Failed stars are known as brown dwarfs and have a mass below 8 per cent of the mass of the Sun - not massive enough to burn hydrogen in their centres.
This particular system, Luhman 16AB, was discovered earlier this year and is only 6.6 light-years away.
Several teams of astronomers, including the one with Carnegie University's Yuri Beletsky, used a variety of telescopes to characterise the neighbouring couple.
After two-months of observations and extensive data analysis, Beletsky's team, led by Henri Boffin of the European Southern Observatory (ESO), found that both objects have a mass between 30 and 50 Jupiter masses.
"The two brown dwarfs are separated by about three times the distance between the Earth and the Sun. Binary brown dwarf systems are gravitationally bound and orbit about each other. Because these two dwarfs have so little mass, they take about 20 years to complete one orbit," said Beletsky.
The team used the FORS2 instrument on ESO's Very Large Telescope at Paranal to image the brown dwarf couple in the best possible conditions, every 5 or 6 days over the period April 14, to June 22, 2013.
Because of the instrument enabled the observers to make very precise measurements, the scientists were already able to detect tiny displacements of the two objects in their orbit during only this the two-month period.
"We have been able to measure the positions of these two objects with a precision of a few milli-arcseconds," said Boffin.
The measurements were so fine that the astronomers were able to see some very small deviations from the expected motion of the two brown dwarfs around each other.
The fact that the deviations appear correlated is a strong indication that a companion perturbs the motion of one of the two brown dwarfs.
"Further observations are required to confirm the existence of a planet," said Boffin.
"But it may well turn out that the closest brown dwarf binary system to the Sun turns out to be a triple system!" he said.
The research was published in the journal Astronomy & Astrophysics.
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