Research Explorer

Your browser does not support JavaScript or JavaScript is not enabled. Without JavaScript some functions of this webapplication may be disabled or cause error messages. To enable JavaScript, please consult the manual of your browser or contact your system administrator.

Project

Protecting future fusion power plants – Development of efficient and real-time plasma disruption predictors for ITER by combining advanced data-driven models with physics insights

Outputs & Impact

Publications & research data ( 6 )

Cluster-based input weight initialization for echo state networks

Peter SteinerAzarakhsh JalalvandPeter Birkholz

A1 Journal Article in IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS

Hybrid static-sensory data modeling for prediction tasks in basic oxygen furnace process

Davi Alberto SalaAndy Van Yperen-De DeyneErik MannensAzarakhsh Jalalvand

A1 Journal Article in APPLIED INTELLIGENCE

Exploring data-driven models for spatiotemporally local classification of Alfven eigenmodes

Alan A. KaptanogluAzarakhsh JalalvandAlvin GarciaMax E. AustinGeert VerdoolaegeJeff SchneiderChristopher J. HansenSteven L. BruntonWilliam W. HeidbrinkEgemen Kolemen

A1 Journal Article in NUCLEAR FUSION

PyRCN : a toolbox for exploration and application of Reservoir Computing Networks

Peter SteinerAzarakhsh JalalvandSimon StonePeter Birkholz

A1 Journal Article in ENGINEERING APPLICATIONS OF ARTIFICIAL INTELLIGENCE

Real-time and adaptive reservoir computing with application to profile prediction in fusion plasma

Azarakhsh JalalvandJoseph AbbateRory ConlinGeert VerdoolaegeEgemen Kolemen

A1 Journal Article in IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS

Alfven eigenmode classification based on ECE diagnostics at DIII-D using deep recurrent neural networks

Azarakhsh JalalvandAlan A. KaptanogluAlvin, V GarciaAndrew O. NelsonJoseph AbbateMax E. AustinGeert VerdoolaegeSteven L. BruntonWilliam W. HeidbrinkEgemen Kolemen

A1 Journal Article in NUCLEAR FUSION

Activities ( 0 )

Results

Impact narratives ( 0 )

Patents ( 0 )