Managing and Visualizing BIM Data with AI
Packt Publishing Limited (Verlag)
978-1-83664-369-2 (ISBN)
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Key Features
Automate BIM data extraction, processing, and insights using AI tools
Design advanced Power BI dashboards tailored for the AEC industry
Integrate predictive analytics, IoT data, and visualizations into Revit workflows
Book DescriptionEnhancing the value of BIM data is a pressing challenge in the architecture, engineering, and construction (AEC) industry—this book gives you the tools to solve it with AI. You'll learn to automate BIM data workflows, extract meaningful insights, and design intelligent dashboards using Revit, Dynamo, Power BI, and Python.
Written by seasoned BIM Manager Bruno Martorelli, this hands-on guide equips you with the skills to modernize your data processes and build predictive, real-time dashboards customized for stakeholder needs. You'll dive into extracting BIM data, applying machine learning with comfort metrics, visualizing results using Power BI, and even integrating real-time IoT streams into your models.
This book also explores ethical and practical considerations of AI in BIM, offers real-world case studies, and gives you the confidence to lead future-ready AEC projects. Whether you're new to AI or already experimenting with dashboards, you’ll walk away ready to make your BIM data work harder and smarter.
By the end of this book, you will be able to create powerful, AI-enhanced dashboards and automation workflows that convert raw BIM data into actionable intelligence, transforming your project delivery capabilities.What you will learn
Analyze and preprocess BIM data using Revit, Dynamo, and Python
Train machine learning models to predict comfort and performance metrics
Automate data integration and feedback loops for Revit models
Build stakeholder-focused dashboards in Power BI
Use anomaly detection and predictive insights in BIM analytics
Incorporate IoT and external datasets into real-time visualizations
Apply ethical practices and for emerging BIM-AI trends
Study real-world implementations of AI-powered BIM dashboards
Who this book is forBIM professionals, including architects, engineers, construction managers, and data analysts, who want to enhance their BIM workflows with AI-driven insights and dashboards. Familiarity with Revit and basic data management is expected, and experience with Power BI or Python will be helpful for applying the book’s techniques.
Bruno Martorelli is an experienced BIM Manager with 15+ years in the engineering and construction sector. Currently leading BIM strategy at MCORM, he's known for combining Revit expertise with AI and data analytics to drive project efficiency. His portfolio includes multidisciplinary leadership on major commercial and mission-critical builds, with a track record of applying advanced tech—from generative design to IoT integration. Passionate about compliance and creativity in equal measure, Bruno brings a deeply practical approach to modern BIM management.
Table of Contents
Traditional vs. AI-Enhanced BIM Data Management
Introduction to AI Technologies in BIM
Setting Up Your AI-Ready BIM Environment
Extracting and Preparing BIM Data with Revit and Dynamo
AI-Driven BIM Data Analysis with Python and Dynamo
Automating BIM Tasks Using AI and Dynamo
Principles of Data Visualization for BIM
Creating Interactive Dashboards with Power BI and Revit Data
Enhancing Dashboards with AI in Power BI
Advanced Visualization Techniques for BIM Data
Case Studies and Real-World Applications
Best Practices, Ethical Considerations, and Future Outlook
| Erscheinungsdatum | 04.07.2025 |
|---|---|
| Verlagsort | Birmingham |
| Sprache | englisch |
| Maße | 191 x 235 mm |
| Themenwelt | Informatik ► Software Entwicklung ► User Interfaces (HCI) |
| Technik ► Bauwesen | |
| ISBN-10 | 1-83664-369-1 / 1836643691 |
| ISBN-13 | 978-1-83664-369-2 / 9781836643692 |
| Zustand | Neuware |
| Informationen gemäß Produktsicherheitsverordnung (GPSR) | |
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