most citedDigital Twins: State of the Art Theory and Practice, Challenges, and Open Research Questions

15 citations · 40 across the 6 of their papers we have counts for

collaborators

6 papers

cs.LG2021

GAETS: A Graph Autoencoder Time Series Approach Towards Battery Parameter Estimation

Edward Elson Kosasih, Rucha Bhalchandra Joshi, Janamejaya Channegowda

Lithium-ion batteries are powering the ongoing transportation electrification revolution. Lithium-ion batteries possess higher energy density and favourable electrochemical propert…

cs.LG2021★ 9 cited

Data Considerations in Graph Representation Learning for Supply Chain Networks

Ajmal Aziz, Edward Elson Kosasih, Ryan-Rhys Griffiths +1

Supply chain network data is a valuable asset for businesses wishing to understand their ethical profile, security of supply, and efficiency. Possession of a dataset alone however…

eess.SY2021★ 15 cited

Supply Chain Digital Twin Framework Design: An Approach of Supply Chain Operations Reference Model and System of Systems

Jie Zhang, Alexandra Brintrup, Anisoara Calinescu +2

Digital twin technology has been regarded as a beneficial approach in supply chain development. Different from traditional digital twin (temporal dynamic), supply chain digital twi…

cs.MA2021

Reinforcement Learning Provides a Flexible Approach for Realistic Supply Chain Safety Stock Optimisation

Edward Elson Kosasih, Alexandra Brintrup

Although safety stock optimisation has been studied for more than 60 years, most companies still use simplistic means to calculate necessary safety stock levels, partly due to the…

cs.LG2021★ 1 cited

On Graph Neural Network Ensembles for Large-Scale Molecular Property Prediction

Edward Elson Kosasih, Joaquin Cabezas, Xavier Sumba +5

In order to advance large-scale graph machine learning, the Open Graph Benchmark Large Scale Challenge (OGB-LSC) was proposed at the KDD Cup 2021. The PCQM4M-LSC dataset defines a…

cs.LG2020★ 15 cited

Digital Twins: State of the Art Theory and Practice, Challenges, and Open Research Questions

Angira Sharma, Edward Kosasih, Jie Zhang +2

Digital Twin was introduced over a decade ago, as an innovative all-encompassing tool, with perceived benefits including real-time monitoring, simulation and forecasting. However,…