Two transfer learning models, the one-dimensional convolutional neural network (1D-CNN) and the 1D–ResNet transfer learning (1D-ResNet) network, were developed and evaluated using a Raman open database for the pre-training process which consisted of spectra of pathogen bacteria. According to ...
Infisical is the open source secret management platform that teams use to centralize their application configuration and secrets like API keys and database credentials as well as manage their internal PKI. We're on a mission to make security tooling more accessible to everyone, not just security...
Data toolkits for processing NMR, MALDI MSI, MALDI single cell, Raman Spectroscopy, LC-MS and GC-MS raw data, chemoinformatics data analysis and data visualization. Mzkitis an open source raw data file toolkit for mass spectrometry data analysis, provides by theBioNovoGenecorporation. The feature...
Reference database of Raman spectra of biological molecules. J Raman Spectrosc. 2007;38:1133–47. Article Google Scholar Caraher MC, Sophocleous A, Beattie JR, O’Driscoll O, Cummins NM, Brennan O, et al. Raman spectroscopy predicts the link between claw keratin and bone collagen structure...
The database is being built with open source technologies on a re-structured IRUG website (www.irug.org). The project is the second of its type undertaken by IRUG, which previously developed and distributed sever- al infrared spectral compilations online. This paper provides an intro- ...
b Given an experimental spectrum, the Raman library based on the open Computational 2D Materials Database (C2DB) can be used to tackle the inverse Raman problem, i.e. identifying the underlying material based on its Raman spectrum. Full size image While semi-classical theories of Raman ...
At present the current database for natural multicomponent glasses is sparse. Furthermore, there is no single standard protocol for the treatment of the raw Raman spectra. Several online, open access databases of Raman spectra (e.g., the RRUFF Project; Downs, 2006, available at http://rruff...
However, for the identification of spectroscopic data such as Raman, the massive experimental data remained challenging, impeding the application of deep neural networks. Here, we describe a new approach with a transfer-learning model pretrained on...
Source data Source Data Rights and permissions Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original auth...
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