Michael Travis Floyd

Title: Michael Travis Floyd - Innovator in Building Performance Analysis

Introduction

Michael Travis Floyd is an accomplished inventor based in El Cerrito, CA (US). He has made significant contributions to the field of building performance analysis through his innovative work at Autodesk, Inc. His expertise lies in utilizing machine learning to enhance energy analysis in building design.

Latest Patents

Michael holds a patent for a Building Performance Analysis (BPA) machine. This invention employs 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 trained based on features extracted from these simulation results using machine learning. The machine learning process iteratively determines the set of features based on the measured accuracy of the surrogate model. The geometry input is processed through the surrogate model to generate the building operational performance analysis output, which informs designers of the approximate Energy Use Intensity of the geometry input.

Career Highlights

Michael's career at Autodesk, Inc. has been marked by his dedication to improving building energy efficiency through innovative technologies. His work has positioned him as a leader in the integration of machine learning within the architecture and engineering sectors.

Collaborations

Michael has collaborated with talented individuals such as Mohammad Rahmani Asl and Zachary Micah Kron. Their combined expertise has contributed to the advancement of building performance analysis technologies.

Conclusion

Michael Travis Floyd is a pioneering inventor whose work in building performance analysis is shaping the future of energy-efficient design. His innovative approach and collaboration with industry professionals continue to drive advancements in this critical field.