Journal: Data in Brief

Article Title: 3D printer audio and vibration side channel dataset for vulnerability research in additive manufacturing security

doi: 10.1016/j.dib.2024.111002

Figure Lengend Snippet: The Autodesk and Kickstarter FDM 3D printer assessment model.

Article Snippet: Our data was collected using two different methods (iPhone app and Teensy 4.0 sensor system) on two different 3D printers (Bambu Lab P1P and A1 mini), and consists of two types of data, audio data in the form of the recording of the 3D printer's sound while printing, and vibration data in the form of the linear acceleration in the cartesian coordinates.

Techniques:

Journal: Data in Brief

Article Title: 3D printer audio and vibration side channel dataset for vulnerability research in additive manufacturing security

doi: 10.1016/j.dib.2024.111002

Figure Lengend Snippet: Geometric features of the artifact .stl files.

Article Snippet: Our data was collected using two different methods (iPhone app and Teensy 4.0 sensor system) on two different 3D printers (Bambu Lab P1P and A1 mini), and consists of two types of data, audio data in the form of the recording of the 3D printer's sound while printing, and vibration data in the form of the linear acceleration in the cartesian coordinates.

Techniques:

Journal: Data in Brief

Article Title: 3D printer audio and vibration side channel dataset for vulnerability research in additive manufacturing security

doi: 10.1016/j.dib.2024.111002

Figure Lengend Snippet: The x, y, z printer axis vibrations as recorded by the Teensy 4.0 system on both 3D printers, graphed together to highlight any differences.

Article Snippet: Our data was collected using two different methods (iPhone app and Teensy 4.0 sensor system) on two different 3D printers (Bambu Lab P1P and A1 mini), and consists of two types of data, audio data in the form of the recording of the 3D printer's sound while printing, and vibration data in the form of the linear acceleration in the cartesian coordinates.

Techniques:

Journal: Data in Brief

Article Title: 3D printer audio and vibration side channel dataset for vulnerability research in additive manufacturing security

doi: 10.1016/j.dib.2024.111002

Figure Lengend Snippet: The short time energy of the A1 mini and P1P 3D printers for the same 25 s period while printing the easy key.

Article Snippet: Our data was collected using two different methods (iPhone app and Teensy 4.0 sensor system) on two different 3D printers (Bambu Lab P1P and A1 mini), and consists of two types of data, audio data in the form of the recording of the 3D printer's sound while printing, and vibration data in the form of the linear acceleration in the cartesian coordinates.

Techniques:

Journal: Data in Brief

Article Title: 3D printer audio and vibration side channel dataset for vulnerability research in additive manufacturing security

doi: 10.1016/j.dib.2024.111002

Figure Lengend Snippet: The x, y, z printer axis vibrations as recorded by the iPhone on both 3D printers, graphed together in order to highlight any differences.

Article Snippet: Our data was collected using two different methods (iPhone app and Teensy 4.0 sensor system) on two different 3D printers (Bambu Lab P1P and A1 mini), and consists of two types of data, audio data in the form of the recording of the 3D printer's sound while printing, and vibration data in the form of the linear acceleration in the cartesian coordinates.

Techniques:

Journal: Data in Brief

Article Title: 3D printer audio and vibration side channel dataset for vulnerability research in additive manufacturing security

doi: 10.1016/j.dib.2024.111002

Figure Lengend Snippet: The short time energy of the A1 mini and P1P 3D printers for the same 25 s period while printing the easy key, recorded on the iPhone.

Article Snippet: Our data was collected using two different methods (iPhone app and Teensy 4.0 sensor system) on two different 3D printers (Bambu Lab P1P and A1 mini), and consists of two types of data, audio data in the form of the recording of the 3D printer's sound while printing, and vibration data in the form of the linear acceleration in the cartesian coordinates.

Techniques:

Journal: Data in Brief

Article Title: 3D printer audio and vibration side channel dataset for vulnerability research in additive manufacturing security

doi: 10.1016/j.dib.2024.111002

Figure Lengend Snippet:

Article Snippet: Our data was collected using two different methods (iPhone app and Teensy 4.0 sensor system) on two different 3D printers (Bambu Lab P1P and A1 mini), and consists of two types of data, audio data in the form of the recording of the 3D printer's sound while printing, and vibration data in the form of the linear acceleration in the cartesian coordinates.

