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Digital-Twin Enabled "Living Fresco".

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This study introduces a novel glass-fiber-reinforced polymer concrete panel that functions as a load-bearing facade, interactive light display, and self-sensing structural element. This innovative building material enhances durability, aesthetics, and provides long-term service-life prognosis.

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Area of Science:

  • Materials Science
  • Civil Engineering
  • Smart Structures

Background:

  • Multifunctional building skins merge structural performance, daylighting, and human-architecture interaction.
  • Integrated design frameworks for polymer-concrete claddings are limited by durability, real-time aesthetics, and service-life prognosis challenges.

Purpose of the Study:

  • To develop a glass-fiber-reinforced polymer (GFRP) mesh-enhanced translucent polymer-concrete (GFRP-TRPC) panel.
  • To integrate load-bearing capacity, AI-driven light display, and self-sensing capabilities into a single building element.
  • To establish a framework for predicting long-term performance and managing service life.

Main Methods:

  • Fabrication of GFRP-TRPC panels using vacuum-assisted resin infusion with recycled glass aggregate and optical fibers.
  • Integration of bidirectional E-glass GFRP grids for crack restraint and fiber Bragg-grating (FBG) sensors.
  • Development of AI algorithms (ViT-GAN, TinyML CNNs) for real-time aesthetic display and structural health monitoring.
  • Utilizing Synchrotron X-ray CT and digital image correlation for material characterization and validation.
  • Creation of a reduced-order digital twin for predicting long-term performance under environmental loads.

Main Results:

  • GFRP-TRPC panels exhibited 65 MPa compressive strength and 22% optical transmittance.
  • The AI-driven light canvas increased visitor dwell time by 340%.
  • TinyML CNNs detected 0.1 mm cracks with 96.7% accuracy, triggering safety cues.
  • Interfacial void fractions were below 1.2%, validated by strain field analysis.
  • The digital twin predicted only 7.8% stiffness loss and <5% optical attenuation after 30 years, with early maintenance alerts.

Conclusions:

  • The GFRP-TRPC panel offers a scalable solution for advanced building skins.
  • This technology merges artistic expression, structural integrity, and intelligent longevity management.
  • The study demonstrates a pathway for polymer-composite building materials with enhanced functionality and durability.