Thermoacoustic technology is environmentally friendly, reliable and flexible. The generation of thermoacoustic effect is accompanied by thermoacoustic oscillatory convection which is significantly different from the conventional heat transfer method. It provides a new idea for thermal management and thermal energy application: thermoacoustic heat dissipation. In this study, combining experimental data and artificial neural network, the heat transfer enhancement power of thermoacoustic oscillatory convection is obtained with self-excited travelling-standing wave acoustic field. The highest enhancement power of helium, nitrogen and argon are 1945 W, 885 W and 808 W, respectively. Meanwhile, the pressure is shown to be directly proportional to the enhancement of the heat transfer effect of the thermoacoustic oscillation. For investigating the main factor affecting the heat transfer enhancement, the pressure amplitude, volumetric flow rate amplitude and impedance phase are analyzed in combination with experiments and simulations. It is found that the volumetric flow rate amplitude is the main factor affecting the heat transfer effect with various average pressures. The higher volumetric flow rate amplitude makes the gas parcels in the regenerator obtain a larger displacement amplitude, which means the gas experiences a higher wall temperature gradient during the movement. It also enhances the convective heat transfer coefficient in the heat exchanger and strengthens the effect of oscillatory heat transfer. In contrast, the pressure amplitude and impedance phase have a relatively small effect.
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