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MAICEN-1125

Group 5 - Nov 2025 - Master's program in Artificial Intelligence for Architecture and Construction at the Zigurat Global Institute of Technology.

🏗️ MAICEN-1125 | AI for Architecture & Construction

Zigurat Global Institute of Technology — Group 5 (2025–2026)

Welcome to the official GitHub organization for Group 5. This space hosts our collective research and development projects completed during the MAICEN-1125 Master's program. Our work focuses on the intersection of Artificial Intelligence, Parametric Design, and BIM to solve complex challenges in the AECO industry.


👥 Our Team

We are a multidisciplinary group of professionals dedicated to integrating AI into the construction lifecycle.

Name
Mark Shane Haines
LetĂ­cia Cristovam Clemente
Malak Yaseen
Marc Azzam
Osama Ata

🚀 Key Projects

1. Parametric Building Generator

Tools: Grasshopper, Rhino.Inside Revit, Python

A parametric multi-storey building generator that transforms plot boundaries into fully-formed BIM elements (Levels, Floors, Columns, Façades) in Autodesk Revit.

  • Key Feature: Real-time BIM synchronization and footprint validation (<60% coverage).
  • Outcome: Automated generation of 5–50 storey buildings with live data summaries.

2. PPE Compliance Detection System

Tools: YOLOv8, Computer Vision, Pseudo-Labeling

An AI-powered safety system that monitors construction sites for PPE compliance (Helmets, Safety Vests, Goggles) and detects violations (Bare Heads).

  • Key Feature: Innovative pseudo-labeling pipeline to expand detection classes without manual annotation.
  • Result: 91.9% recall on bare-head detection, prioritizing life-safety.

3. Electricity Consumption Time Series

Tools: Python, Prophet, SARIMA, Statsmodels

End-to-end analysis and forecasting of 16 years of hourly energy consumption data (PJM West) to support energy procurement in the AECO sector.

  • Key Feature: Multi-scale seasonality analysis and comparison between Meta's Prophet and SARIMA models.
  • Result: High-accuracy forecasting with a 6.5% MAPE on a 52-week holdout.

🛠️ Tech Stack

Domain Technologies
Computational Design Rhino 7/8, Grasshopper, Rhino.Inside Revit
Artificial Intelligence PyTorch, Ultralytics (YOLOv8), Prophet, Scikit-learn
Data Science Python (Pandas, Numpy, Seaborn, Statsmodels)
BIM Autodesk Revit 2022+

🎓 About the Program

MAICEN-1125 is the Master's program in Artificial Intelligence for Architecture and Construction at the Zigurat Global Institute of Technology. Our group (Group 5) focuses on "AI for Project Optimisation, Innovation, and Ethics."


"Bridging the gap between algorithmic design and intelligent construction."

Zigurat | Group 5 | 2025–2026

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  1. bim-guard bim-guard Public

    BIM Guard is a BIM compliance application. It lets users upload IFC models, define compliance rules from documents, and generate reports.

    Python 1

  2. .github .github Public

  3. bim-guard-evaluation bim-guard-evaluation Public

    Python

  4. m9u4 m9u4 Public

    1

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