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Make Your Research Reproducible

Making your work reproducible may seem daunting right now, but we’ll take it step by step and you can choose what you want to implement now and what you want to keep for later. This is a process and there is no need to take all the steps at once. Let’s just try to move towards reproducible on the...

Keywords: reproducibility, version control, project management, FAIR

Make Your Research Reproducible https://pan-training.eu/materials/make-your-research-reproducible Making your work reproducible may seem daunting right now, but we’ll take it step by step and you can choose what you want to implement now and what you want to keep for later. This is a process and there is no need to take all the steps at once. Let’s just try to move towards reproducible on the reproducibility scale. reproducibility, version control, project management, FAIR
Computational Reproducibility with the shell, Git and Docker

This workshop provides an overview over tools for computational reproducibility in research. At the end of this workshop participants will be able to navigate via the shell and use it for version control with Git. They will know what types of projects require which forms of computing environments...

Keywords: scientific software, reproducibility, docker container, version control, shell

Resource type: slides

Computational Reproducibility with the shell, Git and Docker https://pan-training.eu/materials/computational-reproducibility-with-the-shell-git-and-docker This workshop provides an overview over tools for computational reproducibility in research. At the end of this workshop participants will be able to navigate via the shell and use it for version control with Git. They will know what types of projects require which forms of computing environments and be able to set up a Docker container to run computations in a reproducible way. scientific software, reproducibility, docker container, version control, shell research data scientist PhD students researchers scientists
Video introduction to data management plans for PaN users

Video guide illustrating the essential steps of creating a data management plan for an experiment.

Keywords: data management, DMP

Resource type: video

Video introduction to data management plans for PaN users https://pan-training.eu/materials/video-introduction-to-data-management-plans-for-pan-users Video guide illustrating the essential steps of creating a data management plan for an experiment. data management, DMP PaN users researchers
KFN Neutron Webinar

Lectures of the KFN Neutron Webinar, which are held monthly since April 2023. We thank all the speakers who have agreed to have their presentation shared in this collection, curated by Thomas Gutberlet and Karin Griewatsch.

Keywords: neutron, spallation, European Spallation Source, energy technology, COVID, inhibitors, quantum topology, neutrinos, High Brilliance Neutron Source, HBS, HiCANS, neutron source, ISIS,

Resource type: video

KFN Neutron Webinar https://pan-training.eu/materials/kfn-neutron-webinar Lectures of the KFN Neutron Webinar, which are held monthly since April 2023. We thank all the speakers who have agreed to have their presentation shared in this collection, curated by Thomas Gutberlet and Karin Griewatsch. neutron, spallation, European Spallation Source, energy technology, COVID, inhibitors, quantum topology, neutrinos, High Brilliance Neutron Source, HBS, HiCANS, neutron source, ISIS, scientists students
Tutorials for Nexus - Nuclear Elastic X-ray scattering Universal Software

Tutorials for the software package Nexus. The Nuclear Elastic X-ray scattering Universal Software (Nexus) is a Python package for simulating and fitting of Moessbauer spectra, nuclear resonant scattering (NRS) data, pure electronic X-ray reflectivities (XRR), nuclear X-ray reflectivities (nXRR),...

Scientific topics: nuclear resonant scattering, resonant scattering

Tutorials for Nexus - Nuclear Elastic X-ray scattering Universal Software https://pan-training.eu/materials/tutorials-for-nexus-nuclear-elastic-x-ray-scattering-universal-software Tutorials for the software package Nexus. The Nuclear Elastic X-ray scattering Universal Software (Nexus) is a Python package for simulating and fitting of Moessbauer spectra, nuclear resonant scattering (NRS) data, pure electronic X-ray reflectivities (XRR), nuclear X-ray reflectivities (nXRR), and polarization dependent electronic scattering. nuclear resonant scattering resonant scattering
Nexus - Nuclear Elastic X-ray scattering Universal Software

Repositroy for the Nexus. The Nuclear Elastic X-ray scattering Universal Software (Nexus) is a Python package for simulating and fitting of Moessbauer spectra, nuclear resonant scattering (NRS) data, pure electronic X-ray reflectivities (XRR), nuclear X-ray reflectivities (nXRR), and polarization...

