This paper describes the range of project scheduling problems in multi-criterial background. The need of formulation of time planning issues according to multiple criteria was justified in the first chapter. Then, different approaches of defining such problems were indicated and methods for solving were proposed. The particular attention was focused on goal programming and interactive approaches. Proposed models were illustrated with numerical examples.