This study represents CFD analyses to improve the heat transfer on the two sides of a thermoelectric generator (TEG) by utilizing heat sinks to recover the waste heat of hot air. In this respect, the temperature difference (ΔT) between the hot and cold sides of the TEG, the heat transfer rate on the hot (q ̇_h) and cold sides (q ̇_c) and the pressure drop (ΔP) between the inlet and outlet of the hot and cold air are investigated for varying hot air inlet temperature (Thi) and Re number in terms of improving the heat transfer and accordingly the output power of the TEG. According to the numerical results, the maximum ΔT concerning Thi of 600 °C and Re number of 16800 is specified as 418.9 °C and 478.1 °C, respectively. In terms of heat transfer, maximum q ̇_h for Thi of 600 °C and Re number of 16800 is specified as 180.4 W and 205.1 W, respectively, while the maximum q ̇_c is specified as 168.0 W and 192.6 W. The maximum ΔP occurs as 304.4 Pa for the Re number of 16800. As a result, increasing Thi and Re number yields an increase in ΔT, q ̇_h, and q ̇_c. Besides, ΔP increases with increasing Re number.