diff --git a/docs/src/examples/linear_parabolic.md b/docs/src/examples/linear_parabolic.md
index c7434ec8be..fa5bb8b6d7 100644
--- a/docs/src/examples/linear_parabolic.md
+++ b/docs/src/examples/linear_parabolic.md
@@ -93,7 +93,7 @@ callback = function (p, l)
     return false
 end
 
-res = Optimization.solve(prob, BFGS(linesearch = BackTracking()); callback = callback, maxiters = 5000)
+res = Optimization.solve(prob, LBFGS(linesearch = BackTracking()); callback = callback, maxiters = 5000)
 
 phi = discretization.phi