The present invention relates to a window-type dust collecting apparatus for effectively shielding inflow of fine dust according to external environmental factors on the basis of artificial intelligence. The window-type dust collecting apparatus according to the present invention adjusts the intensity of electric power applied to a dust collector according to the wind speed or the fine dust concentration measured by a sensor so as to optimize the electric power required for shielding the fine dust.