Research use cases for supercomputers

Contents

Research use cases for supercomputers#

Check out what others have achieved using CSC supercomputers:

Some interesting use cases from CSC seminars#

Path from drone imagery to where they can be processed using Puhti batch job with OpenDronemap — Jon Atherton, UH: Optical sensing and 4D modelling of plant ecophysiological traits#

Two point clouds of trees with their extracted stem point cloud — Jiri Pyörälä, UH, NLS/FGI: Experiences with PCLpy on Puhti#

Example result of land cover classification in Northern Finland, computed with sklearn and dask — Mikko Impiö, SYKE: Modern machine learning for land cover classification#

Sentinel-2 true color mosaic with its single components in time and space — Arttu Kivimäki, FGI/NLS: Mosaicking Sentinel-2 data in Puhti#

Coarse water segmentation probability map based on 512x512 pixel batches, which is too coarse, but too much context would require more computational resources — Tapio Friberg, ICEYE: LUMI usecase#

You can find more use case presentations from CSC: geocomputing seminars page.

LUMI AI Factory Success Stories#

LUMI AI Factory’s data streaming pilot with SeaBee is revolutionising sea bird monitoring — Image: Seabird detections on Langholmen (Vestfold) during June 2024. Image: Sindre Molværsmyr. Written by Anni Jakobsson, CSC#

LUMI AI Factory’s data streaming pilot with SeaBee is revolutionising sea bird monitoring

LUMI AI Factory data streaming pilot paves the way for autonomous vehicles LUMI AI Factory data streaming pilot paves the way for autonomous vehicles Image: Smart car integration project carried out with the University of Oulu’s Faculty of Information Technology and Electrical Engineering in Finland#

Streaming data from a research vehicle to a supercomputer — Image: Seabird detections on Langholmen (Vestfold) during June 2024. Image: Sindre Molværsmyr. Written by Anni Jakobsson, CSC#

LUMI AI Factory’s data streaming pilot with SeaBee is revolutionising sea bird monitoring

LUMI AI Factory data streaming pilot paves the way for autonomous vehicles LUMI AI Factory data streaming pilot paves the way for autonomous vehicles Image: Smart car integration project carried out with the University of Oulu’s Faculty of Information Technology and Electrical Engineering in Finland#

Some publications from Finland that used Puhti#

Crop yield predicton workflow from image download to prediction — Maria Yli-Heikkilä et al, LUKE: Scalable Crop Yield Prediction with Sentinel-2 Time Series and Temporal Convolutional Network#

Example results from OpenDroneMap image processing — Gbagir et al, UEF: OpenDroneMap: Multi-Platform Performance Analysis#

Sentinel-1 change detection results — Eetu Jutila Masters thesis, Aalto: Land cover change detection using Sentinel-1 satellite images#

Workflow diagram for deep learning on point clouds — Andras Balazs et al, LUKE:Comparison of neural networks and k-nearest neighbors methods in forest stand variable estimation using airborne laser data#

Workflow diagram of EODIE — Samantha Wittke et al, FGI/Aalto EODIE - Earth Observation Data Information Extractor#

Know more? -> Please let us know :)