Those images are revealing "alien" climate regimes, researchers say.
"These planets are 20 times closer to their star than Earth is to the sun, and so they are truly blasted by starlight," Showman said.
Their dayside temperatures reach up to 3,000 degrees Fahrenheit (1,648 degrees Celsius).
But one planet is tipping researchers off to a different point of view.
The planet HD 189733b is 63 light-years from Earth in the constellation of Vulpecula.
Its star, HD 189733, is visible with binoculars from Earth, but only the most powerful space telescopes can see the planet.
Here, the nightside temperature exceeds 1,300 degrees Fahrenheit (704 degrees Celsius).
Researchers had proposed that winds carry heat from the dayside to the nightside and warm it up—but were unable to explain how.
Showman and colleagues performed computer simulations that, for the first time, coupled weather activity with a realistic representation for how starlight is absorbed and how heat is lost to space.
The models suggest that to carry the heat the planet must have jet streams with speeds reaching 7,000 miles (11,265 kilometers) per hour.
"You're talking about winds fast enough to carry you in a hot air balloon from San Francisco to New York in 25 minutes," Showman said.
The computers predict that the winds move predominantly from west to east, pushing the heat away from the region that's receiving the most starlight.
"According to the observations, the hottest region on the planet is not 'high noon' but eastward of that by maybe 30 degrees of longitude," Showman said.
"Our simulations are the first to explain why that phenomenon occurs."
Weather studies on exoplanets are constantly evolving, said Alfred Vidal-Madjar, an astrophysicist at the Institut d'Astrophysique de Paris in France who was not involved with the new study.
"Everyone knows [it] is certainly not the final word," he said.
Vidal-Madjar said true tests of the models will come from studies of exoplanet atmospheres, particularly when they pass in front of their parent stars and become backlit relative to Earth- or space-based telescopes.
David Charbonneau, an astrophysicist with the Harvard-Smithsonian Center for Astrophysics, is a co-author on the new paper.
He said it's remarkable "that we are actually able to study the weather patterns on planets orbiting other stars.
"In that sense, they are beginning to feel much more like the planets of [our] solar system, with distinct personalities that we have come to know and love over time."
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