Techniques:

Journal: Data in Brief

Article Title: 3D printer audio and vibration side channel dataset for vulnerability research in additive manufacturing security

doi: 10.1016/j.dib.2024.111002

Figure Lengend Snippet: The short time energy of the A1 mini and P1P 3D printers for the same 25 s period while printing the easy key.

Article Snippet: In particular, the Bambu Labs P1P and Bambu Labs A1 mini 3D printers are used for the fabrication of different 3D artifacts, whereas an iPhone and a teensy microcontroller system are used to collect the data.

Techniques:

Journal: Data in Brief

Article Title: 3D printer audio and vibration side channel dataset for vulnerability research in additive manufacturing security

doi: 10.1016/j.dib.2024.111002

Figure Lengend Snippet: The short time energy of the A1 mini and P1P 3D printers for the same 25 s period while printing the easy key, recorded on the iPhone.

Article Snippet: In particular, the Bambu Labs P1P and Bambu Labs A1 mini 3D printers are used for the fabrication of different 3D artifacts, whereas an iPhone and a teensy microcontroller system are used to collect the data.

Techniques:

Journal: Data in Brief

Article Title: 3D printer audio and vibration side channel dataset for vulnerability research in additive manufacturing security

doi: 10.1016/j.dib.2024.111002

Figure Lengend Snippet:

Article Snippet: In particular, the Bambu Labs P1P and Bambu Labs A1 mini 3D printers are used for the fabrication of different 3D artifacts, whereas an iPhone and a teensy microcontroller system are used to collect the data.

Techniques:

Journal: PLoS ONE

Article Title: Heterogeneity in the expression and subcellular localization of POLYOL/MONOSACCHARIDE TRANSPORTER genes in Lotus japonicus

doi: 10.1371/journal.pone.0185269

Figure Lengend Snippet: (A) The proteins GFP-LjPLT2, GFP-LjPLT3, GFP-LjPLT4, GFP-LjPLT5 and GFP-LjPLT8 co-localized with mCherry-tagged AMAN-2. The images were recorded with a Leica TCS SP8 X confocal microscope, in the GFP region with time gating (gate on time: 0.0–12.0 ns) and in the mCherry region with time gating (gate on time: 0.3–11.9 ns). Scale bar, 5 μm. (B) GFP-LjPLT3 and GFP-LjPLT8 are localized in the Golgi apparatus as shown by 3-D reconstructions. 3-D Images were acquired using a Nikon A1 confocal microscope, with a 60× oil objective.

Article Snippet: The 3-D images were acquired using a Nikon A1 confocal microscope and a 60× oil objective.

Techniques: Microscopy

Journal: medRxiv

Article Title: Technical Development and Implementation of 3D-QALAS on a 1.5T MR-Linac for the Brain: A Prospective R-IDEAL Stage 0/1 Technology Development Report

doi: 10.64898/2026.03.09.26347967

Figure Lengend Snippet: The correlation plot between the measured and reference quantitative T1 (left), T2 (center), and PD (right) across all ten measurements (five sessions with one test-retest per session) of the 3D-QALAS sequence on the 1.5T MR-Linac. Abbreviations: LCCC = Lin’s Concordance Correlation Coefficient.

Article Snippet: A 1 mm isotropic 3D-QALAS acquisition was scanned in both phantoms and a healthy volunteer on the 1.5T Elekta Unity MR-Linac device with scan times around seven minutes.

Techniques: Sequencing

Journal: medRxiv

Article Title: Technical Development and Implementation of 3D-QALAS on a 1.5T MR-Linac for the Brain: A Prospective R-IDEAL Stage 0/1 Technology Development Report

doi: 10.64898/2026.03.09.26347967

Figure Lengend Snippet: The Bland-Altman plot between the measured and reference quantitative T1 (left), T2 (center), and PD (right) across all ten measurements (five sessions with one test-retest per session) of the 3D-QALAS sequence on the 1.5T MR-Linac. The solid green line represents the mean across all biases while the dashed green lines represent the 95% limits of agreement.

Article Snippet: A 1 mm isotropic 3D-QALAS acquisition was scanned in both phantoms and a healthy volunteer on the 1.5T Elekta Unity MR-Linac device with scan times around seven minutes.

