The hunt for technosignatures—observable manifestations of alien technology—has spent decades focused on narrowband drifting signals. Yet nature's own lighthouses, like pulsars (rapidly spinning neutron stars discovered by Jocelyn Bell Burnell), show that periodic radio pulses are a common cosmic beat. Artificial transmitters could also be rhythmic—due to planetary rotation, sky scanning, or beacon efficiency. Interstellar object 3I/ATLAS, similar to a comet and passing right through our solar system, became an ideal target. Unlike faraway exoplanets, it allowed for ultra-sensitive observations. Radio signals traveling from it at the speed of light would carry clues about possible technologies.
Data were collected with the multi-beam receiver of the FAST radio telescope in the L-band. To separate potential signals from Earth-based interference, dynamic spectra (intensity versus time and frequency) from multiple beams were arranged into a 3D tensor—a mathematical data cube. Then, Canonical Polyadic Decomposition was applied—a method that breaks the tensor into a sum of components, each with its own time, frequency, and beam profile, much like unmixing a blend by spectral fingerprints. To spot centrally dominant components, we calculated the entropy of energy distribution across beams: the lower the entropy, the more the signal is concentrated in the target direction. Periodicity was assessed using periodograms, and frequency structure via autocorrelation functions.
A total of 1,965 components were extracted for each polarization. Of these, 2,753 components showed central-beam dominance, but only three passed the preliminary periodicity criteria. Two turned out to be linked to a calibration signal injected every 300 seconds, and the third lacked clear spectral localization. So, no candidate was confirmed as artificial. The search covered 1.05–1.45 GHz, which includes the hydrogen line (21 cm)—a frequency often considered a universal channel for interstellar communication. The upper limit on Equivalent Isotropically Radiated Power (EIRP) came out to 0.146 Watts, placing tight constraints on any possible transmitters on 3I/ATLAS.
This null result doesn't mean there are no alien civilizations—it just narrows the window for their radio leakage from this particular object. The real breakthrough is showing that CPD works for multi-beam SETI observations. The method cleanly teases out genuine signals from pervasive radio interference by using a beam-concentration entropy measure. That's especially valuable for future searches, where data volumes will only balloon.
In the future, the team plans to use microsecond-resolution data to expand the search to shorter periods, down to millisecond pulses—like those from millisecond pulsars. Moreover, the CPD approach could be applied to surveys of nearby exoplanets, where periodic signals remain an underexplored class of technosignatures.
The work impacts radio astronomy, multidimensional data processing, and SETI strategy by offering a universal tool to fish out directional periodic signals from heavy interference.
Next steps include implementing tests for signal coherence over time to weed out random fluctuations, and using the full set of FAST beams for more robust directionality determination.
The study directly tackles the question of how common technological life is in the universe—one of modern science's biggest unsolved puzzles. Developing reliable methods to pull weak artificial signals out of natural noise brings us a step closer to an answer.
This section is addressed to the author of the paper and their colleagues. Neighbouring works were found by meaning-based search across our archive, not by word overlap. We do not review: we show the field around the work.
What the work does
The study analyzes data from the multibeam receiver of the FAST radio telescope in the L-band for the interstellar object 3I/ATLAS. Using canonical polyadic decomposition (CPD), the dynamic spectra were decomposed into components, from which those with central dominance by an entropy measure were selected. A search for periodic signals was conducted, but no candidate was confirmed as artificial; an upper limit of 0.146 W EIRP was established.
Where its strength is
The main strength is demonstrating the applicability of CPD to multibeam SETI observations: the method effectively separates target signals from radio frequency interference using an entropy-based concentration measure. This paves the way for automated analysis of large data volumes from multibeam receivers.
Where it could go next
Worth trying
Nearby works in our archive
The closest work in the archive sits at 0.66 by meaning — the usual level for our corpus.
Canonical Polyadic Decomposition was first described back in 1927, but its astronomical application only became feasible recently thanks to soaring computational power and the advent of multi-beam receivers.
The search for signals from 3I/ATLAS echoes Arthur C. Clarke's novel 'Rendezvous with Rama,' where humanity encounters an interstellar object that turns out to be an alien ship. Real observations, alas, haven't turned up even a radio beacon yet.