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Ionic decision-maker created as novel, solid-state devices

delete2018-09-07
delete26
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OA
AI
T
Takashi Tsuchiya *
T
Tohru Tsuruoka
S
Song-Ju Kim
K
Kazuya Terabe
M
Masakazu Aono
DOI:10.1126/sciadv.aau2057delete
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Abstract

Abstract

En 中文
Decision-making is being performed frequently in areas of computation to obtain better performance in a wide variety of current intelligent activities. In practical terms, this decision-making must adapt to dynamic changes in environmental conditions. However, because of limited computational resources, adaptive decision-making is generally difficult to achieve using conventional computers. The ionic decision-maker reported here, which uses electrochemical phenomena, has excellent dynamic adaptabilities, as demonstrated by its ability to solve multiarmed bandit problems (MBPs) in which a gambler given a choice of slot machines must select the appropriate machines to play so as to maximize the total reward in a series of trials. Furthermore, our ionic decision-maker successfully solves dynamic competitive MBPs, which cause serious loss due to the collision of selfish users in communication networks. The technique used in our devices offers a shift toward decision-making using the motion of ions, an approach that could find myriad applications in computer science and technology, including artificial intelligence.
Keywords:
OF-WAR MODEL
IN-SITU
GRAPHENE OXIDE
MEDIUM ACCESS
TUG
EXPLORATION
OXYGEN
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Journal

Science Advances cover
Science Advances
IF:
12.5
Papers:
2.0W
Citations:
18.1W

Organization

N
national institute for materials science
Scholars:
9.5K
Papers: 1.3W
Citations: 28