Publications by authors named "Martin Bergemann"

Article Synopsis
  • Nanoparticles with varied structures are a major focus in research, and new techniques like high-throughput single-particle imaging (SPI) with X-ray free-electron lasers (XFELs) are now enabling the analysis of millions of these particles.
  • To effectively utilize this technology, researchers faced three key challenges: understanding structural variability, extracting relevant parameters from measurements, and comparing multiple structural models to the data collected.
  • By addressing these challenges, scientists mapped the diverse shapes of gold nanoparticles, revealing important insights into their asymmetry, stable shape patterns, and how external factors like surfactants influence their structure, making nanoparticle characterization more reliable.
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The advent of X-ray free-electron lasers (XFELs) has revolutionized fundamental science, from atomic to condensed matter physics, from chemistry to biology, giving researchers access to X-rays with unprecedented brightness, coherence and pulse duration. All XFEL facilities built until recently provided X-ray pulses at a relatively low repetition rate, with limited data statistics. Here, results from the first megahertz-repetition-rate X-ray scattering experiments at the Spectroscopy and Coherent Scattering (SCS) instrument of the European XFEL are presented.

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Article Synopsis
  • * Two innovative methods are proposed: common-line principal component analysis (PCA) for rough, automated classification, and variation auto-encoders (VAEs) for generating detailed 3D structures of objects.
  • * Implemented with a noise-tolerant algorithm, these methods show effectiveness on experimental datasets from gold nanoparticles, paving the way for new research on diverse topics like nanocrystal growth and phase transitions.
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The new European X-ray Free-Electron Laser (European XFEL) is the first X-ray free-electron laser capable of delivering intense X-ray pulses with a megahertz interpulse spacing in a wavelength range suitable for atomic resolution structure determination. An outstanding but crucial question is whether the use of a pulse repetition rate nearly four orders of magnitude higher than previously possible results in unwanted structural changes due to either radiation damage or systematic effects on data quality. Here, separate structures from the first and subsequent pulses in the European XFEL pulse train were determined, showing that there is essentially no difference between structures determined from different pulses under currently available operating conditions at the European XFEL.

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The Karabo distributed control system has been developed to address the challenging requirements of the European X-ray Free Electron Laser facility, including complex and custom-made hardware, high data rates and volumes, and close integration of data analysis for distributed processing and rapid feedback. Karabo is a pluggable, distributed application management system forming a supervisory control and data acquisition environment as part of a distributed control system. Karabo provides integrated control of hardware, monitoring, data acquisition and data analysis on distributed hardware, allowing rapid control feedback based on complex algorithms.

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