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Hopfield Neural Net Helper AIs For Astronauts
Hopfield neural net artificial intelligences may ride along with astronauts on future missions, helping them to discover alien life. That’s the vision of a research team led by Patrick McGuire, a University of Chicago geoscientist who’s developed algorithms that can recognize signs of life in a barren landscape.

(Cyborg astrobiologists look for life in Utah)
The Hopfield neural network compares new data against patterns it's seen before, looking for unusual inputs. In a research paper, McGuire shows that the system was able to differentiate lichen from surrounding rock. The system is also intended to use wavelengths of light that are invisible to human beings, therefore seeing details that people cannot and reasoning about them in human-like ways.
The lichen tests were conducted in Spain and at Utah’s Mars Desert Research Station, where two of the researchers donned spacesuits and lived for two weeks in the field as astronauts. They carried hand-held digital microscopes and cell phone cameras, which sent the data via bluetooth to netbooks running McGuire’s Hopfield network.
The lichen identification was based on color data. McGuire next plans to train the network to process different textures. Ultimately he wants to conduct analysis at different scales, from the microscopic up to landscape-wide.
I was trying to think of helper robots or other similar ideas from science fiction. For example, Robert Forward (with the imaginative help of Has Moravec) write about Christmas bush motile robots that could ride along with astronauts and were also equipped with senses that humans lacked:
The "hands" of the Christmas Bush have capabilities that go way beyond that of the human hand. The Christmas Bush can stick a "hand" inside a delicate piece of equipment, and using its lasers as a light source and its detectors as eyes, rearrange the parts inside for a near instantaneous repair. The Christmas Bush also has the ability to detach portions of itself to make smaller motiles...
Each astronaut in the crew has a small subtree or "imp" that stays with him or her to act as the communication link to the main computer. Most of the crew have the tiny imp ride on their shoulder, although some of the women prefer to keep theirs in their hairdo. In addition to acting as the communication link to the computer, the imps also act as health monitors and personal servants.
Any other favorites for this category, readers?
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