Scientific topics: nuclear resonant scattering, reflectometry, polarimetry

Keywords: Nuclear Physics, Mossbauer spectroscopy, Nuclear resonant scattering

Resource type: software

Nexus - Nuclear Elastic X-ray scattering Universal Software https://pan-training.eu/materials/nexus-nuclear-elastic-x-ray-scattering-universal-software Repositroy for the Nexus. The Nuclear Elastic X-ray scattering Universal Software (Nexus) is a Python package for simulating and fitting of Moessbauer spectra, nuclear resonant scattering (NRS) data, pure electronic X-ray reflectivities (XRR), nuclear X-ray reflectivities (nXRR), and polarization dependent electronic scattering. nuclear resonant scattering reflectometry polarimetry Nuclear Physics, Mossbauer spectroscopy, Nuclear resonant scattering researchers scientists
X-ray reflectivity python scripts

The reflec_xraydb.py script generates reflectivity data files for materials using the XrayDB library. The plot_coatings_m2ab.py launches an animation plotting reflectivities as a function of energy for different angles for Palladium, Platinum and Boron carbide. The plot_coatings_m1.py...

Keywords: X-ray, reflectivity

X-ray reflectivity python scripts https://pan-training.eu/zenodomaterials/x-ray-reflectivity-python-scripts The reflec_xraydb.py script generates reflectivity data files for materials using the XrayDB library. The plot_coatings_m2ab.py launches an animation plotting reflectivities as a function of energy for different angles for Palladium, Platinum and Boron carbide. The plot_coatings_m1.py launches an animation plotting reflectivities as a function of energy for different angles for Iridium. X-ray, reflectivity
Training and learning platform Workshop: "EOSC, un atout pour la recherche"

Presentation that was done at the workshop: "EOSC, un atout pour la recherche" about the training platform.

Keywords: expands, PaNOSC, EOSC

Training and learning platform Workshop: "EOSC, un atout pour la recherche" https://pan-training.eu/zenodomaterials/training-and-learning-platform-workshop-eosc-un-atout-pour-la-recherche Presentation that was done at the workshop: "EOSC, un atout pour la recherche" about the training platform. expands, PaNOSC, EOSC
ExPaNDS Workshop - Follow a user story! A journey through the PaN data services.

The ExPaNDS Workshop "Follow a user story", which took place on the 24th of January in Hamburg, Germany (hybrid), aimed to provide a "User Journey", taking the audience on the road of the "European Open Science Cloud Photon and Neutron Data Services". The objective was to demonstrate how as...

Keywords: expands, EOSC, data services, FAIR, VISA, PaN portal

Resource type: slides, video

ExPaNDS Workshop - Follow a user story! A journey through the PaN data services. https://pan-training.eu/zenodomaterials/expands-workshop-follow-a-user-story-a-journey-through-the-pan-data-services The ExPaNDS Workshop "Follow a user story", which took place on the 24th of January in Hamburg, Germany (hybrid), aimed to provide a "User Journey", taking the audience on the road of the "European Open Science Cloud Photon and Neutron Data Services". The objective was to demonstrate how as a user, one can benefit from the services developed during the project. The story began with a FAIR journey presented by Brian Matthews, an EOSC demo from Marta Gutierrez, followed by a demo of the training platform from Oliver Knodel. The last two stops of the journey were two demos from the VISA portal (Silvan Schoen and Michael Schuh) and the search API/Harvesting services (PaN Portal, etc) presented by Carlo Minotti. The session was chaired by Clara Albert. Find the presentations & prerecorded demos on Zenodo. The recording will be available very soon. expands, EOSC, data services, FAIR, VISA, PaN portal
Interferences, form factor and grating intensity

Simple python script that plots the interferences, form factor and intensity as a function of the observation angle.

Keywords: grating, diffraction, optics

Interferences, form factor and grating intensity https://pan-training.eu/zenodomaterials/interferences-form-factor-and-grating-intensity Simple python script that plots the interferences, form factor and intensity as a function of the observation angle. grating, diffraction, optics
UmbrellaID Workshop: Keycloak

This one day training is dedicated to the PaN community IT people that want to enable community AAI for their users. At the end of the training it is expected that you understand what UmbrellaID and the EOSC AAI federation is. A hands on session shall demonstrate how to integrate your services...

Keywords: UmbrellaID

Resource type: slides, video

UmbrellaID Workshop: Keycloak https://pan-training.eu/materials/umbrellaid-workshop-keycloak This one day training is dedicated to the PaN community IT people that want to enable community AAI for their users. At the end of the training it is expected that you understand what UmbrellaID and the EOSC AAI federation is. A hands on session shall demonstrate how to integrate your services with UmbrellaID using Keycloak. If you want to actively participate in the hands on session, you need to have your own Keycloak installation, see the following checklist. If you don't have that, you can still participate in the workshop and also take part in the hands on session as an observer. Checklist for the hands on session: - An installation of Keycloak - Internet access from the host where they have installed Keycloak (ideally direct access, but HTTP proxy and reverse HTTP proxy are also valid) - DNS resolution for the host with Keycloak installed should be in place and should be identical from everywhere (I.E. the machine should be referenced with the same domain name from the RI/lab intranet and public internet network) - A valid X509 server certificate The session recordings can be found here: 1. https://umbrellaid.org/zoom/2022-05-03-UmbrellaID-Workshop-Session-1.mp4 2. https://umbrellaid.org/zoom/2022-05-03-UmbrellaID-Workshop-Session-2.mp4 UmbrellaID PaN Community
Containerized Serial Crystallography “CrystFEL” VISA workflow

Experiments generate up to 150 TB per day of data saved at the measurement facility. Such large datasets are impractical for users to take home. Subsequent analysis needs to be performed remotely making it attractive for deployment as a cloud-like use case. Involving EOSC in the analysis and...

Scientific topics: crystallography

Keywords: CrystFEL, Serial crystallography, pulsed X-ray beam, VISA

Resource type: workflow

Containerized Serial Crystallography “CrystFEL” VISA workflow https://pan-training.eu/materials/containerized-serial-crystallography-crystfel-visa-workflow Experiments generate up to 150 TB per day of data saved at the measurement facility. Such large datasets are impractical for users to take home. Subsequent analysis needs to be performed remotely making it attractive for deployment as a cloud-like use case. Involving EOSC in the analysis and re-use of this data is an appropriate use case. Serial crystallography is a beam-line technique for collecting information on the structure of a protein without growing large protein crystals. Instead, a large number of small protein crystals are held in a pulsed X-ray beam. In a second step, the series of produced images are used to reconstruct a precise 3-D image of the protein structure. Serial crystallography is the preferred technique for obtaining diffraction data of proteins at room temperature, where radiation damage from the X-ray beam starts rapidly. The standard software for analysing serial crystallography is “CrystFEL”. The proposed workflow was rendered in a standard fashion, which would allow it to be easily adopted by arbitrary systems or also other containerized applications. The only requirements are an Apptainer installation on the system and a Docker or Singularity/Apptainer image of the application, as well as an adjustment of the configuration file for the wrapper script. crystallography CrystFEL, Serial crystallography, pulsed X-ray beam, VISA research data scientist scientific
ETH Lib4RI: Research Data Management – The Basics

Research data management best practices in the ETH Lib4RI, the Library for the Research Institutes within the ETH Domain: Eawag, Empa, PSI & WSL

Keywords: data catalogue, data management, metadata, SciCat

Resource type: slides

ETH Lib4RI: Research Data Management – The Basics https://pan-training.eu/materials/eth-lib4ri-research-data-management-the-basics Research data management best practices in the ETH Lib4RI, the Library for the Research Institutes within the ETH Domain: Eawag, Empa, PSI & WSL data catalogue, data management, metadata, SciCat research scientists postdocs PhD students ExPaNDS and PaNOSC project members PaN users PaN Community researchers
Active DMPs for Photon and Neutron RIs

This deliverable envisions an integrated aDMP system which supports the (semi-) automated generation of DMPs by maximising reuse of information generated during the research life-cycle and also aiming to support the scientists and other stakeholders by supporting information transfer....

