Anthony Rollett Research GroupProject: 3D Deep Learning for Porosity Analysis in Additive Manufacturing- Fully automated pore analysis pipeline and database creation for large scale X-ray CT datasets- Parallelized chunked processing to accommodate scans of any size or resolution- Morphological analysis of pores using 3D autoencoders and clustering- Custom statistical analysis suite and visualizations including correlation analysis and metadata cluster mapping- Fatigue harmfulness ranking of pores using 3D elasto-viscoplastic (EVP) FFT simulations on ground truth attenuation data instead of blocky segmentations- 3D surrogate modeling of EVP-FFT simulations with active learning-based training, enabling analysis on 100,000+(1million+) pore datasets

Twelve, formerly Opus 12, is a clean tech startup incubated at Lawrence Berkeley National Laboratory under the Cyclotron Road Fellowship Program that is developing an electrochemical reactor to recycle carbon dioxide into high value products - Managed MEA (membrane electrode assembly) processing from infancy through five Phase I and three Phase 2 awards totaling $3.8M, along with three seed rounds - Oversaw upgrade from hand operated air brush fabrication to an automated ultrasonic spray deposition system, and spearheaded the hiring and training of technicians - Designed and executed a $20,000 expansion to production capability that more than doubled sample capacity, allowed fully unsupervised multilayer deposition, and enabled overnight processing - Built a process management console to streamline spray design and implement a semi-automated workflow for sample queuing, scheduling, and experiment archiving using Zapier - Compiled a presentation on Project and Data Management that lead to several operational improvements and inspired an automation project to handle data more effectively

Cyclotron Road is an Activate.org incubator program based at Lawrence Berkeley National Laboratory that empowers science innovators to advance their ideas from concept to viable first product - Member of the 1st cohort of Cyclotron Road with Twelve, a startup focusing on electrochemically reducing carbon dioxide emissions into high value chemicals and fuels - Managed all MEA (membrane electrode assembly) processing - Conducted electrochemical testing of samples

TechStart matches multidisciplinary teams of graduate students with technology coming out of the University of Michigan in order to identify a pragmatic commercialization pathway. - Performed extensive market research and competitive technology assessment to identify potential intellectual property issues - Interviewed dozens of industry professionals ranging from Directors and VPs for automotive R&D divisions to audiologists and medical device manufacturers - Delivered innovative technology development strategies and identified potential supplier and consumer partnerships

Matrix Industries, formerly Silicium Energy, is a Khosla Ventures startup pioneering thermoelectric energy harvesting technologies - Oversaw all SEM imaging and image analysis throughout all processing stages, including devising automated image processing routines to accelerate throughput. Personally imaged over 2000 samples. - Managed BCP (block copolymer) processing and RCA treatment for the nanoscale patterning of silicon substrates and developed techniques to improve pattern integrity - Assisted in researching various wet etching techniques for silicon nanostructuring and identified procedural changes that eliminated unwanted surface effects - Initiated multiple process and workflow improvement projects across every research activity that sped up experimental turn around time from 3.5 weeks to 1.5 weeks resulting in dramatically reduced learning cycles - Built an experimental management worksheet that employed VBA routines to compile and link all research data while automating analysis and presentation of research

Boukai Research Group - Employed metal assisted chemical etching and electrochemical anodization in order to nanostructure silicon for use in thermoelectric devices - Developed an experimental design to explore effects of post doping, etchant solution composition, and temperature to increase thermopower - Analyzed morphological and electrical effects using scanning electron microscopy and four point probe resistance measurements - Modeled nanohole arrays of silicon in COMSOL and discovered a shape factor relationship that was utilized in real technology development for the startup company Silicium Energy