Firefighters responded to an RV fire in the 40 block of East Palm Avenue at 9:25 a.m., and quickly extinguished the blaze.
Ten minutes later, another fire was reported on Magnolia Avenue near San Fernando Road in a dumpster.
No injuries were reported.
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Burbank police said they were dealing with a possible arsonist.
No suspect description was available.