Techniques: Sequencing

Journal: medRxiv

Article Title: Technical Development and Implementation of 3D-QALAS on a 1.5T MR-Linac for the Brain: A Prospective R-IDEAL Stage 0/1 Technology Development Report

doi: 10.64898/2026.03.09.26347967

Figure Lengend Snippet: The repeatability of the two repetitions averaged across the five sessions and the reproducibility of the five sessions averaged across the two repetitions for the quantitative T1 (left), T2 (center), and PD (right) from the 3D-QALAS sequence on the 1.5T MR-Linac as measured by the coefficient-of-variation (CoV).

Article Snippet: A 1 mm isotropic 3D-QALAS acquisition was scanned in both phantoms and a healthy volunteer on the 1.5T Elekta Unity MR-Linac device with scan times around seven minutes.

Techniques: Sequencing

Journal: medRxiv

Article Title: Technical Development and Implementation of 3D-QALAS on a 1.5T MR-Linac for the Brain: A Prospective R-IDEAL Stage 0/1 Technology Development Report

doi: 10.64898/2026.03.09.26347967

Figure Lengend Snippet: Demonstration of post-processing available from SyMRI combined with 3D-QALAS at high isotropic resolution in a healthy volunteer. Shown are the quantitative T1 (left), quantitative T2 (middle), and quantitative PD (right) in the axial (top), coronal (middle), and sagittal (bottom) orientations.

Article Snippet: A 1 mm isotropic 3D-QALAS acquisition was scanned in both phantoms and a healthy volunteer on the 1.5T Elekta Unity MR-Linac device with scan times around seven minutes.

Techniques:

Journal: medRxiv

Article Title: Technical Development and Implementation of 3D-QALAS on a 1.5T MR-Linac for the Brain: A Prospective R-IDEAL Stage 0/1 Technology Development Report

doi: 10.64898/2026.03.09.26347967

Figure Lengend Snippet: Demonstration of post-processing available from SyMRI combined with 3D-QALAS at high isotropic resolution in a healthy volunteer. Shown from left to right are the T1-weighted, T2-weighted, T2-weighted fluid attenuated inversion recovery (FLAIR), proton density-weighted, phase-sensitive inversion recovery (PSIR), and double inversion recovery (DIR) with white matter suppression synthetic images in the axial (top), coronal (middle), and sagittal (bottom) orientations.

Article Snippet: A 1 mm isotropic 3D-QALAS acquisition was scanned in both phantoms and a healthy volunteer on the 1.5T Elekta Unity MR-Linac device with scan times around seven minutes.

Techniques:

Journal: medRxiv

Article Title: Technical Development and Implementation of 3D-QALAS on a 1.5T MR-Linac for the Brain: A Prospective R-IDEAL Stage 0/1 Technology Development Report

doi: 10.64898/2026.03.09.26347967

Figure Lengend Snippet: Demonstration of post-processing available from SyMRI combined with 3D-QALAS at high isotropic resolution in a healthy volunteer. Shown from left to right are the white matter, grey matter, cerebrospinal fluid, myelin, and non-aqueous component synthetic images in the axial (top), coronal (middle), and sagittal (bottom) orientations overlayed onto the synthetic T1-weighted image.

Article Snippet: A 1 mm isotropic 3D-QALAS acquisition was scanned in both phantoms and a healthy volunteer on the 1.5T Elekta Unity MR-Linac device with scan times around seven minutes.

Techniques:

Journal: medRxiv

Article Title: Technical Development and Implementation of 3D-QALAS on a 1.5T MR-Linac for the Brain: A Prospective R-IDEAL Stage 0/1 Technology Development Report

doi: 10.64898/2026.03.09.26347967

Figure Lengend Snippet: Demonstration of post-processing available from SyMRI combined with 3D-QALAS at high isotropic resolution in a healthy volunteer. Shown are the myelin parenchymal fraction (MyCPF), brain parenchymal fraction (BPF), cerebral spinal fluid (CSF), myelin content (MyC), brain parenchymal volume (BPV), and intracranial volume (ICV) in the healthy volunteer in their 20s. The dashed yellow line is the measured content while the grey bands are the predicted reference values for healthy individuals.

Article Snippet: A 1 mm isotropic 3D-QALAS acquisition was scanned in both phantoms and a healthy volunteer on the 1.5T Elekta Unity MR-Linac device with scan times around seven minutes.

Techniques: