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Morris Riedel - Professor
–
School of Engineering and Natural Sciences
Morris Riedel
Íslenska
Professor
Head of National Competence for HPC & AI
Location
Gróska / Gr-304
Email
morris [at] hi.is
Unit
Faculty of Industrial Engineering, Mechanical Engineering and Computer Science
Website
http://www.morrisriedel.de/
ORCID site
https://orcid.org/0000-0003-1810-9330
Research portal – Morris Riedel
 
 
 
 
Courses 2024 - 2025
REI204M - High Performance Computing
REI504M - Cloud Computing and Big Data
Published works
2024
Distributed hybrid quantum-classical performance prediction for hyperparameter optimization
Quantum Machine Intelligence
Enhancing Land Cover Mapping
Reverse Quantum Annealing for Hybrid Quantum-Classical Satellite Mission Planning
Kernel Approximation on a Quantum Annealer for Remote Sensing Regression Tasks
IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing
Wind Velocity and Forced Heat Transfer Model for Photovoltaic Module
Fluids
Optimizing Wind Energy Production
Acta Polytechnica Hungarica
Quantum Annealing for Semantic Segmentation in Remote Sensing
Sen4Map
IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing
Development of a machine learning model for prediction of the duration of unassisted spontaneous breathing in patients during prolonged weaning from mechanical ventilation
Journal of Critical Care
A scalable pipeline to create synthetic datasets from functional–structural plant models for deep learning
In Silico Plants
Analysing the self-assembly modes in chiral multi-component gels based on donor and acceptor moieties
Supramolecular Chemistry
Automated Processing of Pipelines Managing Now- and Forecasting of Infectious Diseases
Authors’ response
Journal of Critical Care
Turbulent Flow Prediction-Simulation
Fluids
2023
Prediction of Head Related Transfer Functions Using Machine Learning Approaches
Acoustics
Developing an Artificial Intelligence-Based Representation of a Virtual Patient Model for Real-Time Diagnosis of Acute Respiratory Distress Syndrome
Diagnostics
Short Paper
A Novel Implicit Model Determines the Photovoltaic Panel Temperature and Environmental Effects
An experiment generates a specified mean strained rate turbulent flow: Dynamics of particles
Physics of Fluids
An experiment generates a specified mean strained rate turbulent flow: Dynamics of particles
Physics of Fluids
Buckling Assessment in the Dynamics Mechanisms, Stewart Platform Case Study
Computation
Vertical Axis Wind Turbine Powers Telecom Towers
Adaptive multi-tier intelligent data manager for Exascale
A wake loss model asymmetry induced by the circulation of a vertical axis wind turbine
A wake loss model asymmetry induced by the circulation of a vertical axis wind turbine
Lattice Boltzmann Method Speedup via Computing Accelerating Compiler and Parallel Computing: Flow over Cylinder with High Reynolds
End-to-End Process Orchestration of Earth Observation Data Workflows with Apache Airflow on High Performance Computing
Optimal Resource Allocation for Early Stopping-based Neural Architecture Search Methods
Proceedings of Machine Learning Research
Toward the Production of Spatiotemporally Consistent Annual Land Cover Maps Using Sentinel-2 Time Series
IEEE Geoscience and Remote Sensing Letters
Adiabatic Quantum Kitchen Sinks with Parallel Annealing for Remote Sensing Regression Problems
An experiment generates a specified mean strained rate turbulent flow
Physics of Fluids
Deciphering the dynamics of distorted turbulent flows
Physics of Fluids
Large scale performance analysis of distributed deep learning frameworks for convolutional neural networks
Journal of Big Data
Enhancing Training Set Through Multi-Temporal Attention Analysis in Transformers for Multi-Year Land Cover Mapping
Iceland Wind Farm Assessment Case Study and Development: An Empirical Data from Wind and Wind Turbine
Cleaner Energy Systems
A Single-Step Multiclass SVM Based on Quantum Annealing for Remote Sensing Data Classification
IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing
Enabling Hyperparameter-Tuning of AI Models for Healthcare using the CoE RAISE Unique AI Framework for HPC
Leading-Edge Erosion and Floating Particles
Machines
2022
An Automatic Approach for the Production of a Time Series of Consistent Land-Cover Maps Based on Long-Short Term Memory
Künstliche Intelligenz
Anasthesiologie Intensivmedizin Notfallmedizin Schmerztherapie
Mechanical Elements Analysis of Stewart Platform: Computational Approach
International Journal of Science and Research (IJSR)
Lessons learned on using High-Performance Computing and Data Science Methods towards understanding the Acute Respiratory Distress Syndrome (ARDS)
