Granular assemblies can experience complex failure patterns along a given loading path, with distribution of ephemeral inertial events marked by local outbursts in kinetic energy. However, investigating such mechanisms appears to be necessary understand how certain mode develops granular material. Using discrete element method, this study highlights several microstructure reorganizations before...