Search Results for author: Tuo Mao

Found 3 papers, 1 papers with code

How will electric vehicles affect traffic congestion and energy consumption: an integrated modelling approach

1 code implementation26 Oct 2021 Artur Grigorev, Tuo Mao, Adam Berry, Joachim Tan, Loki Purushothaman, Adriana-Simona Mihaita

This paper explores the impact of electric vehicles (EVs) on traffic congestion and energy consumption by proposing an integrated bi-level framework comprising of: a) a dynamic micro-scale traffic simulation suitable for modelling current and hypothetical traffic and charging demand scenarios and b) a queue model for capturing the impact of fast charging station use, informed by traffic flows, travel distances, availability of charging infrastructure and estimated vehicle battery state of charge.

energy management Management

Boosted Genetic Algorithm using Machine Learning for traffic control optimization

no code implementations11 Mar 2021 Tuo Mao, Adriana-Simona Mihaita, Fang Chen, Hai L. Vu

Lastly, we propose a new algorithm BGA-ML combining the GA algorithm and the extreme-gradient decision-tree, which is the best performing regressor, together in a single optimization framework.

BIG-bench Machine Learning

Traffic signal control optimization under severe incident conditions using Genetic Algorithm

no code implementations11 Jun 2019 Tuo Mao, Adriana-Simona Mihaita, Chen Cai

Secondly, we apply the optimal signal timings previously found under severe incidents affecting the traffic flow in the network but without any further optimization.

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