Attitudes and perception of artificial intelligence in healthcare
Digital Health
Replicating Human Sound Localization with a Multi-Layer Perceptron
Speed-Up of Machine Learning for Sound Localization via High-Performance Computing
Analysis of Chest X-ray for COVID-19 Diagnosis as a Use Case for an HPC-Enabled Data Analysis and Machine Learning Platform for Medical Diagnosis Support
Diagnostics
Facilitating Collaboration in Machine Learning and High-Performance Computing Projects with an Interaction Room
Facilitating Collaboration in Machine Learning and High-Performance Computing Projects with an Interaction Room
Accelerating Hyperparameter Tuning of a Deep Learning Model for Remote Sensing Image Classification
Quantum SVR for Chlorophyll Concentration Estimation in Water With Remote Sensing
IEEE Geoscience and Remote Sensing Letters
Deep Learning Forecasts a Strained Turbulent Flow Velocity Field in Temporal Lagrangian Framework
Fluids
The Capability of Recurrent Neural Networks to Predict Turbulence Flow via Spatiotemporal Features
Improving Generalization for Few-Shot Remote Sensing Classification with Meta-Learning
Numerical Investigation on the Acceleration Vibration Response of Linear Actuator
OALib
Implicit Equation for Photovoltaic Module Temperature and Efficiency via Heat Transfer Computational Model
Thermo
Implicit Equation for Photovoltaic Module Temperature and Efficiency via Heat Transfer Computational Model
Thermo
A Review in Context to Wind Effect on NOCT Model for Photovoltaic Panel
Peer Review Journal of Solar & Photoenergy Systems
Quantum Support Vector Regression for Biophysical Variable Estimation in Remote Sensing
Lagrangian Particle Tracking Data of a Straining Turbulent Flow Assessed Using Machine Learning and Parallel Computing
Multiclass SVM with Quantum Annealing
The Capability of Recurrent Neural Networks to Predict Turbulence Flow via Spatiotemporal Features
Deep Learning Forecasts a Strained Turbulent Flow Velocity Field in Temporal Lagrangian Framework: Comparison of LSTM and GRU
Fluids
Practice and Experience using High Performance Computing and Quantum Computing to Speed-up Data Science Methods in Scientific Applications
Earth Science with NextDBSCAN, NextSVM and Deep Learning
Hybrid Quantum-Classical Workflows in Modular Supercomputing Architectures with the Julich Unified Infrastructure for Quantum Computing
2021
A High-Performance Multispectral Adaptation GAN for Harmonizing Dense Time Series of Landsat-8 and Sentinel-2 Images
IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing
QUANTUM SUPPORT VECTOR MACHINE ALGORITHMS FOR REMOTE SENSING DATA CLASSIFICATION
Practice and Experience in using Parallel and Scalable Machine Learning with Heterogenous Modular Supercomputing Architectures
Future medical artificial intelligence application requirements and expectations of physicians in german university hospitals
Journal of Medical Internet Research
Towards Large-Scale Rendering of Simulated Crops for Synthetic Ground Truth Generation on Modular Supercomputers
A Practical Approach for Estimating the Optimum Tilt Angle of a Photovoltaic Panel for a Long Period—Experimental Recorded Data
Solar
PRACTICE AND EXPERIENCE IN USING PARALLEL AND SCALABLE MACHINE LEARNING IN REMOTE SENSING FROM HPC OVER CLOUD TO QUANTUM COMPUTING
JUWELS Booster – A Supercomputer for Large-Scale AI Research
ENHANCING LARGE BATCH SIZE TRAINING OF DEEP MODELS FOR REMOTE SENSING APPLICATIONS
A Practical Approach for Estimating the Optimum Tilt Angle of a Photovoltaic Panel for a Long Period—Experimental Recorded Data
Solar
EVOLUTIONARY OPTIMIZATION OF NEURAL ARCHITECTURES IN REMOTE SENSING CLASSIFICATION PROBLEMS
Design and Evaluation of an HPC-based Expert System to speed-up Retail Data Analysis using Residual Networks Combined with Parallel Association Rule Mining and Scalable Recommenders
Algorithmic surveillance of i CU patients with acute respiratory distress syndrome (ASIC)
BMJ Open
A Practical Approach for Estimating the Optimum Tilt Angle of a Photovoltaic Panel for a Long Period—Experimental Recorded Data
Solar
Practice and Experience in using Parallel and Scalable Machine Learning with Heterogenous Modular Supercomputing Architectures
An HPC-Driven Data Science Platform to Speed-up Time Series Data Analysis of Patients with the Acute Respiratory Distress Syndrome
2020
Scaling Up a Multispectral Resnet-50 to 128 GPUs
Exploration of machine learning methods for the classification of infrared limb spectra of polar stratospheric clouds
Atmospheric Measurement Techniques
Approaching Remote Sensing Image Classification with Ensembles of Support Vector Machines on the D-Wave Quantum Annealer
