The Mendeleev–Meyer force project

• DOI: 10.1039/c6nr06094c
• Publication Date: 2016-09-27T15:16:51Z
• Authors: Sergio Santos; Chia-Yun Lai; Carlo A. Amadei; Karim R. Gadelrab; Tzu-Chieh Tang; Albert Verdaguer; Victor Barcons; Josep Font; Jaime Colchero; Matteo Chiesa
• Keywords: Àrees temàtiques de la UPC::Enginyeria dels materials; Input features; Parameterizing; Nanotecnologia; Electronic configuration; Microscòpia de força atòmica; Periodic table; :Enginyeria dels materials [Àrees temàtiques de la UPC]; 01 natural sciences; 0104 chemical sciences; Atomic force microscopy; Retrieval systems; Classificació periòdica dels elements; Atomic numbers; Nanotechnology; Force footprint; Medical literatures; Periodic law

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