Demonstration

This page discusses the application of the comprehensive interoperability workflow for the data-driven models. Two CAD modeling software packages (i.e., Rhinoceros and Revit) and two BIM software packages (i.e., Revit and OpenBIM) were used to demonstrate the feasibility of the proposed workflow (see Figure 64). The Python 3 package compatible with the DL models was coded and distributed via GitHub for use by researchers around the world. I utilized the Grasshopper script and Python-enabled interface in Rhinoceros and interactively manipulated the building geometry in both Rhinoceros and Revit. The traditional CAD modeling tools inevitably incorporated the functionality of ML and DL in their workspace. Currently, Rhinoceros and Revit provide their extension programs for ML and DL to users. Due to this trend, we developed the Python code package for data-driven modeling for BPS. This package can be implemented with various modeling software that function with Python script. In addition, the interoperability check conducted with different software was completed by utilizing the freely available IFC viewer software, OpenBIM, and Revit.

This demonstration illustrates the comprehensive workflow for ANN models in a sequenced manner. This demonstration employed the software for CAD and BIM that is most widely used in the academy and industry. In addition, this demonstration utilized advanced ANN models for BPS tasks for future adaptations of the proposed tools. In addition, the applicability of the GRT and BST in real-world applications was demonstrated by introducing the currently available BIM and IFC software. Python3 packages can easily be integrated into Rhino and Revit by using Grasshopper and Dynamo (Python-enabled interfaces) for modeling tools. This package enables the direct use of models as ANN inputs and the conversion of important model properties into the IFC data structure for future use and model adaptation. Storing information is essential for communicating with different stakeholders at any stage of the design and consulting process and later submission of models for certification processes such as LEED and other relevant standards.