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Particle Swarm Optimization
Journal of Instrumentation • Vol 20 • No 11
Enhancing particle identification in helium-based drift chambers using cluster counting: insights from beam test studies
2025
Abstract Particle identification in gaseous detectors traditionally relies on energy loss measurements ( dE/dx ); however, uncertainties in total energy deposition limit its resolution. The cluster counting technique ( dN/dx ) offers an alternative approach b…
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Particle Swarm Optimization

Iterative simulation method

In computational science, particle swarm optimization (PSO) is a computational method that optimizes a problem by iteratively trying to improve a candidate solution with regard to a given measure of quality. It solves a problem by having a population of candidate solutions, here dubbed particles, and moving these particles around in the search-space according to simple mathematical formulae over the particle's position and velocity. Each particle's movement is influenced by its local best known position, but is also guided toward the best known positions in the search-space, which are updated as better positions are found by other particles. This is expected to move the swarm toward the best solutions.

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Journal of Instrumentation • Vol 20 • No 11
Enhancing particle identification in helium-based drift chambers using cluster counting: insights from beam test studies
2025
Abstract Particle identification in gaseous detectors traditionally relies on energy loss measurements ( dE/dx ); however, uncertainties in total energy deposition limit its resolution. The cluster counting technique ( dN/dx ) offers an alternative approach by exploiting the Poisson-distributed nature of primary ionization, providing a statistically robust method for mass determination. Simulation studies with Garfield++ and Geant4 indicate that dN/dx can achieve twice the resolution of dE/dx in helium-based drift…
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