Keywords: expands, wp2-ExPaNDS, DMP, data management plan, data management

Resource type: Document

Active DMPs for Photon and Neutron RIs https://pan-training.eu/materials/active-dmps-for-photon-and-neutron-ris This deliverable envisions an integrated aDMP system which supports the (semi-) automated generation of DMPs by maximising reuse of information generated during the research life-cycle and also aiming to support the scientists and other stakeholders by supporting information transfer. Therefore, a data model for aDMPs focusing on the integration of information that exists before a proposal is submitted and its life-cycle integration is introduced. It relates the data model also to the template created in PaNOSC. expands, wp2-ExPaNDS, DMP, data management plan, data management PaN Community
Self-evaluation Photon and Neutron RIs for FAIR data certification

This ExPaNDS project deliverable describes a FAIR self-assessment undertaken by the ten ExPaNDS partner Photon and Neutron Research Infrastructures (PaN RIs) over the three-month period July – September 2022. After reviewing selected examples of existing FAIR evaluation frameworks designed to...

Keywords: FAIR, metadata, expands, European Photon and Neutron facilities , wp2-ExPaNDS

Resource type: Document

Self-evaluation Photon and Neutron RIs for FAIR data certification https://pan-training.eu/materials/self-evaluation-photon-and-neutron-ris-for-fair-data-certification This ExPaNDS project deliverable describes a FAIR self-assessment undertaken by the ten ExPaNDS partner Photon and Neutron Research Infrastructures (PaN RIs) over the three-month period July – September 2022. After reviewing selected examples of existing FAIR evaluation frameworks designed to enable assessment at different levels (dataset, repository, and organisation), the report describes the evaluation approach adopted for the ExPaNDS FAIR self-assessment. As no existing framework met our specific need to focus on FAIR workflows and processes in PaN RIs, it was necessary to select, combine, and adapt existing frameworks. Supported by four underlying guiding principles, our approach drew heavily on the FAIR Principles, the RDA FAIR Data Maturity Model, and FAIRsFAIR’s CoreTrustSeal+FAIRenabling framework. Post-evaluation feedback from ExPaNDS partners indicated that they found the FAIR self-assessment a useful and valuable exercise for understanding current levels of FAIRness at their facilities and for articulating what implementations they have in progress or planned to support FAIR in future. A key output of the ExPaNDS FAIR evaluation is the collected self-assessment reports from the ten partner facilities. These reports are published openly and in full as part of the deliverable. In addition, the self-assessments are supplemented with some high-level observations on the state of the FAIR journey across the ExPaNDS facilities. FAIR, metadata, expands, European Photon and Neutron facilities , wp2-ExPaNDS PaN Community
PaNOSC + ExPaNDS outcomes boosting Interoerability Data and Services for Photon and Neutron (PaN) Science / EOSC Symposium 2022 plenary

EOSC Symposium 2022 presentation by Andy Gotz: PaNOSC + ExPaNDS outcomes boosting Interoerability Data and Services for Photon and Neutron (PaN) Science.

Keywords: expands, PaNOSC

Resource type: video

PaNOSC + ExPaNDS outcomes boosting Interoerability Data and Services for Photon and Neutron (PaN) Science / EOSC Symposium 2022 plenary https://pan-training.eu/materials/panosc-expands-outcomes-boosting-interoerability-data-and-services-for-photon-and-neutron-pan-science-eosc-symposium-2022-plenary EOSC Symposium 2022 presentation by Andy Gotz: PaNOSC + ExPaNDS outcomes boosting Interoerability Data and Services for Photon and Neutron (PaN) Science. expands, PaNOSC PaN Community
Joint Public Session ExPaNDS/PaNOSC on metadata catalogues (SciCat implementation) and future perspectives

Presentations from public joint WP3 Meeting for ExPaNDS and PaNOSC, which took place in hybrid format from SOLEIL (France) and via Zoom on the 3rd November 2022. A recording of the event can be found on the ExPaNDS website: https://expands.eu/presentations/ Video recording (direct link to...

