Artist’s rendering of a newly discovered super-Earth, LP 890-9 c, and its sister planet, LP 890-9 b, orbiting a red dwarf star some 98 light-years away from Earth. Credit: NASA/ JPL-Caltech. Public domain.
Using advanced simulations, Rice University research on super-Earths and mini-Neptunes suggests more Earth-like planets may exist.
A new study by Rice University researchers Sho Shibata and Andre Izidoro presents a compelling new model for the formation of super-Earths and mini-Neptunes — planets that are one to four times the size of Earth and among the most common in our galaxy.
The researchers propose that these planets emerge from distinct rings of planetesimals, providing fresh insight into planetary evolution beyond our solar system.
For decades, scientists have debated how super-Earths and mini-Neptunes form.
Traditional models have suggested that planetesimals — the tiny building blocks of planets — formed across wide regions of a young star’s disk.
But Shibata and Izidoro suggest a different theory: these materials likely come together in narrow rings at specific locations in the disk, making planet formation more organised than previously believed.
Shibata, a postdoctoral fellow of Earth, environmental and planetary sciences, said: “This paper is particularly significant as it models the formation of super-Earths and mini-Neptunes, which are believed to be the most common types of planets in the galaxy.
“One of our key findings is that the formation pathways of the solar system and exoplanetary systems may share fundamental similarities.”

This is an artist’s illustration of the mini-Neptune TOI 560.01, located 103 light-years away in the Hydra constellation. The planet, which orbits closely to its star, is losing its puffy atmosphere and may ultimately transform into a super-Earth. Credit: Adam Makarenko (Keck Observatory). Public domain.
Distinct regions
Using advanced N-body simulations — computer models that analyse how objects interact through gravity — the researchers studied planet formation within two distinct regions: one inside 1.5 astronomical units (AU) of the host star and another beyond 5 AU, near the water snow line.
The simulations tracked the collisions, growth and migration of planetesimals over millions of years.
The results revealed that super-Earths primarily form through planetesimal accretion in the inner disk, while mini-Neptunes develop beyond the snow line, mainly via pebble accretion.
Izidoro, an assistant professor of Earth, environmental and planetary sciences, said: “Our results suggest that super-Earths and mini-Neptunes do not form from a continuous distribution of solid material but rather from rings that concentrate most of the mass in solids.
“Related research at Rice has explored aspects of this idea, but this new paper brings these concepts together into a single, coherent picture.”
Radius valley
The researchers’ model successfully replicates key features of exoplanetary systems, including the ‘radius valley’ — a noticeable scarcity of planets around 1.8 times the size of Earth.
Instead, exoplanets tend to cluster into two size groups: roughly 1.4 and 2.4 times Earth’s size.
Their model explains this gap by predicting that planets smaller than 1.8 times the Earth’s radius are mostly rocky super-Earths, while larger ones are water-rich mini-Neptunes, aligning closely with real-world observations.
The research also provides insight into size uniformity observed in multiplanet systems.
Many exoplanetary systems show a ‘peas-in-a-pod’ pattern, where planets within the same system are strikingly similar in size.
The ring model naturally produces this uniformity by controlling how planets form and grow within their respective rings.
Potential
Shibata and Izidoro’s simulations also align with observed distributions of planetary orbits, reinforcing the idea that planets emerge from specific locations rather than being randomly scattered across the disk.
Beyond explaining these observations, the model also allows for predictive analysis of planetary formation and even hints at the potential for other Earth-like planets.
Izidoro said although it would be rare, rocky planets in the habitable zone could form through late-stage giant impacts, similar to how Earth and its moon formed.
He added: “We can push our model further and use it to make predictions about the types of planets expected at Earth-sun equivalent distances — regions currently beyond the reach of observations.
“Based on our predictions, up to about 1% of super-Earth and mini-Neptune systems could host Earth-like planets within the habitable zone of their stars.
“While this fraction is relatively low given how common super-Earths and mini-Neptunes are, it implies an occurrence rate of approximately one Earth-like planet per 300 sun-like stars.”
Looking ahead, these findings could have profound implications for future exoplanet research.
Shibata said: “These predictions will be tested with future telescopes, providing crucial insights into planetary formation and habitability.
“If future observations confirm our predictions, it could completely change our understanding of how planets form — not just in our galaxy but throughout the universe.”
The findings are published in The Astrophysical Journal Letters.













