The 18-year-old defender wasn't offered a professional contract by the Gunners.
Brown's scholarship deal will expire at the end of next month.
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He has been training with West Ham United and is now expected to sign for the Hammers.
Brown is the son of former West Ham fullback Kenny Brown.