Emmanuel Tung

Title: Biography of Emmanuel Tung

Introduction

Emmanuel Tung is an innovative inventor based in Ashburn, VA (US). He has made significant contributions to the field of technology, particularly in the area of predicting human mobility in uncertain traffic conditions. With a total of 2 patents to his name, he has demonstrated a strong commitment to advancing transportation solutions.

Latest Patents

His latest patents include "Generating trajectories from implicit neural models." This invention focuses on generating trajectories from an implicit neural representation (INR) model to predict human mobility in uncertain traffic conditions. The process involves receiving geocoordinate data representing vehicle motion observations of a traffic pattern and a road network based on this data. The INR model is trained to learn continuous, latent fields of stochastic traffic properties over space and time. It extracts spatio-temporal speed distributions from the geocoordinate data and applies a near-shortest-path heuristic algorithm, weighted by predictions of the INR model, to produce real-world routing choices. The generated trajectories reflect non-deterministic and diverse route choices in the road network, ultimately improving routing choices for GPS systems.

Career Highlights

Emmanuel has worked with notable companies such as Novateur Research Solutions. His experience in these organizations has allowed him to refine his skills and contribute to groundbreaking projects in the field of transportation technology.

Collaborations

Throughout his career, Emmanuel has collaborated with talented individuals, including Mark Tenzer