Keywords: expands, PaNOSC, open data, wp3-ExPaNDS

Resource type: slides

Joint Public Session ExPaNDS/PaNOSC on metadata catalogues (SciCat implementation) and future perspectives https://pan-training.eu/materials/work-package-3-public-meeting Presentations from public joint WP3 Meeting for ExPaNDS and PaNOSC, which took place in hybrid format from SOLEIL (France) and via Zoom on the 3rd November 2022. A recording of the event can be found on the ExPaNDS website: https://expands.eu/presentations/ Video recording (direct link to vimeo) will be available soon. expands, PaNOSC, open data, wp3-ExPaNDS data managers
Full-field Tomography at PSI

This workflow has some details on the instrument the data is produced from (TOMCAT beamline) and the infrastructure PSI has concerning their data. If you are more interested in the science and want to reproduce the data and not bother with the surrounding details/context, please refer to the...

Keywords: synchrotron, imaging, Jupyter notebooks, Python, Pulmonary arterial hypertension

Resource type: workflow

Full-field Tomography at PSI https://pan-training.eu/materials/full-field-tomography-at-psi This workflow has some details on the instrument the data is produced from (TOMCAT beamline) and the infrastructure PSI has concerning their data. If you are more interested in the science and want to reproduce the data and not bother with the surrounding details/context, please refer to the Pulmonary arterial hypertension research workflow. Full-field Tomography at PSI Tomography datasets often present large volumes (100 GBs - few TBs) difficult to compress and transfer. The tomographic reconstruction is highly demanding on compute (GPU) and storage resources for the intermediate and/or final result. In addition, the optional image segmentation step may be demanding on computer memory. The offline analysis (after experiment) could be performed remotely by users at home making it attractive for deployment as a cloud-like use case. Finally, this technique is applied at many facilities and in different scientific domains - therefore a portable result is more useful. This entire process is illustrated with a typical experiment. synchrotron, imaging, Jupyter notebooks, Python, Pulmonary arterial hypertension research data scientist life scientists
Training Workflow on Terahertz Spectroscopy at TELBE

The radiation source ELBE (Electron Linac for beams with high Brilliance and low Emittance) at the Helmholtz Centre Dresden Rossendorf (HZDR) can produce several kinds of secondary radiations. THz radiation is one of them and can be used with a typical pulse frequency of 100 kHz as a stimulation...

Scientific topics: spectroscopy, THz photon probe

Keywords: terahertz, Higgs, dataset, data analysis, spectroscopy, FAIR, training, TELBE, photon, metadata, TELBE

Resource type: lesson, workflow, training

Training Workflow on Terahertz Spectroscopy at TELBE https://pan-training.eu/materials/terahertz-spectroscopy-workflow The radiation source ELBE (Electron Linac for beams with high Brilliance and low Emittance) at the Helmholtz Centre Dresden Rossendorf (HZDR) can produce several kinds of secondary radiations. THz radiation is one of them and can be used with a typical pulse frequency of 100 kHz as a stimulation source for elementary low-energy degrees of freedom in matter. In this training workflow brings together background information of the experiment, the facility used, as well as the processing techniques and steps to understand the data generated by the experiment: * The open accessible dataset * The software * Services to execute the analysis spectroscopy THz photon probe terahertz, Higgs, dataset, data analysis, spectroscopy, FAIR, training, TELBE, photon, metadata, TELBE PaN Community beamline users graduate students
NOBUGS 2022

The 13th NOBUGS Conference was held at Paul Scherrer Institute, Villigen, Switzerland on September 19-22, 2022. The goal of the NOBUGS (New Opportunities for Better User Group Software) Conference Series is to foster collaboration and exchange between scientists and IT professionals working on...

Keywords: NOBUGS, scientific software

Resource type: video, slides

NOBUGS 2022 https://pan-training.eu/materials/nobugs-2022 The 13th NOBUGS Conference was held at Paul Scherrer Institute, Villigen, Switzerland on September 19-22, 2022. The goal of the NOBUGS (New Opportunities for Better User Group Software) Conference Series is to foster collaboration and exchange between scientists and IT professionals working on software for X-ray, neutron and muon sources from around the world. Program Themes: - Data acquisition systems - Data reduction - User interfaces - Data catalogs/Electronic Notebooks - Data Streaming - Use of (commercial) Cloud Systems - Web Tools - Workflow Engines & Tools - Other Relevant Topics NOBUGS, scientific software
Virtual Infrastructure for Scientific Analysis (VISA) Workshop

We invite you to view our workshop – hosted jointly by ExPaNDS and PaNOSC! VISA provides remote data analysis services giving access to experimental data, analysis software, compute infrastructure and expert-user support (IT and Scientific). The online half-day Workshop is open to all external...

