Video shows smashed panels lying on the ground.
The crash happened early on Saturday on West 55th Street near Cicero Avenue.
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The Chicago Department of Aviation said there were no reported injuries and the crash did not impact airport operations. Fence repairs are underway.
Authorities did not immediately provide further information about the incident.