Műegyetemi Digitális Archívum

Multi-Modal Knowledge Graph-Based Question Answering System for High-Rise Building Construction Technologies

Date

Type

könyvfejezet

Language

en

Publisher

Budapest University of Technology and Economics

Reading access rights:

Open access

Rights Holder

Szerző

Conference Date

2024.06.29.-2024.07.02

Conference Place

Praha, Czech Republic

Conference Title

Creative Construction Conference 2024

Container Title

Proceedings of the Creative Construction Conference 2024

Department

Építéstechnológia és Menedzsment Tanszék

Version

Online

Faculty

Faculty of Architecture

Subject Area

Műszaki tudományok

Subject Field

Műszaki tudományok - építészmérnöki tudományok

Subject (OSZKAR)

Multi-modal
knowledge map
construction technology
question-and-answer system

Gender

Konferenciacikk

University

Budapest University of Technology and Economics

OOC works

Abstract

In the modern construction industry, the transmission of construction technologies still largely relies on traditional paper drawings and oral communications among workers, which fosters inaccuracies in information transfer, low efficiency in process guidance, and increased construction safety risks. For high-rise buildings particularly, the complexity of construction technologies, the difficulty of the tasks, and the low margin for error demand a higher need for construction technology processing and knowledge management. Therefore, this paper proposes a multi-modal knowledge graph-based Question Answering (QA) system for high-rise building construction technologies, aimed at enhancing the efficiency and accuracy of construction technology information retrieval during high-rise building construction. This system employs deep learning and natural language processing technologies, integrating various data types including texts, images, videos, and three-dimensional models, enabling it to comprehend and respond to complex queries and questions from engineering personnel regarding high-rise building construction. It also provides guidance supported by images, videos, and model parameters. Through testing the system, its efficacy and accuracy in handling real-world engineering problems were validated, particularly excelling in areas such as engineering process selection, construction methods, and safety standard guidance. This not only promotes the systematization of construction technology knowledge within the building field but also enhances the quality and efficiency of engineering construction.

Description

Keywords