Keywords: VISA, expands, PaNOSC, remote data analysis services

Resource type: slides

Virtual Infrastructure for Scientific Analysis (VISA) Workshop https://pan-training.eu/materials/virtual-infrastructure-for-scientific-analysis-visa-workshop We invite you to view our workshop – hosted jointly by ExPaNDS and PaNOSC! VISA provides remote data analysis services giving access to experimental data, analysis software, compute infrastructure and expert-user support (IT and Scientific). The online half-day Workshop is open to all external stakeholders (especially scientists and IT staff but not limited to). We aim to demonstrate to beamline scientists the possibilities offered by VISA for data analysis and gathering IT staff around the table to discuss about the development and further deployment of the platform. VISA has been developed at a critical time (during the COVID-19 crisis) to answer data analysis needs and allowing remote instrument control. It provides simplified access for scientists to data analysis tools, offers remote support to users from experts and allows them to remotely control their experiments with the assistance of on-site instrument scientists. VISA allows a user to use the Remote Desktop as if they were sitting in front a data treatment workstation at the host institute and embeds JupyterLab directly accessible from the same platform interface. Initially developed at the Institut Laue-Langevin (ILL) in Grenoble, France and further deployed in the context of PaNOSC, VISA enables the PaN research infrastructures (PaN RIs) to work together on further scientific collaborations to solve 21st century challenges. The first session of the workshop showcases the implementation of VISA at the PaN RIs through ExPaNDS and PaNOSC partner’ demos and illustrate its use for scientific users and others. The second session in the afternoon focuses on presentations on VISA development and deployment (on OpenStack and other infrastructures), paving the way for a roundtable discussion on the future of VISA: sustainability and future collaborations. Video recording (direct link to vimeo) will be available soon. VISA, expands, PaNOSC, remote data analysis services
Final recommendations for FAIR Photon and Neutron Data Management

The present deliverable pursues the work initiated in ExPaNDS deliverable 2.2, which established a common metadata framework for FAIR data generated in Photon and Neutron (PaN) facilities. The modalities of implementation of this framework across facilities are examined and current practices and...

Keywords: expands, wp2-ExPaNDS, FAIR, data management

Resource type: Document

Final recommendations for FAIR Photon and Neutron Data Management https://pan-training.eu/materials/final-recommendations-for-fair-photon-and-neutron-data-management The present deliverable pursues the work initiated in ExPaNDS deliverable 2.2, which established a common metadata framework for FAIR data generated in Photon and Neutron (PaN) facilities. The modalities of implementation of this framework across facilities are examined and current practices and tools for metadata capture, storage and exposure are highlighted. This work is also the occasion to examine the commonalities of the framework with other initiatives developed inside and outside ExPaNDS such as the common search API, the data catalogues (ExPaNDS WP3), the EOSC discovery platforms B2FIND and OpenAire as well as the NeXus data format. It also provides the reader with guidelines on current tools and schemata available to record provenance and digital preservation information. The essence of these discussions is summarised as a list of practical recommendations at the end. expands, wp2-ExPaNDS, FAIR, data management PaN Community
ILL's PhD talks

This YouTube playlist displays the ILL PhD seminars, recorded in winter and spring 2021. We thank all the speakers who have agreed to have their presentation shared in this collection, curated by Valerie Duchasténier and Steph Monfront.

Scientific topics: neutron scattering, small angle neutron scattering, time-of-flight spectrometry, magnetism technique, neutron time of flight technique

Keywords: neutron scattering theorie, neutron transport , monochromization, polarized neutrons, multi grid detectors, guide fields and solenoids, quasi-elastic neutron scattering, Small Angle Neutron Scattering, time-of-flight, magnetism and neutrons, ultra cold neutrons, Nuclear Physics

Resource type: video

ILL's PhD talks https://pan-training.eu/materials/ill-s-phd-talks This YouTube playlist displays the ILL PhD seminars, recorded in winter and spring 2021. We thank all the speakers who have agreed to have their presentation shared in this collection, curated by Valerie Duchasténier and Steph Monfront. neutron scattering small angle neutron scattering time-of-flight spectrometry magnetism technique neutron time of flight technique neutron scattering theorie, neutron transport , monochromization, polarized neutrons, multi grid detectors, guide fields and solenoids, quasi-elastic neutron scattering, Small Angle Neutron Scattering, time-of-flight, magnetism and neutrons, ultra cold neutrons, Nuclear Physics PhD students
PaNOSC WP8 Summerschool 2022

No short description available.

