332 citations
- Norwegian University of Science and TechnologyNO31 papers
- SINTEF Digital17 papers
- University of OsloNO12 papers
- Institute for Energy TechnologyNO3 papers
- Nordic Institute for Theoretical PhysicsSE3 papers
- SINTEF IndustryNO3 papers
- Stockholm UniversitySE3 papers
- AlbaNovaSE2 papers
- Leiden UniversityNL2 papers
- National Institute for Materials ScienceJP2 papers
- Norwegian University of Life SciencesNO2 papers
- Oklahoma State UniversityUS2 papers
4 papers · 1 filter
Mutual information estimation for graph convolutional neural networks
Marius C. Landverk, Signe Riemer-Sørensen
Measuring model performance is a key issue for deep learning practitioners. However, we often lack the ability to explain why a specific architecture attains superior predictive ac…
Physics guided machine learning using simplified theories
Suraj Pawar, Omer San, Burak Aksoylu +2
Recent applications of machine learning, in particular deep learning, motivate the need to address the generalizability of the statistical inference approaches in physical sciences…
Deep Reinforcement Learning for Long Term Hydropower Production Scheduling
Signe Riemer-Sorensen, Gjert H. Rosenlund
We explore the use of deep reinforcement learning to provide strategies for long term scheduling of hydropower production. We consider a use-case where the aim is to optimise the y…
Towards the Automation of a Chemical Sulphonation Process with Machine Learning
Enrique Garcia-Ceja, Åsmund Hugo, Brice Morin +4
Nowadays, the continuous improvement and automation of industrial processes has become a key factor in many fields, and in the chemical industry, it is no exception. This translate…