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July 15, 2026SustainabilityOpen Access

A BIM-Integrated Eco-Digital Framework for Markov-Based Predictive Maintenance and Sustainability Assessment in Educational Buildings Towards Digital Twin Readiness

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Authors

ANAhmed NageebAEAhmed ElyamanyHEHatem ElBehairy

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Overview

Randomized trial evaluates predictive maintenance outcomes in educational buildings, suggesting improved sustainability integration.

Key Points

  • This research aims to develop a BIM-integrated Eco-Digital framework for predictive maintenance and sustainability assessment in educational buildings.
  • Developed a data-driven methodology incorporating condition assessment, Markov-based deterioration prediction, and sustainability metrics.
  • Validated the framework through a case study in an educational building.
  • Established a hierarchical asset structure and relative weighting system for maintenance prioritization.
  • Improved maintenance prioritization based on both functional importance and condition state.
  • Enhanced predictive capability through the Markov model for component deterioration under uncertainty.
  • Better integration of sustainability indicators linked to maintenance decisions.

Cite This Study

Nageeb et al. (2026) studied this question.

synapsesocial.com/papers/6a57242188b21df87548093chttps://doi.org/10.3390/su18147133
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