Browsing by Author "Lathem, Alex Ean"
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Item Underwater Electric Arc Synthesis of Ammonia and Machine Learning Guidance for Synthesis of Antimicrobial Aminocyanines(2024-12-06) Lathem, Alex Ean; Tour, James MIncreasing demand for ammonia is expected in future years due to its potential as an electrochemical fuel and continued use in growing food for billions of people. Meanwhile, there is a growing need for novel antibiotics in the face of antimicrobial resistance worldwide. In this thesis, novel synthesis methods to address both challenges are explored. First, a novel method of ammonia synthesis is demonstrated using a nitrogen stream running through an underwater electric arc. Variation in ammonia yield is shown for a wide array of parameters, including electrode material and geometric configuration. Yield and energy efficiency are compared to other prominent bench-scale ammonia synthesis techniques in the literature. Second, machine learning analysis is conducted on a dataset of cyanine-derived molecules and their inhibition of bacterial growth. The most performant model is blind-tested against additional data, and then promising candidate molecules are offered for future synthesis and testing.