Table 1 Main digital technologies explored in the case studies for validating the D5 workflow

From: D5 digital circular workflow: five digital steps towards matchmaking for material reuse in construction

Digital technologies

Purpose

Steps

Machine learning (ML)

To conduct comprehensive assessments of existing building stocks from building records in combination with geographical information systems (GIS) and to assess the identified stocks to estimate the potential for reusing building components.

Detection

Computer vision (CV)

To advance material recognition from visual data and automate the disassembly-for-reuse process, identifying material types and conditions during deconstruction for precise classification.

Detection

Disassembly

Reality capture

To generate 3D geometric data of existing materials, integrating this information with BIM systems as cyber-physical elements. In combination with robotics, these technologies enable systematic deconstruction and sorting processes to facilitate the careful disassembly of building materials.

Detection

Disassembly

Extended reality (XR)

To aid in the disassembly and reassembly of materials, simplifying the process and ensuring accuracy in fitting reclaimed components. Robotics are also explored to disassemble building elements carefully.

Disassembly

Deployment

Digital product passports (DPPs)

To extract data to feed into specialised algorithms tailored for the construction industry to effectively match the supply of available materials with demand, serving as digital intermediaries for stakeholders across the value chain.

Distribution

Track & trace technologies (including Internet of Things (IoT) & data carriers)

To track information on materials to connect DPPs and material databases.

Distribution

Decentralised storage technologies (e.g., blockchain)

To trace the history of the material and information providence.

Distribution

Generative AI

To enhance creativity in the architectural design process with reused materials.

Design

Computational design algorithms (e.g., parametric design)

To plan and model buildings specifically using reused materials. Algorithms are improved to accommodate existing material inventories while factoring in the variances necessary for working with reclaimed stock.

Design

Digital fabrication (e.g., additive and subtractive manufacturing)

To produce precise connectors that facilitate the integration of reused materials.

Disassembly

Deployment