2025 OEFS: Dam_Modis

OEFS Title1

MODIS-Based Assessment of Local Aerosol Pollution Following the Kakhovka Reservoir Collapse

Myroslav Bur, Jenny Liu, Tashi

Abstract

This project investigates shifts in atmospheric aerosol characteristics–specifically Aerosol Optical Depth (AOD)–following dust emissions from the Kakhovka Reservoir following the dam’s destruction in 2023. We hypothesized that the dam’s collapse may have introduced a new, localized source of aerosol pollution distinct from existing aerosol patterns. The null hypothesis was that there was no new source of pollution tied to the collapse of the dam. To do this, a time-series analysis was done using Moderate Resolution Imaging Spectroradiometer (MODIS) images extracted from Google Earth Engine (GEE) for six years (2017, 2018, 2021, 2022, 2023 and 2024). We focused on the months of May to September for each year. After conducting the analysis, it was found that the dam collapse did not have a significant impact on the aerosol content in the atmosphere. Instead, the data suggested that the aerosol presence following the collapse was consistent with the aerosol cycles in the years prior. However, we did find an abnormal increase in AOD in 2021 over our study period. We believe it was driven by a large dust storm coming from the Sahara Desert that was prominent at the time. The average AOD of the region of interest (ROI) ranged between 0.10-3.70. This result was analogous with the study we analyzed as part of our literature review, further reinforcing our belief that the collapse of Kakhovka reservoir did not impact aerosol content of the area. We failed to reject the null hypothesis; there was no new source of aerosol pollution. Even if a short-term impact was seen, the long-term effects are not present in our study.

OEFS Figure 1

Figure 1. (a) The 432 RGB raster image of the Kakhovka Reservoir in May 2022 (b) The 432-RGB raster image of the reservoir in May 2024, showing the extent of drainage. The reservoir has turned into a marsh (c) The NDWI (Normalized Difference Water Index) raster image of the reservoir in May 2022, where blue and green pixels represent water and land respectively (d) The NDWI raster image of the reservoir in May 2024, displaying that the reservoir water was completely gone. The entire area of 2155 square kilometers of the reservoir was drained to the Black Sea, temporarily flooding the downstream of the Dnipro River (Perrigo, 2023). Source: Sentinel-2.

satellite view of kakhovka reservoir

Figure 2. The map shows Ukraine, with the region of interest encompassing the Kakhovka Reservoir and the surrounding territories. Source: Google Earth Pro.

pre-ENVI-and-post analysis flow map

Figure 3. The workflow chart shows three major research steps that were accomplished.

line graph of mean aod value

Figure 4. Monthly average AOD 47 values for May through September for multiple years.

line graph of standard deviation from 2017 - 2024

Figure 5. Standard deviation values for the through multiple years monthly average AOD 47

line graph of mean aod value change in the weeks after june 1st, 2023

Figure 6. Weekly AOD 47 values for June – August of 2023. June 6, 2023, is when the dam was bombed and the reservoir began draining, releasing aerosols.

threshhold values where 0-0.1 is clear, 0.3 is elevated (urban smog), and <1.0 is high to extreme.

Table 1. AOD threshold values with corresponding typical meaning.