The densification process for the ceramic spinel aluminum oxinitride (ALON) has been analyzed using biologically inspired genetic algorithms. A micro-mechanical model for powder compaction is coupled with the available experimental data and the optimized parameter set for the densification process is obtained through genetic algorithms and the mechanism of compaction highlighted.