The Mendeleev-Meyer force project

Sergio Santos, Chia Yun Lai, Carlo A. Amadei, Karim R. Gadelrab, Tzu Chieh Tang, Albert Verdaguer, Victor Barcons, Josep Font, Jaime Colchero, Matteo Chiesa

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    3 Citations (Scopus)

    Abstract

    This journal is © The Royal Society of Chemistry 2016. 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.
    Original languageEnglish
    Pages (from-to)17400-17406
    JournalNanoscale
    Volume8
    Issue number40
    DOIs
    Publication statusPublished - 28 Oct 2016

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    Santos, S., Lai, C. Y., Amadei, C. A., Gadelrab, K. R., Tang, T. C., Verdaguer, A., Barcons, V., Font, J., Colchero, J., & Chiesa, M. (2016). The Mendeleev-Meyer force project. Nanoscale, 8(40), 17400-17406. https://doi.org/10.1039/c6nr06094c