Jia-Rui Lin

Jia-Rui Lin

Associate Professor

Opensource Tool for AR-based Visualization of Computational Fluid Dynamics(CFD)

Published:

During my visit to E3D institute of RWTH-Aachen University, we developed a novel approach and a prototype tool based on Unity3D, for AR-based CFD visualization of indoor thermal environment. Details could be found in our paper. Source code and test data are also available on github for future research and investigations.

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SODA: Site Object Detection dAtaset for Deep Learning in Construction

Published:

With collaboration with Dr. Yichuan Deng from South China University of Technology, we developed a large-scale image dataset for deep learning based site object detection, the dataset contains images taken from different view angles and ambient lighting conditions, and covers various objects such workers, equipments, materials, etc.

ART(AutoRuleTransform): Opensource Dataset and Algorithms for Automated Rule Interpretation of Building Codes

Published:

For the digitalization and automated interpretation of regulatory documents, our team developed and opensourced the first large scale dataset in Chinese for automated rule transformation. Corresponding algorithms proposed for rule interpretation are also opensourced. Various types of clauses, including simple clauses, complex clauses with multiple constraints, high-order constraints and implicit properties are considered when developing the dataset and algorithms, which laid a solid foundation for future explorations.