{
  "annotation_id": "fa8c868e-0550-475f-8894-7ec89de3f3ef",
  "date_created": "2026-02-17T05:53:05.102000Z",
  "date_modified": "2026-02-17T05:53:05.102000Z",
  "file_hash": "81d7be5f2f76e8aee4af466ca73bd1533b50785401c2e9006b21875c047ed781",
  "private": false,
  "record": {
    "abstract": "At MAX IV pixelated area detectors are operated at high frame rates to take advantage of the X-ray beam properties available from the fourth generation synchrotron in scattering, diffraction and imaging applications. A variety of photon counting and charge integrating detectors and sCMOS cameras have been integrated into a common data acquisition (DAQ) system in which data are streamed to a central Kubernetes cluster, mounting an IBM Storage Scale (GPFS) file system. The DAQ system provides live feedback from the detectors/cameras and extends to enable on-the-fly data processing. Control system integration via Tango provides a standardised single interface for controlling all DAQ components. Starting from an overview of the detector types in use, we describe the design and implementation of the MAX~IV detector-DAQ system and report a quantitative study of its performance in terms of data throughput and detector operating rates.",
    "arxiv_id": "2601.05901",
    "authors": [
      "Paul Bell",
      "Michele Cascella",
      "Felix Engelmann",
      "Thomas Eriksson",
      "Aleko Lilius",
      "Zdenek Matej",
      "Jeremy Metz",
      "Andrii Salnikov",
      "Clemens Weninger",
      "Meghdad Yazdi"
    ],
    "categories": [
      "physics.ins-det"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "title": "Data acquisition from high-rate detectors at MAX IV",
    "url": "https://arxiv.org/abs/2601.05901",
    "version": "v1"
  },
  "schema_id": "dorsal/arxiv",
  "source": {
    "execution_id": "afbe0e0d-600f-4be4-ac4a-f2b1e07bce58",
    "id": "arXiv Dataset",
    "type": "Model",
    "variant": "snapshot-2026-01-17",
    "version": "0.1.0"
  },
  "user_id": 1000002
}