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[31] Directed Representative Graph Modeling of MEP Systems Using BIM Data

EBSCO – Screened Seed Paper (General / Unclassified) 2022

Paper Description extracted from PDF · abstract · 144 words

Mechanical, electrical, and plumbing (MEP) systems are crucial to a building, which directly affect the building safety, energy saving, and operational efficiency. Building information models (BIMs) help engineers to view the connection structure of MEP elements, reducing the time for reading drawings and training costs. However, existing MEP systems bring a tremendous challenge to monitoring due to issues with the complicated spatial structure, large scale, and intuitiveness. In addition, there is still a lack of feasible methods to model a representative graph in MEP systems. To address this problem, this study proposes an approach to model a directed representative graph of MEP systems using BIM data. The proposed approach contains two parts, the representative edge extraction and the direction identification. Firstly, MEP elements are converted into triangular meshes on which boundary points are extracted. Secondly, representative sets are developed to extract the representative points.

AuthorsHan, Junjun and Zhou, Xiaoping and Zhang, Weisong and Guo, Qiang and Wang, Jia and Lu, Yixin
Year2022
VenueBuildings (2075-5309)
DOI10.3390/buildings12060834
Source DatabaseEBSCO (Applied Science & Technology)
Bridge-to-GNNCategory B
GNN ArchitectureDGCNN (heuristic — verify)
Graph EncodingBIM Element Topology Graph (inferred from title)
AEC TaskNot yet extracted from PDF
CohortPeak Adoption (2022)

Extracted Methodology heuristic — verify before citing

Dataset Size21 buildings (heuristic — verify)
Implementation FrameworkRevit / Dynamo (heuristic — verify)
Primary MetricAccuracy (heuristic — verify)
Primary Value100% (heuristic — verify)
Quality Assessment1/6 · rigor: Low ·
Benchmark: ✓ (heuristic — verify)

Detected Technical Stack auto-detected from PDF · regex catalogue match

GNN architectures detectedDGCNN · Knowledge Graph Embedding (TransE/RotatE/DistMult) · GCN
Frameworks / librariesRevit / Dynamo
Benchmark datasets referencedPubMed
Dataset stats found21 buildings
Reported metrics + valuesAccuracy: 100%
Quality (heuristic, 6-flag)1/6 · rigor: Low
Code/Data: —Benchmark: ✓Baseline: —CV/Split: —Ablation: —Reproducible: —

Lineage Families

None assigned

Enabled By / Precursors

None tracked

Extended By

None in corpus

Infrastructure Dependencies

BIM (auto-suggested) Revit / Dynamo (detected from PDF)

Research Frontier Tags

bim-graph

Part of the GML/GNN in AEC Systematic Review (PRISMA 2020) — 112 papers, 2020–2026