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This improvement in the power factor further proves the point that boundary scattering is more effective in reducing the thermal conductivity than reducing the power factor. As a result, phonon engineering techniques that cause additional reductions in the thermal conductivity could provide improvements of , despite the consequent reduction in the electrical conductivity. For example, in the case of a fully diffusive boundary for phonons, either by special engineering of the roughness [148,149,21], by decorating the surfaces with various species [150,59,151], or by modulating the nanowire's diameter [124], the performance could be increased. This is illustrated in Fig. 6.5, showing for the same nanowires as before in Fig. 6.3, but now we assume a fully diffusive boundary for phonons, e.g. the specularity parameter is set to for all wavevectors. In this case, is increased to values close to for both -type and -type nanowires (in the best cases). This is almost a factor of improvement compared to the case we present in Fig.6.3 where we employ the -dependent specularity parameter , rather than fully diffusive boundaries for all phonons.