TY - GEN
T1 - Fuzzy logic expert system for tier-scalable planetary reconnaissance
AU - Furfaro, Roberto
AU - Dohm, James M.
AU - Fink, Wolfgang
PY - 2006
Y1 - 2006
N2 - Future unconstrained, science-driven, smart planetary reconnaissance will require higher levels of onboard automation, including autonomous determination of sites where the probability of significant scientific findings is highest. In this paper, we describe the design of an expert system that, when embedded in a tier-scalable mission architecture deployed to collect information at multiple scales and using multiple instruments, is capable of autonomously performing synthesis of spatial, "in-transit" collected information to optimally home in on locales for further exploration. More specifically, the fuzzy logic framework has been used to design a system capable of "following-the-water", i.e. ingesting the appropriate water indicators to autonomously evaluate/assess the potential exhibited by the observed locale to host past and/or extant water. The system relies on a set of IF-THEN rules extracted to mimick the investigative approach of a planetary geologist/hydrologist. The system is simulated on hypothesized martian scenarios to show the potential of the overall approach.
AB - Future unconstrained, science-driven, smart planetary reconnaissance will require higher levels of onboard automation, including autonomous determination of sites where the probability of significant scientific findings is highest. In this paper, we describe the design of an expert system that, when embedded in a tier-scalable mission architecture deployed to collect information at multiple scales and using multiple instruments, is capable of autonomously performing synthesis of spatial, "in-transit" collected information to optimally home in on locales for further exploration. More specifically, the fuzzy logic framework has been used to design a system capable of "following-the-water", i.e. ingesting the appropriate water indicators to autonomously evaluate/assess the potential exhibited by the observed locale to host past and/or extant water. The system relies on a set of IF-THEN rules extracted to mimick the investigative approach of a planetary geologist/hydrologist. The system is simulated on hypothesized martian scenarios to show the potential of the overall approach.
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M3 - Conference contribution
AN - SCOPUS:84884781698
SN - 9781624100512
T3 - SpaceOps 2006 Conference
BT - SpaceOps 2006 Conference
T2 - SpaceOps 2006 Conference - 9th International Conference on Space Operations
Y2 - 19 June 2006 through 23 June 2006
ER -