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Moreover, the AEC research community will have access to more construction material data that can be used for various machine learning related research.
However, they are mostly engineering based tools, which are dominated by numerical (or technical) material data that is mostly of use in embodiment or detailed design phases of new product development.
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In the UK, the National Physical Laboratory (NPL) has brought together three companies to produce engineering design and good materials data that can be used to analyse the performance of turbines and help them to operate efficiently.
An artificial neural network is trained from pre-existing materials data that enables the prediction of individual material properties both as a function of composition and heat treatment routine, which allows it to optimize the material properties to search for the material with properties most likely to exceed a target criteria.
The recent move from lead to lead-free soldering by the electronics industry has necessitated the generation of material properties data that will allow accurate prediction of the lead-free solder's performance under vibration conditions.
Force elongation, torsional parallel plate rheometry, simple-shear parallel plate rheometry, linear skin rheometry, and indentation are the most frequently employed biomechanical tests for vocal fold tissues and each provide material properties data that can be used to compare native tissue to diseased or treated tissue.
There is lack of research materials and data that will guide the development of policy that will strengthen the efficient use of energy.
The depository includes a wealth of publicly accessible print, video and electronic materials and data that can be useful in developing various programmes and activities geared at strengthening disaster management.
There was no Research involving human subjects (including human material or human data) that is reported in the manuscript.
DRG, JD, and AT conducted research, provided experimental material, and compiled data that were reported and discussed in their graduate theses that are now included in this paper.
All research involving human subjects (including human material or human data) that is reported in the manuscript was conducted in compliance with the Helsinki Declaration.
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