Damage and failure in materials are among complex and fundamental problems in solid mechanics,In recent years,a series of new progresses have been made,This paper reviews the progress in statistical meso-scopic damage mechanics and evolution induced catastrophe model,This approach combines new achievements in mechanics,statistical physics and nonlinear science,and re- presents a new attempt in the study of material damage and failure.