Linear duration invariants (LDI) are important safety properties of real-time systems. They can be easily formulated in terms of a class of chop-free formulas in the Duration Calculus (DC). Compared to other temporal logics, the specification in DC is simpler, neater and more importantly easier to understand. However, directly model checking them is more difficult than model checking properties formulated in the computation tree logic (CTL). In this paper, we present a technique for the verification of the satisfaction of an LDI D by a timed automaton A by model checking a CTL property. For this, we construct an untimed automaton G from A, and prove that A satisfies D iff D is is satisfied by the set of all paths of G. We then construct a CTL formula and simply check if G satisfies this formula. By this, we convert the problem of verification of the LDI to the problem of model checking CTL formula. As a result, the CTL model checking techniques and tools, such as UPPAAL, can be used for verification of LDI specified in the DC. This paper is accepted for presentation and publication in the proceedings ICTAC 2008 in LNCS. The research supported by the project of National Natural Science Foundation of China (No.60603037) and HTTS project funded by Macau Science and Technology Development Fund.