Thank you for your replies. BTW, I think I have also found a direction which can lead to some insights about this problem.
A matrix defined by having element-wise bounds is known as an interval matrix.
A linear system whose system matrices A and B have element-wise bounded uncertainty, are known as linear interval systems. We need to find the interval matrix corresponding to the riccati solution P. Keywords: interval matrix, linear interval system.