Fault zone activities, such as seismic ruptures, aseismic slips, and fluid migrations, affect seismic velocities (Brenguier et al., 2008;Peng & Ben-Zion, 2006). Monitoring their temporal variations provides valuable insights into understanding the earthquake cycle. Despite the observations of velocity perturbation prior to laboratory earthquakes (Scuderi et al., 2016), very few studies from field experiments (Niu et al., 2008) have reported velocity changes as a precursor to large earthquakes. Active seismic velocity monitoring is hampered by the requirement of repeatable seismic sources, which is expensive for long-term maintenance (Kumazawa & Takei, 1994). Instead, either natural (Ardhuin et al., 2011;Longuet-Higgins, 1950) or anthropogenic activities (Lavoué et al., 2021;Riahi & Gerstoft, 2015) provide alternative sources of seismic waves that are suitable, though not by design, for monitoring purposes. Among different noise signals, microseism, generated from the interaction between oceans and the solid Earth, has been extensively used in the past decades. Microseisms are dominated by low-frequency (0.1-1 Hz) surface waves and can be continuously recorded anywhere on Earth, making them accessible for various applications (e.g.,