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Qi Du

4 papers hereh-index 5349 citations10 works total

Matching runs newest-first, so older work may not be attached to this profile yet.

author position
  • middle author1
  • last author3

Across the 4 of 4 papers where every author was matched, so the position is known.

fields
  • cs.LG2
  • math.DS1
  • math.OC1

identity via Semantic Scholar / OpenAlex

most citedA Physics-Informed Deep Learning Paradigm for Traffic State and Fundamental Diagram Estimation

124 citations · 182 across the 4 of their papers we have counts for

collaborators

4 papers

math.DS2021★ 6 cited

Discovering State Variables Hidden in Experimental Data

Boyuan Chen, Kuang Huang, Sunand Raghupathi +3

All physical laws are described as relationships between state variables that give a complete and non-redundant description of the relevant system dynamics. However, despite the pr…

cs.LG2021★ 124 cited

A Physics-Informed Deep Learning Paradigm for Traffic State and Fundamental Diagram Estimation

Rongye Shi, Zhaobin Mo, Kuang Huang +2

Traffic state estimation (TSE) bifurcates into two categories, model-driven and data-driven (e.g., machine learning, ML), while each suffers from either deficient physics or small…

cs.LG2021★ 10 cited

Physics-Informed Deep Learning for Traffic State Estimation

Rongye Shi, Zhaobin Mo, Kuang Huang +2

Traffic state estimation (TSE), which reconstructs the traffic variables (e.g., density) on road segments using partially observed data, plays an important role on efficient traffi…

math.OC2020★ 42 cited

Dynamic driving and routing games for autonomous vehicles on networks: A mean field game approach

Kuang Huang, Xu Chen, Xuan Di +1

This paper aims to answer the research question as to optimal design of decision-making processes for autonomous vehicles (AVs), including dynamical selection of driving velocity a…

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Not affiliated with arXiv. Researcher data from Semantic Scholar (ODC-BY) and OpenAlex.