AI Article Synopsis

  • The average lifespan of particles is important in nuclear physics for identifying radioactive events, but challenges exist in matching particle arrivals and departures, especially when some events are not fully observed.
  • Modern detection techniques can observe incoming radioactive nuclei but often require low arrival rates for better data correlation.
  • This study introduces a Distance Weighted Mean (DWM) approach combined with censored control charts to effectively analyze kiloelectron-volt emissions from incomplete data, specifically applying this method to monitor the alpha decay of the 177 Lutetium isotope.

Article Abstract

The average lifespan of particles, a crucial parameter in nuclear physics, is essential for identification purposes. Modern particle detectors excel at recognizing individual radioactive nuclei arrivals and their subsequent decay events. However, challenges arise when matching arrivals with departures, especially when departures are only partially observed. One inefficient approach involves conducting experiments with very low arrival rates to facilitate matching. The kiloelectron-volt E(keV) emission is obtained during this radio active process. This study focuses on the meticulous surveillance of the average keV emission from partially observed events within the domain of nuclear physics. To accomplish this, the methodology employs the statistical approach known as Distance Weighted Mean (DWM), integrated with the application of censored control charts. The utilization of censored control charts allows for the effective management of incomplete data, enabling researchers to make informed decisions despite potential limitations in observation. We propose a DWM based exponentially weighted moving average-cumulative sum (DWM-EC) control chart for monitoring kiloelectron-volt E(keV) data. The proposed charts is developed for Weibull lifetimes under type-I censoring. For the construction of an efficient control charting structure, we employed the conditional median (CM) methods. The goal is to find changes in the mean of Weibull lifetimes with censored data with known and estimated parameter conditions. The performance of the proposed DWM-EC chart is evaluated by the average run length (ARL). Besides a simulation study, a real-life data set on E(keV) related to the alpha decays of 177 Lutetium isotope is also discussed.

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Source
http://www.ncbi.nlm.nih.gov/pmc/articles/PMC11537400PMC
http://journals.plos.org/plosone/article?id=10.1371/journal.pone.0308822PLOS

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