2019
Scalable Workflows for Remote Sensing Data Processing with the Deep-Est Modular Supercomputing Architecture
Automatic water mixing events identification in the Koljö fjord observatory data
International Journal of Data Science and Analytics
Multi-Scale Convolutional SVM Networks for Multi-Class Classification Problems of Remote Sensing Images
Remote Sensing Data Analytics with the Udocker Container Tool using Multi-GPU Deep Learning Systems
Scientific workflows applied to the coupling of a continuum (Elmer v8.3) and a discrete element (HiDEM v1.0) ice dynamic model
Geoscientific Model Development
Remote sensing big data classification with high performance distributed deep learning
Remote Sensing
Cloud deep networks for hyperspectral image analysis
IEEE Transactions on Geoscience and Remote Sensing
Automatic water mixing event identification in the Koljö fjord observatory data
International Journal of Data Science and Analytics
2018
Enabling Interactive Supercomputing at JSC Lessons Learned
Scaling support vector machines towards exascale computing for classification of large-scale high-resolution remote sensing images
Smart Medical Information Technology for Healthcare (SMITH)
Methods of Information in Medicine
Modular supercomputing design supporting machine learning applications
The influence of sampling methods on pixel-wise hyperspectral image classification with 3D convolutional neural networks
Enabling scientific workflow and gateways using the standards-based XSEDE architecture
Towards Federated Service Discovery and Identity Management in Collaborative Data and Compute Cloud Infrastructures
Journal of Grid Computing
Parallel Computation of Component Trees on Distributed Memory Machines
IEEE Transactions on Parallel and Distributed Systems
Automated analysis of remotely sensed images using the unicore workflow management system
2017
Supporting software engineering practices in the development of data-intensive HPC applications with the JuML framework
Implementing an authorisation architecture in the EUDAT services federation
Automatic object detection using DBSCAN for counting intoxicated flies in the Florida assay
Facilitating collaboration in high-performance computing projects with an interaction room
Facilitating efficient data analysis of remotely sensed images using standards-based parameter sweep models
Tree-based supervised feature extraction method based on self-dual attribute profiles
2016
Scientific Big Data Analytics by HPC
Enabling Scalable Data Processing and Management through Standards-based Job Execution and the Global Federated File System
Scalable Computing: Practice and Experience
2015
Overview of XSEDE-PRACE collaborative projects in 2014
On Understanding Big Data Impacts in Remotely Sensed Image Classification Using Support Vector Machine Methods
IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing
HPDBSCAN - Highly parallel DBSCAN
Scalable developments for big data analytics in remote sensing
Interoperable job execution and data access through UNICORE and the Global Federated File System
Scalable and parallel machine learning algorithms for statistical data mining - Practice & experience
On scalable data mining techniques for earth science
Procedia Computer Science
2014
Federated authentication and credential translation in the EUDAT collaborative data infrastructure
Advancements of the UltraScan scientific gateway for open standards-based cyberinfrastructures
Concurrency and Computation: Practice and Experience
Smart data analytics methods for remote sensing applications
High productivity data processing analytics methods with applications
2013
On Enabling Hydrodynamics Data Analysis of Analytical Ultracentrifugation Experiments
Enhancing the performance of scientific workflow execution in e-science environments by harnessing the standards based parameter sweep model
Enhanced resource management enabling standard parameter sweep jobs for scientific applications
Improvements of the ultrascan scientific gateway to enable computational jobs on large-scale and open-standards based cyberinfrastructures
High productivity processing - Engaging in big data around distributed computing
A data infrastructure reference model with applications
Journal of Internet Services and Applications
2012
EMIR
Proceedings of Science
UNICORE EMI-Execution service realization towards improved open standards
Proceedings of Science
Towards next generations of software for distributed infrastructures
Bridging the gaps
UNICORE 2020 - Strategic options for the future
Interoperable execution of escience applications on grids & clouds through open standards
On realizing the concept study ScienceSoft of the European Middleware Initiative
