Browse
Recent Submissions
Item Data for "a physics-informed impact model refined by multi-fidelity transfer learning"Snapp, Kelsey L.; Silverman, Samuel; Pang, Richard; Tiano, Thomas M.; Lawton, Timothy J.; Whiting, Emily; Brown, Keith A.This folder contains the experimental data for the research paper "A physics-informed impact model refined by multi-fidelity transfer learning" which is scheduled to be published in Extreme Mechanics Letters. The designs are broken up into several categories: TPU 1-6: Figures 1-3 TPU 7-8: Figure 4 TPU Foaming 1-14: Figure 5 Both STL and Gcode files are available for each design. Note that spiral/vase mode is used when slicing, so the part will be hollow when sliced. The proper extrusion multiplier must be used to reach the mass target for each design. The slicer settings are included in the Gcode at the end of the file. The raw data for physical experiments performed in both constant velocity tests in a universal testing machine (UTM) and impact tests using a drop tower are also included. They use the following naming structure: UTM tests: _V_.csv Note that velocity is in mm/min and trial is either a, b, or c. Only 2 mm/min velocity tests contain b and c trials. Impact tests: _V.csv Note that velocity is in m/s and goes to two decimal places.Item Data for "designing lattices for impact protection using transfer learning"Gongora, Aldair E; Snapp, Kelsey L; Pang, Richard; Lawton, Timothy J; Morgan, Elise F; Brown, Keith A; Tiano, Thomas M; Reyes, Kristofer G.; Whiting, EmilyItem Data for "using simulation to accelerate autonomous experimentation: a case study using mechanics"Gongora, Aldair E.; Snapp, Kelsey L.; Whiting, Emily; Riley, Patrick; Reyes, Kristofer G.; Morgan, Elise F.; Brown, Keith A.Item Data for "a Bayesian experimental autonomous researcher for mechanical design"Gongora, Aldair E.; Xu, Bowen; Perry, Wyatt; Okoye, Chika; Riley, Patrick; Reyes, Kristofer G.; Morgan, Elise F.; Brown, Keith A.Item Data for autonomous discovery of tough structuresSnapp, Kelsey L.; Verdier, Benjamin; Gongora, Aldair; Silverman, Samuel; Adesiji, Adedire D.; Morgan, Elise F.; Lawton, Timothy J.; Whiting, Emily; Brown, Keith A.This dataset contains the experimental data for the research paper "Autonomous Discovery of Tough Structure" which is currently in the peer review process. The document contains the record of physical experiments performed over the course of two years by a self-driving lab called the BEAR (Bayesian Autonomous Experimental Researcher). The BEAR consists of five FFF 3d printers, a scale, and an Instron. A UR5 robot arm moves samples for testing.