Convergence of Machine Vision and Melt Electrowriting.
Pawel MieszczanekThomas M RobinsonPaul D DaltonDietmar Werner HutmacherPublished in: Advanced materials (Deerfield Beach, Fla.) (2021)
Melt electrowriting (MEW) is a high-resolution additive manufacturing technology that balances multiple parametric variables to arrive at a stable fabrication process. The better understanding of this balance is underscored here using high-resolution camera vision of jet stability profiles in different electrical fields. Complementing this visual information are fiber-diameter measurements obtained at precise points, allowing the correlation to electrified jet properties. Two process signatures-the jet angle and for the first time, the Taylor cone area-are monitored and analyzed with a machine vision system, while SEM imaging for diameter measurement correlates real-time information. This information, in turn, allows the detection and correction of fiber pulsing for accurate jet placement on the collector, and the in-process assessment of the fiber diameter. Improved process control is used to successfully fabricate collapsible MEW tubes; structures that require exceptional accuracy and printing stability. Using a precise winding angle of 60° and 300 layers, the resulting 12 mm-thick tubular structures have elastic snap-through instabilities associated with mechanical metamaterials. This study provides a detailed analysis of the fiber pulsing occurrence in MEW and highlights the importance of real-time monitoring of the Taylor cone volume to better understand, control, and predict printing instabilities.
Keyphrases
- high resolution
- high frequency
- mass spectrometry
- high speed
- optic nerve
- health information
- tandem mass spectrometry
- deep learning
- healthcare
- sensitive detection
- genome wide
- ultrasound guided
- photodynamic therapy
- convolutional neural network
- fluorescence imaging
- loop mediated isothermal amplification
- liquid chromatography