scholarly journals Reproducible validation and replication studies in nanoscale physics

Author(s):  
N. C. Clementi ◽  
L. A. Barba

Credibility building activities in computational research include verification and validation, reproducibility and replication, and uncertainty quantification. Though orthogonal to each other, they are related. This paper presents validation and replication studies in electromagnetic excitations on nanoscale structures, where the quantity of interest is the wavelength at which resonance peaks occur. The study uses the open-source software PyGBe : a boundary element solver with treecode acceleration and GPU capability. We replicate a result by Rockstuhl et al. (2005, doi:10/dsxw9d) with a two-dimensional boundary element method on silicon carbide (SiC) particles, despite differences in our method. The second replication case from Ellis et al. (2016, doi:10/f83zcb) looks at aspect ratio effects on high-order modes of localized surface phonon-polariton nanostructures. The results partially replicate: the wavenumber position of some modes match, but for other modes they differ. With virtually no information about the original simulations, explaining the discrepancies is not possible. A comparison with experiments that measured polarized reflectance of SiC nano pillars provides a validation case. The wavenumber of the dominant mode and two more do match, but differences remain in other minor modes. Results in this paper were produced with strict reproducibility practices, and we share reproducibility packages for all, including input files, execution scripts, secondary data, post-processing code and plotting scripts, and the figures (deposited in Zenodo). In view of the many challenges faced, we propose that reproducible practices make replication and validation more feasible. This article is part of the theme issue ‘Reliability and reproducibility in computational science: implementing verification, validation and uncertainty quantification in silico ’.

2021 ◽  
Vol VI (III) ◽  
pp. 22-36
Author(s):  
Minahil Nawaz ◽  
Atif Bilal Aslam ◽  
Fariha Tariq

Like many other developing nations, Pakistan is also facing a gender gap in its socio-cultural spheres. Since independence, many programs and policies have been made in public and private sector domains to eradicate these gender disparities. This paper aims to evaluate these programs and policies by encountering their salient features and how far these programs and policies proved to be fruitful in bridging this gap. The evaluation is done majorly through a desk review of the secondary data drawn from reports published by different government and local organizations. Mainly, the qualitative methods of content and thematic analyses were employed for exploring the gender-based disparities, and how these are affecting the pace of development in Pakistan. Moreover, an assessment of strategies and policies addressing the problem of the gender gap has also been done. Based on the study findings, this paper presents some policy recommendations to reduce gender base disparities which is one of the many prerequisites for the promotion of sustainable development agenda as gender equality is the 5th goal of the United Nations sustainable development agenda.


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