If the n vectors are linearly independent , equality is achieved in the inequality of Hadamard if and only if the vectors are orthogonal . If the n vectors are linearly independent , equality in Hadamard 's inequality is achieved if and only if the vectors are orthogonal . When the n vectors are linear orthogonal , equality is achieved in Hadamard 's inequality if and only if the vectors are independent .