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Analysis of Dynamic and Thermodynamic Moisture Budgets for Extreme Rainfall Events in Telangana Utilizing ERA5 Reanalysis

This study utilizes ERA5 reanalysis data to demonstrate that low-level moisture convergence and vertical advection are critical dynamical and thermodynamical precursors driving extreme rainfall events in Telangana, offering vital insights to enhance disaster risk management and forecasting capabilities.

Original authors: Sravani Alanka, Lakshmana Rao Vennapu, M. Suguna Kumari, K. NagaRatna

Published 2026-09-07
📖 5 min read🧠 Deep dive

Original authors: Sravani Alanka, Lakshmana Rao Vennapu, M. Suguna Kumari, K. NagaRatna

Original paper licensed under CC BY 4.0 (https://creativecommons.org/licenses/by/4.0/). This is an AI-generated explanation of the paper below. It is not written or endorsed by the authors. For technical accuracy, refer to the original paper. Read full disclaimer

Rainfall is more than just water falling from the sky; it is the result of a complex atmospheric engine where air moves, heat shifts, and moisture gathers. In the science of meteorology, researchers often break down these storms into two main drivers: the dynamics of wind and the thermodynamics of heat and humidity. Think of dynamics as the engine that pushes air around, creating currents that pull moisture together, while thermodynamics is the fuel, representing how much water vapor the air can hold based on its temperature. When these two forces work in harmony, they can produce storms of immense power. Understanding exactly how they interact is vital, especially in regions like Telangana in central India, a semi-arid plateau where the landscape is usually dry but increasingly vulnerable to sudden, catastrophic deluges that flood cities, destroy crops, and overwhelm infrastructure.

A team of researchers from the India Meteorological Department and Andhra University recently turned their attention to this specific puzzle. They wanted to understand the precise mechanics behind three extreme rainfall events that struck Telangana in July of 2021, 2022, and 2023. In each of these cases, specific locations received more than 200 millimeters of rain in a single day, a threshold that marks the difference between a heavy shower and a disaster. To solve this, the scientists did not rely on ground observations alone, which can be sparse over such a vast area. Instead, they utilized a sophisticated digital reconstruction of the atmosphere called ERA5. This tool acts like a high-resolution, hour-by-hour movie of the sky, filling in the gaps between weather stations with data from satellites and models to show exactly how wind and moisture moved during those critical days.

The researchers focused on the moisture budget, a way of accounting for every drop of water entering, leaving, or rising within a column of air. They looked at three specific ingredients: the total amount of water vapor hanging in the air, the horizontal wind pushing that moisture into the region, and the vertical movement lifting that moisture upward to form clouds. By comparing the conditions during the three storms against the average weather patterns of July over the last five years, they could isolate what made these specific days so different. They found that in every case, the storms were preceded by a massive buildup of moisture in the lower atmosphere and strong winds converging from the Arabian Sea and the Bay of Bengal, funneling water vapor into the state. However, the way this moisture transformed into rain was not the same for every event.

The first storm, which hit in July 2021, was driven almost entirely by the wind. The atmosphere was filled with a strong, anomalous flow of air that pushed moisture into the region and forced it upward. The amount of water vapor in the air was higher than usual, but the primary engine was the dynamic movement of the wind itself. It was a case of powerful circulation dragging the available moisture into a tight spot and lifting it rapidly. In contrast, the July 2022 event told a different story. Here, the wind patterns were less dominant, but the air itself was incredibly saturated with moisture. The atmosphere held a significantly higher concentration of water vapor than the seasonal average, particularly in the northeastern districts. The storm in 2022 was fueled by this thermodynamic abundance; the air was so loaded with water that even a moderate amount of lifting produced extreme rainfall.

The third event, occurring in July 2023, represented a rare and powerful convergence of both forces. This storm did not rely on just one mechanism. Instead, it featured the strong, organized wind patterns seen in 2021 combined with the deep, moisture-laden atmosphere of 2022. The winds pushed vast amounts of water vapor into the region, and the air was already so saturated that the lifting process became incredibly efficient. This dual amplification resulted in the most severe rainfall of the three, with some stations recording over 600 millimeters in a day. The researchers found that this co-occurrence of strong wind dynamics and high moisture loading created a perfect storm scenario, producing the widest area of extreme rain and affecting the most locations simultaneously.

The study concludes that while extreme rainfall in Telangana always requires a supply of moisture and a mechanism to lift it, the specific recipe changes from event to event. Sometimes the wind does the heavy lifting, other times the moisture content is the key, and occasionally, both align to create the most destructive outcomes. This distinction is crucial for the future. If forecasters only look for one type of warning sign, they might miss the others. By understanding that these storms can arise from different combinations of forces, meteorologists can develop more flexible and accurate early warning systems. As the climate warms, the atmosphere is expected to hold even more moisture, potentially increasing the frequency of these co-amplified events where dynamic and thermodynamic forces reinforce each other. For a region like Telangana, where the ground is often dry but the skies can suddenly open up, knowing exactly how the storm is built is the first step toward building resilience against the next deluge.

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