Your background and education look like a good fit. Have you taken GRE and TOEFL, if not you should take it right away. I encourage you to apply to the PhD program in Civil Engineering. Are you applying to other Universities as well?
Also, there may be multiple openings for PhD with Prof. ** in my department who works on multiscale modeling and simulation. Please encourage your classmates to apply online, as well.