Track 1: AI and Data-Driven Decision Making

filter out electronic noise. This module must also allow the geotechnical analyst to manually validate or invalidate specific data points to prevent false alarms. 4) Instrument Lifecycle Status: A clear operational distinction managed by the instrumentation analyst between active sensors and those officially decommissioned or marked 'out of service' due to sustained malfunction. While these filtering and validation workflows are essential to streamline interpretation and reduce cognitive load, the platform must immutably preserve the complete historical raw data. Every data point collected since the project's inception is treated as a vital asset; maintaining the ability to query this unaltered historical archive is fundamental for long-term behavioral analysis and backanalysis of the infrastructure. Figure 3 presents the geotechnical command center implemented in Ingetec’s Platform (Ingetec Data). Figure 3. Geotechnical Command Center in case of study. Source: Ingetec Data. 5.7 TARP Automation To overcome the limitations of relying on isolated single-sensor thresholds which frequently result in localized false alarms and lack structural context, the platform implements a holistic Criticality Index for spatially and geologically homogeneous monitoring zones. This proprietary methodology normalizes qualitative alert severities from a predefined catalog into a continuous mathematical weight ranging from 0 to 1. By aggregating these normalized weights across all active instruments within a designated sector, the system computes a global severity score

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