In the process of horizontal well drilling, timely adjustment of the stratigraphic model based on Logging While Drilling (LWD) data is crucial for optimizing the drilling process and improving efficiency. In this paper, we propose an automatic adjustment method for the stratigraphic model while drilling. The method establishes an initial geological model based on pilot well logging data and extracts logging response characteristics between formations. During the drilling process, wavelet transform is used to segment the real-time logging response curves. The logging curves are reconstructed by integrating multiple types of information from time series, and then the Dynamic Time Warping(DTW) lower bound function and fastDTW algorithm based on early abandonment are applied to quickly search for the optimal matching segment within the constructed candidate sequence dataset, achieving formation comparison between the horizontal well and the pilot well. Finally, the stratigraphic model is adjusted based on the results of the formation comparison, thereby obtaining the true subsurface geological structure. The application results show that after adjustment using the method proposed in this paper, the morphological trend changes of the measured and simulated curves on the horizontal channel match closely, meeting the accuracy and real-time requirements for stratigraphic model adjustment while drilling.