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Micro-Scale Particle Tracking: From Conventional to Data-Driven Methods.

Haoyu WangLiu HongLeonardo P Chamorro
Published in: Micromachines (2024)
Micro-scale positioning techniques have become essential in numerous engineering systems. In the field of fluid mechanics, particle tracking velocimetry (PTV) stands out as a key method for tracking individual particles and reconstructing flow fields. Here, we present an overview of the micro-scale particle tracking methodologies that are predominantly employed for particle detection and flow field reconstruction. It covers various methods, including conventional and data-driven techniques. The advanced techniques, which combine developments in microscopy, photography, image processing, computer vision, and artificial intelligence, are making significant strides and will greatly benefit a wide range of scientific and engineering fields.
Keyphrases
  • artificial intelligence
  • deep learning
  • machine learning
  • big data
  • high resolution
  • single molecule
  • optical coherence tomography
  • high throughput
  • mass spectrometry
  • african american