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Related Concept Videos

Transformers with Off-Nominal Turns Ratios01:25

Transformers with Off-Nominal Turns Ratios

129
In scenarios involving parallel transformers with disparate ratings, developing per-unit models requires accommodating off-nominal turns ratios. This situation arises when the selected base voltages are not proportional to the transformer’s voltage ratings. Consider a transformer where the rated voltages are related by the term a. If the chosen voltage bases satisfy a relationship involving term b, term c is defined as the ratio of these bases. This ratio is then substituted into the...
129

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Related Experiment Video

Updated: May 25, 2025

SwarmSight: Real-time Tracking of Insect Antenna Movements and Proboscis Extension Reflex Using a Common Preparation and Conventional Hardware
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Reynolds rules in swarm fly behavior based on KAN transformer tracking method.

Qi Yang1, Jiajun Ji1, Ruomiao Jing1

  • 1School of Life Sciences, Shanghai University, Shanghai, 200444, China.

Scientific Reports
|February 26, 2025
PubMed
Summary

Tracking fruit fly swarms is hard due to fast movements. Our new method uses a particle filter and KAN-Transformer to accurately track insects and reveals flocking rules.

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Area of Science:

  • Computational Biology
  • Ethology
  • Computer Vision

Background:

  • Analyzing insect flight patterns and collective behaviors is crucial in biology and computation.
  • Tracking insects like fruit flies is challenging due to their speed and occlusions in dense groups.

Purpose of the Study:

  • To develop a robust insect tracking method for complex swarming behaviors.
  • To extract both global and fine-grained trajectory features for improved accuracy.

Main Methods:

  • Utilized a particle filter framework combined with a Kolmogorov-Arnold Network (KAN)-Transformer model.
  • Developed manually annotated ground truth datasets for rigorous evaluation.
  • Applied the method to track fruit fly swarms.

Main Results:

  • The proposed tracking method demonstrated high effectiveness and robustness.
  • Successfully extracted global and fine-grained trajectory features.
  • Tracked trajectories allowed for the analysis of insect flocking behavior.

Conclusions:

  • The KAN-Transformer enhanced particle filter is a powerful tool for insect swarm tracking.
  • The method provides insights into the underlying rules governing collective animal movement.
  • This work contributes to understanding complex biological systems through advanced computational approaches.