*Article* **Shifts in Salt Marsh Vegetation Landcover after Debris Flow Deposition**

**Germán D. Silva \*, Dar A. Roberts, Joseph P. McFadden and Jennifer Y. King**

Department of Geography, University of California, Santa Barbara, CA 93106-4060, USA; dar@geog.ucsb.edu (D.A.R.); mcfadden@ucsb.edu (J.P.M.); jyking@ucsb.edu (J.Y.K.) **\*** Correspondence: german.silva@geog.ucsb.edu

**Abstract:** On 9 January 2018, Carpinteria Salt Marsh Reserve received a large quantity of sediment following debris flows in Montecito, California. Because disturbances potentially impact the ecosystem services and functions that wetlands provide, an understanding of how the ecosystem responded to the debris flows is important for the management of salt marsh systems. However, a lack of field data before and after this disturbance makes this task impossible to complete by field methods alone. To address this gap, we used Sentinel-2 satellite imagery to calculate landcover fractions and spectral indices to produce maps of landcover before, during, and after the debris flow using a random forest classifier. Change detection showed that vegetation extent in November 2020 approached pre-debris flow conditions. While total vegetated area experienced little net change (0.15% decrease), there was a measurable change in the areal extent of vegetation type, with high marsh vegetation transitioning to mid marsh vegetation in regions that initially showed an increase in bare soil cover. These results are uniquely quantifiable using remote sensing techniques and show that disturbance due to debris flows may affect ecosystem function via plant community change. These impacts will need to be taken into consideration when managing wetlands prone to depositional events.

**Keywords:** remote sensing; wetland change; change detection; random forest classifier; *Salicornia pacifica*
