Mohammad Rahmani Asl

Title: Innovations by Mohammad Rahmani Asl in Building Performance Analysis

Introduction

Mohammad Rahmani Asl is an accomplished inventor based in Walnut Creek, CA (US). He has made significant contributions to the field of building performance analysis through his innovative work at Autodesk, Inc. His expertise in machine learning has led to the development of advanced methods for analyzing building energy efficiency.

Latest Patents

One of his notable patents is the Building Performance Analysis (BPA) machine. This invention utilizes machine learning to accelerate building energy analysis. The method and system generate a building operational performance analysis output by creating a synthetic data set that includes a set of 3D building conceptual mass geometries. The process involves identifying geometry types, categorizing them, and algorithmically generating mass geometries using a separate workflow for each category through generative design. Analytical models associated with each mass geometry are generated, and simulation results are produced for each model. A surrogate model is then trained based on features extracted from these simulation results using machine learning. The model iteratively determines the features based on the measured accuracy, ultimately processing geometry input to generate the building operational performance analysis output. This output informs designers about the approximate Energy Use Intensity of the geometry input.

Career Highlights

Throughout his career, Mohammad Rahmani Asl has demonstrated a strong commitment to innovation in building performance analysis. His work at Autodesk, Inc. has positioned him as a leader in the integration of machine learning with architectural design. His patent reflects his dedication to improving energy efficiency in building operations.

Collaborations

Mohammad has collaborated with talented individuals such as Zachary Micah Kron and Varvara Toulkeridou. These collaborations have further enhanced the impact of his work in the field.

Conclusion

In summary, Mohammad Rahmani Asl is a pioneering inventor whose contributions to building performance analysis through machine learning are noteworthy. His innovative patent and collaborative efforts at Autodesk, Inc. continue to influence the industry positively.