Search Results for author: Afiya Ayman

Found 4 papers, 1 papers with code

Task Grouping for Automated Multi-Task Machine Learning via Task Affinity Prediction

no code implementations24 Oct 2023 Afiya Ayman, Ayan Mukhopadhyay, Aron Laszka

We identify inherent task features and STL characteristics that can help us to predict whether a group of tasks should be learned together using MTL or if they should be learned independently using STL.

Multi-Task Learning

Minimizing Energy Use of Mixed-Fleet Public Transit for Fixed-Route Service

no code implementations10 Apr 2020 Amutheezan Sivagnanam, Afiya Ayman, Michael Wilbur, Philip Pugliese, Abhishek Dubey, Aron Laszka

Our results show that the proposed algorithms are scalable and can reduce energy use and, hence, environmental impact and operational costs.

Scheduling

Data-Driven Prediction of Route-Level Energy Use for Mixed-Vehicle Transit Fleets

1 code implementation10 Apr 2020 Afiya Ayman, Michael Wilbur, Amutheezan Sivagnanam, Philip Pugliese, Abhishek Dubey, Aron Laszka

In this paper, we present a novel framework for the data-driven prediction of route-level energy use for mixed-vehicle transit fleets, which we evaluate using data collected from the bus fleet of CARTA, the public transit authority of Chattanooga, TN.

Scheduling

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