The spatial scan statistic is one of the main epidemiological tools to test for the presence of disease clusters in a geographical region. While the statistical significance of the most likely cluster is correctly assessed using the model assumptions, secondary clusters tend to have conservatively highP-values. In this paper, we propose a sequential version of the spatial scan statistic to adjust for the presence of other clusters in the study region. The procedure removes the effect due to the more likely clusters on less significant clusters by sequential deletion of the previously detected clusters. Using the Northeastern United States geography and population in a simulation study, we calculated the type I error probability and the power of this sequential test under different alternative models concerning the locations and sizes of the true clusters. The results show that the type I error probability of our method is close to the nominalαlevel and that for secondary clusters its power is higher than the standard unadjusted scan statistic.
Nonradiative
charge recombination comprises a main pathway for
energy losses that impedes the performance of all-inorganic perovskite
solar cells. Grain boundaries (GBs) defects are unavoidable in low-temperature
solution-processed perovskite polycrystalline films, but their role
remains unclear. By performing ab initio nonadiabatic (NA) molecular
dynamics simulations, we illustrate that electron–hole recombination
in CsPbBr3 takes place over 100 ps, achieving a good agreement
with experiment. Introduction
of GBs into CsPbBr3 accelerates the recombination, while
GBs doping with chlorine notably slow it down. Importantly, GBs do
not create deep electron traps because they only narrow the band gap
slightly. GBs localize electron wave functions at boundaries and activate
additional phonon modes, leading to an enhanced NA coupling and a
shortened coherence time. Consequently, the interplay between the
three competitive factors accelerates the recombination by a factor
of 2. Chlorine doping diminishes the mixing of electron and hole wave
functions and reduces the NA coupling, which also shortens the coherence
time further by introducing higher-frequency phonons, notably delaying
the recombination. Our study establishes the atomistic mechanism that
the acceleration and retardation in electron–hole recombination
induced by GBs and chlorine doping in CsPbBr3 perovskite,
providing new insights to improve the material properties via passivating
the GB by chemical doping.
In this article, multiple scan statistics of variable window sizes are derived for independent and identically distributed 0-1 Bernoulli trials. Both one and two dimensional, as well as, conditional and unconditional cases are treated. The advantage in using multiple scan statistics, as opposed to single fixed window scan statistics, is that they are more sensitive in detecting a change in the underlying distribution of the observed data. We show how to derive simple approximations for the significance level of these testing procedures and present numerical results to evaluate their performance.Combining test statistics, one-dimensional scan statistics, p-values, two-dimensional scan statistics, variable windows,
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