Table 1

Identified requirements CDP prototype capabilities

Identified requirementsOperational capabilities
Monitoring of sustainability metricsThe prototype CDP supports visualization of Level 3 indicators – EUI, Lifecycle Carbon Footprint (LCF) and IEQ – using data from Autodesk Insight and physical sensors
Real-time data integrationReal-time data from DHT11 (temperature, humidity) and TSL2591 (light level) sensors are collected via Raspberry Pi and visualized through REST API integration
Predictive analytics implementationBasic rule-based threshold alerts for IEQ are implemented. No advanced predictive modules (e.g., forecasting or anomaly detection) are currently operational
Interoperability with openBIM standardsCDP integrates BIM data in IFC format and links it with external analysis tools like Autodesk Insight for energy and carbon assessments
DT functionalityThe digital environment simulates energy usage responses based on input data, but automatic control of physical systems is not implemented
Stakeholder collaboration featuresAn interactive web dashboard allows multiple user roles to access data. An AI-powered chatbot supports basic natural language queries about Level 3 indicators
Source(s): Authors' own work

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