Search Results for author: Alp Akcay

Found 5 papers, 1 papers with code

Policies for the Dynamic Traveling Maintainer Problem with Alerts

no code implementations31 May 2021 Paulo da Costa, Peter Verleijsdonk, Simon Voorberg, Alp Akcay, Stella Kapodistria, Willem van Jaarsveld, Yingqian Zhang

On the other hand, because the available resources to serve a network of geographically dispersed assets are typically limited.

Combinatorial Optimization

Optimizing Biomanufacturing Harvesting Decisions under Limited Historical Data

no code implementations11 Jan 2021 Bo wang, Wei Xie, Tugce Martagan, Alp Akcay, Bram van Ravenstein

We adopt a Bayesian approach to update the unknown parameters of the growth-rate distributions, and use the resulting posterior distributions to characterize the impact of model risk on fermentation output variability.

Decision Making Model-based Reinforcement Learning

Algorithms for slate bandits with non-separable reward functions

no code implementations21 Apr 2020 Jason Rhuggenaath, Alp Akcay, Yingqian Zhang, Uzay Kaymak

In this paper, we study a slate bandit problem where the function that determines the slate-level reward is non-separable: the optimal value of the function cannot be determined by learning the optimal action for each slot.

Remaining Useful Lifetime Prediction via Deep Domain Adaptation

no code implementations17 Jul 2019 Paulo R. de O. da Costa, Alp Akcay, Yingqian Zhang, Uzay Kaymak

We propose a Domain Adversarial Neural Network (DANN) approach to learn domain-invariant features that can be used to predict the RUL in the target domain.

Domain Adaptation Management +2

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