Software for distributed systems - The EMI product portfolio
Proceedings of Science
2011
e-Science Infrastructure Interoperability Guide
Grids and clouds integration and interoperability
Proceedings of Science
DEISA-Distributed European Infrastructure for Supercomputing Applications
Journal of Grid Computing
e-Science infrastructure integration invariants to enable HTC and HPC interoperability applications
Requirements of an e-science infrastructure interoperability reference model
2010
Exploring the potential of using multiple e-science infrastructures with emerging open standards-based e-health research tools
Improvements of common open Grid standards to increase high throughput and High Performance Computing effectiveness on large-scale grid and e-science infrastructures
DEISA
UNICORE 6 - Recent and future advancements
Annales des Telecommunications/Annals of Telecommunications
Supporting scientific biological applications with seamless database access in interoperable e-science infrastructures
Experiences and requirements for interoperability between HTC and HPC-driven e-science infrastructure
The key role of the UNICORE technology in european distributed computing infrastructures supporting e-science applications in the decades to come
Lessons learned from jointly using HTC- and HPC-driven e-Science infrastructures in fusion science
Towards individually formed computing infrastructures with high throughput and high performance computing resources of large-scale grid and e-Science infrastructures
2009
UNICORE 6-A European grid technology
Supporting interoperability of e-science infrastructures with a common information service
Life science application support in an interoperable E-Science environment
Grid interoperability for e-research
Journal of Grid Computing
Benchmarking of integrated OGSA-BES with the grid middleware
Interoperation of world-wide production e-Science infrastructures
Concurrency and Computation: Practice and Experience
Concepts and Design of an Interoperability Reference Model for Scientific- and Grid Computing Infrastructures
Research advances by using interoperable e-science infrastructures
Cluster Computing
Enabling grid interoperability by extending hpc-driven job management with an open standard information model
2008
Usage of the UNICORE Grid Technology in Scientific and Economic Domains
AIP Conference Proceedings
Classification of different approaches for e-science applications in next generation computing infrastructures
Experiences and Requirements for Interoperability between HTC- and HPC-driven e-Science Infrastructures, in conference proceedings of the Korea e-Science All Hands Meeting
Using SAML-based VOMS for authorization within web services-based UNICORE grids
Collaborative Interactivity in Parallel HPC Applications
Grid-Based Workflow Management for Automatic Performance Analysis of Massively Parallel Applications
Extending the collaborative online visualization and steering framework for computational grids with attribute-based authorization
Improving e-Science with Interoperability of the e-Infrastructures EGEE and DEISA
2007
Web services interfaces and open standards integration into the European UNICORE 6 grid middleware
Requirements and Design of a Collaborative Online Visualization and Steering Framework for Grid and e-Science Infrastructures
VISIT/GS
Design and evaluation of a collaborative online visualization and steering framework implementation for computational grids
User-Level Monitoring in Computational Grids and e-Science Infrastructures
Open standards-based interoperability of job submission and management interfaces across the grid middleware platforms gLite and UNICORE
Using SAML-based VOMS 23 for Authorization within Web Services-based UNICORE Grids
Computational steering and online visualization of scientific applications on large-scale HPC systems within e-science infrastructures
Enhanced resource management capabilities using standardized job management and data access interfaces within UNICORE grids
2006
GridBeans
A DRMAA-based target system interface framework for UNICORE
2005
Self-managing Functions in Web Services Agreement-based Autonomic Grids
Standardization Processes of the UNICORE Grid System
Object Migration Pattern
Enhancing scientific workflows with secure shell functionality in UNICORE grids
Web services agreement-based resource negotiation in UNICORE
Unicore - From project results to production grids
Advances in Parallel Computing
Keywords for Specialisation:
High-Performance Computing
Cloud Computing
Big data
Data: Open data and big data
Artificial Intelligence
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