Resource type: Moodle course, e-learning

PaNOSC WP8 Summerschool 2022 https://pan-training.eu/materials/panosc-wp8-summerschool-2022 No short description available.
Muons in Chemistry

No short description available.

Resource type: Moodle course, e-learning

Muons in Chemistry https://pan-training.eu/materials/muons-in-chemistry No short description available.
Offline data analysis tutorial

Tutorial on European XFEL offline data analysis as per example of MID instrument data

Scientific topics: small angle x-ray scattering

Keywords: Extra-data, Extra-geom, pyFAI, data analysis

Resource type: jupyter notebook

Offline data analysis tutorial https://pan-training.eu/materials/offline-analysis-tutorial Tutorial on European XFEL offline data analysis as per example of MID instrument data small angle x-ray scattering Extra-data, Extra-geom, pyFAI, data analysis PaN users beamline users research data scientist
A deep dive into the mathematics of Machine Learning

Crash course on Machine Learning

Keywords: machine learning

Resource type: slides

A deep dive into the mathematics of Machine Learning https://pan-training.eu/materials/a-deep-dive-into-the-mathematics-of-machine-learning Crash course on Machine Learning machine learning research data scientist masters students PhD students
Jupyter notebooks on Machine Learning for scientific data analysis

Jupyter Notebooks serving as supplementary material for a tutorial on Machine Learning, originally presented at the 2022 European XFEL user meeting.

Resource type: jupyter notebook

Jupyter notebooks on Machine Learning for scientific data analysis https://pan-training.eu/materials/jupyter-notebooks-on-machine-learning-for-scientific-data-analysis Jupyter Notebooks serving as supplementary material for a tutorial on Machine Learning, originally presented at the 2022 European XFEL user meeting. research data scientist PhD students masters students
DTU course / X-ray and Neutron Experiments at International Research Facilities

No short description available.

Resource type: Moodle course, e-learning

DTU course / X-ray and Neutron Experiments at International Research Facilities https://pan-training.eu/materials/the-structure-and-dynamics-of-materials-studied-with-x-rays-and-neutrons No short description available.
European Photon and Neutron Open Data Search Portal

The European Photon and Neutron sources are working together in the PaNOSC and ExPaNDS projects financed by the European Commission to build the European Open Science Cloud. One of the main objectives of the EOSC is to make Open Data from these facilities FAIR. This portal implements the...

Keywords: FAIR, federated search engine, open data, EOSC

Resource type: tool

European Photon and Neutron Open Data Search Portal https://pan-training.eu/materials/european-photon-and-neutron-open-data-search-portal The European Photon and Neutron sources are working together in the PaNOSC and ExPaNDS projects financed by the European Commission to build the European Open Science Cloud. One of the main objectives of the EOSC is to make Open Data from these facilities FAIR. This portal implements the F(indable) part of FAIR via a **federated search engine** from the following facilities: - European Spallation Source - Institut Laue Langevin - MAX IV Additional facilities will be included in the federated search as their search engines come online locally. The goal is to include all photon and neutron facilites who provide open data by the end of the two projects PaNOSC and ExPaNDS. The mission of the PaN data search portal is to contribute to the realization of a data commons for Neutron and Photon science. The search results provide a link to the landing page of the data DOIs through which the other data services provided by PaNOSC and ExPaNDS for data downloading, analysis, notebooks and simulation can be accessed. The aim of the portal is to facilitate using data from photon and neutron sources for the many scientists from existing and future disciplines. To achieve this aim, the exchange of know-how and experiences is crucial to driving a change in culture by embracing Open Science among the targeted scientific communities. This is why the project works closely with the national photon and neutron sources in Europe to develop common policies, strategies and solutions in the area of FAIR data policy, data management and data services. FAIR, federated search engine, open data, EOSC