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Issue 40, 2016
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The Mendeleev–Meyer force project

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Abstract

Here we present the Mendeleev–Meyer Force Project which aims at tabulating all materials and substances in a fashion similar to the periodic table. The goal is to group and tabulate substances using nanoscale force footprints rather than atomic number or electronic configuration as in the periodic table. The process is divided into: (1) acquiring nanoscale force data from materials, (2) parameterizing the raw data into standardized input features to generate a library, (3) feeding the standardized library into an algorithm to generate, enhance or exploit a model to identify a material or property. We propose producing databases mimicking the Materials Genome Initiative, the Medical Literature Analysis and Retrieval System Online (MEDLARS) or the PRoteomics IDEntifications database (PRIDE) and making these searchable online via search engines mimicking Pubmed or the PRIDE web interface. A prototype exploiting deep learning algorithms, i.e. multilayer neural networks, is presented.

Graphical abstract: The Mendeleev–Meyer force project

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Supplementary files

Article information


Submitted
01 Aug 2016
Accepted
26 Sep 2016
First published
27 Sep 2016

Nanoscale, 2016,8, 17400-17406
Article type
Feature Article

The Mendeleev–Meyer force project

S. Santos, C. Lai, C. A. Amadei, K. R. Gadelrab, T. Tang, A. Verdaguer, V. Barcons, J. Font, J. Colchero and M. Chiesa, Nanoscale, 2016, 8, 17400
DOI: 10.1039/C6NR06094C

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