri, Gian Luca Delzanno ...
  7. paperswithcode.com

    Jun 20, 2024AI in Space for Scientific Missions: Strategies for Minimizing Neural-Network Model Upload 20 Jun 2024 ... mission. We show how an AI onboard could be used in the Earth's magnetosphere to classify data to selectively downlink higher value data or to recognize a region-of-interest to trigger a burst-mode, collecting data at a high-rate. ...
  8. semanticscholar.org

    Jun 20, 2024This work showcases how an onboard AI can be used in the Earth's magnetosphere to classify data for selective downlink or recognize a region of interest to trigger a burst-mode, collecting data at a high-rate on NASA's Magnetospheric MultiScale mission. Artificial Intelligence (AI) has the potential to revolutionize space exploration by delegating spacecraft decisions to onboard AI. The ...
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