Heartbeat stars (HBSs) with tidally excited oscillations (TEOs) are ideal laboratories for studying the effect of equilibrium and dynamical tides. However, studies of TEOs in Kepler HBSs are rare due to {the need for better modeling of the equilibrium tide in light curves}. We revisit the HBSs reported by Li et al. {and study the TEOs in these HBSs based on the derived orbital parameters that could express the equilibrium tide.} We also compile a set of analysis procedures to examine the harmonic and anharmonic TEOs in their Fourier spectrum. The TEOs of 45 HBSs (excluding eight systems studied in previous works) have been determined and presented. 19 of them show prominent TEOs (the signal-to-noise ratio of the harmonics $S/N \ge 10$). The relation between the orbital eccentricities and the harmonic number of the TEOs shows a positive correlation. The relation between the orbital periods and the harmonic number also shows a positive correlation. Furthermore, the distribution of HBSs with TEOs in the Hertzsprung-Russell (H-R) diagram shows that TEOs are more visible in hot stars with surface temperatures $T$ $\gtrsim$ 6500 K. These samples may also be valuable targets for future studies of the effect of tidal action in eccentric orbits.