An extension of constraint satisfaction problems with differential equations is proposed. Reasoning with differential equations is mandatory to analyze or verify dynamical systems, such as cyber-physical ones. A constraint-based framework is presented to model a wider class of problems based on logical combination of high-level properties. In addition, the complete correctness is verified using a set-membership approach in this framework. Finally, examples are given to demonstrate the benefits of the presented framework.