Combat UAV operations conducted during the war in Ukraine occur in environments characterized by persistent electronic warfare (EW), degraded telemetry, and high-density alert conditions. Under these circumstances, operators must maintain performance while making rapid decisions based on incomplete and often unreliable system feedback. Analysis of real-world UAV operations identified recurring patterns of behavioral adaptation associated with alert saturation and decision compression. Based on publicly available operator accounts, five recurring behavioral patterns were identified: alert saturation under degraded conditions, decision compression, cross-platform interface inconsistency, adaptive alert filtering, and informal coordination strategies. The findings indicate that as system reliability degrades, operators increasingly rely on heuristic-based decision-making using partial cues and prior experience. The reviewed accounts suggest that degraded conditions can be a recurring feature of UAV operations. As a result, maintaining operational performance depends increasingly on human adaptability. These observations support the development of UAV systems that better assist operators during prolonged degraded conditions and sustained uncertainty.
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Олена Березіна (2026) studied this question.
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