Infrastructure BIM Platform for Lifecycle Management

Abstract

Recently, the application of the BIM technique to infrastructure lifecycle management has increased rapidly to improve the efficiency of infrastructure management systems. Research on the lifecycle management of infrastructure, from planning and design to construction and management, has been carried out. Therefore, a systematic review of the literature on recent research is performed to analyze the current state of the BIM technique. State-of-the-art techniques for infrastructure lifecycle management, such as unmanned robots, sensors and processing techniques, artificial intelligence, etc., are also reviewed. An infrastructure BIM platform framework composed of BIM and state-of-the-art techniques is then proposed. The proposed platform is a web-based platform that contains quantity, schedule (4D), and cost (5D) construction management, and the monitoring systems enable collaboration with stakeholders in a Common Data Environment (CDE). The lifecycle management methodology, after infrastructure construction, is then completed and is developed using state-of-the-art techniques using unmanned robots, scan-to-BIM, and deep learning networks, etc. It is confirmed that collaboration with stakeholders in the CDE in construction management is possible using an infrastructure BIM platform. Moreover, lifecycle management of infrastructure is possible by systematic management, such as time history analysis, damage growth prediction, decision of repair and demolition, etc., using a regular inspection database based on an infrastructure BIM platform.

BIM para infraestruturas rodoviárias

“…Com relação à O&M, muitas pesquisas usaram UAV e LiDAR (BARAZZETTI; PREVITALI; SCAIONI, 2020; CAFISO et al, 2021;JANG et al, 2021;JUSTO et al, 2023;BRUMANA;BANFI, 2022) para levantamento de estruturas existentes, porém há a necessidade de expandir os estudos realizados, já que a maioria se limitou, em seu estudo de caso, a pontes e trechos curtos de estradas. Uma outra questão encontrada está relacionada a dificuldade de levantamento de curvas de pontes e estradas (JUSTO et al, 2023).…”

Recent progress and future outlook of digital twins in structural health monitoring of civil infrastructure

“…Lu and Brilakis (2019) proposed a slicing-based object-fitting method that concentrated on creating a geometric DT (gDT) of a bridge infrastructure using four types of labeled point clusters for IFC-compatible models. Jang et al (2021) proposed a web-based platform for the lifecycle management of infrastructure using BIM. The digital platform contained five critical milestones: the planning and design of the BIM model, 4D/5D construction management and monitoring using BIM, the use of unmanned devices for data collection (scan-to-BIM), health assessment using DL, and the periodic assessment of the damage and health of the structure.…”

BIM e Inteligência Artificial: Uma análise bibliométrica na indústria da construção

“…No âmbito das obras de arte especiais, os estudos detêm como objetivo simular incertezas geotécnicas, avaliar riscos de segurança em obras de túneis de diâmetro significativo, identificar e segmentar anomalias na estrutura em tempo real, prever o crescimento dos danos e aprimorar tomadas de decisão de reparo e demolição. Para tanto, as pesquisas empregam o método de elementos finitos (FEM) pra análise estrutural, técnicas de IA inerentes a ML e DL, a partir de modelos de CNNs/R-CNNs, Auto-ML, como tree-based pipeline optimization tool (TPOT); e abordagens relativas a explainable AI (XAI) e shapley additive explanations (SHAP) [33] e [34]. Por fim, no contexto da infraestrutura rodoviária, um único artigo aplica BIM com IA para explorar a otimização do alinhamento do traçado de rodovias.…”