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ZENODO
Dataset . 2020
License: CC BY
Data sources: Datacite
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ZENODO
Dataset . 2020
License: CC BY
Data sources: ZENODO
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Datasets for "Automatic Design of Mechanical Metamaterial Actuators"

Authors: Bonfanti, Silvia; Guerra, Roberto; Font-Clos, Francesc; Rayneau-Kirkhope, Daniel; Zapperi, Stefano;

Datasets for "Automatic Design of Mechanical Metamaterial Actuators"

Abstract

Publication arXiv preprint: https://arxiv.org/abs/2002.03032 journal version: [add link to journal] Code https://github.com/ComplexityBiosystems/metamech https://github.com/complexitybiosystems/metamech_datasets Datasets Figure 2: antiparallel_{human,machine}_design.stl: STL files for human design and machine design configurations performing antiparallel movement. Figure 3: crane_scaling_dataframe.csv: raw efficiency values and execution times used to generate Figure 3 Figure 4: eta_random.dat, eta_triang.dat, plot_distrib.gnupot: raw values of efficiency and gnuplot script used to generate Figure 4 panel d eta_vs_displ_random.dat, eta_vs_displ_triang.dat, eta_vs_displ.gnuplot: raw values of efficiency and gnuplot script used to generate Figure 4 panel c structures.tar.bz2: all the structures relative to Figure 4 panel d, in a format suitable for visualization with ovito software Figure 5: data files for human and machine generated pairs of pliers in a format suitable for visualization with ovito software. "*.agr" and "*.data" files can be opened with any text editor to directly visualize the raw data. *_rest.data: rest configurations which are represented in grey in Fig. 5a and Fig. 5b. *_F0.01.data: displaced configurations with input force Fext = 0.01 and output spring stiffness kext = 0.01, also reported in Fig. 5a and Fig. 5b. *.agr: dataset for Figure 5c and 5d in xmgrace format. Figure 6: Fig6/Fig6b/*.csv: raw values of efficiency used to generate Figure 6 panel b Fig6/Fig6c-training-data/*/*.png: a total of 1.163.733 PNG images, of size 192 x 168 pixels, as described in the methods section of the manuscript, organized in directories corresponding to different runs. Fig6/Fig6c-training-data/metadata.csv: maps each image path to its associated efficiency value Fig6/Fig6c-efficiency-data/eta_{CNN,DEM}.txt: raw values of efficiency used to generate Figure 6 panel c. Figure 7: Fig7/transfer_learning_regression_values.csv: full raw data, including regression coefficients, p-values, slopes and intercepts corresponding to Figure 7 panels i and j Figure S3: orthogonal_{human,machine}_design.stl: STL files for human design and machine design configurations performing orthogonal movement.

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selected citations
These citations are derived from selected sources.
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
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