ASReml that I use enable estimation of (also) phenotypic correlation with repeated records. A conference presentation "Using the animal model to estimate genetic parameters in plants" (downloadable from ResearchGate) provides some information - if that may possibly help you. Your statistician at CSWRI should be able to help you.