The advantages of using nanostructures for thermoelectric applications include: - Significant reduction in thermal conductivity due to enhanced phonon scattering. - Potentially higher Seebeck coefficients due to quantum confinement and energy filtering effects. - Improved electrical conductivity in some cases through better control of carrier concentration and mobility.