This inventor holds 4 USPTO granted patents and 1 published patent application. Top assignees: Iteris, Inc., Toyota Motor North America, Inc.. Active years: 2023-2026.
Company Filing History:
Years Active: 2023-2026
Title: Shayan Khoshmagham: Innovator in Traffic Speed Prediction
Introduction
Shayan Khoshmagham is an accomplished inventor based in San Francisco, CA. He has made significant contributions to the field of traffic speed prediction through innovative machine learning techniques. With a total of 4 patents, Khoshmagham is recognized for his expertise in analyzing spatiotemporal traffic speed dependencies.
Latest Patents
One of his latest patents focuses on short-term traffic speed prediction and forecasting using machine learning analysis. This framework models traffic speed in a transportation network by analyzing both spatial and temporal dependencies in probe-based traffic speeds, historical weather data, and forecasted weather data. The decentralized partial least squares (PLS) regression model predicts short-term speed using localized, historical probe-based traffic data. Additionally, a deep learning model applies the predicted short-term speed to estimate traffic speed at specified times and locations, aiding in the prediction of traffic bottlenecks and other future traffic states.
Career Highlights
Khoshmagham currently works at Iteris, Inc., where he continues to develop innovative solutions for traffic management. His work has garnered attention for its practical applications in improving transportation efficiency and safety.
Collaborations
Some of his notable coworkers include Tiffany E Symes and Pouyan Hosseini, who contribute to the collaborative environment at Iteris, Inc.
Conclusion
Shayan Khoshmagham's work in traffic speed prediction exemplifies the intersection of technology and transportation. His innovative patents and contributions to the field are paving the way for smarter traffic management solutions.