The article introduces a new way to classify sounds made by construction materials using chaos theory. By analyzing the patterns in the sounds, researchers can determine the type of material making the noise. They found that a specific dimension called the correlation dimension is very useful for this classification. This method is effective because it uses the entire sound signal to make accurate classifications, and it is not affected by signal absorption.