Killeen, Texas (CNN) -- An AWOL Muslim American Army private arrested near Fort Hood has told investigators that he wanted to attack fellow soldiers at the military base, the police chief in Killeen, Texas, said Thursday.

"Military personnel were a target of this suspect," Chief Dennis Baldwin told reporters about Pfc. Naser Jason Abdo, who is expected to face federal charges. Baldwin said Abdo, who was arrested Wednesday, had no accomplices, "as far as I know."

He added, "We are not aware of any additional threats to the safety of our community."

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