Most of the natural products isolated at present are heterocyclic compounds, so heterocyclic compounds occupy an important position in the research of organic chemistry. A compound: 4553-62-2, is researched, SMILESS is N#CC(C)CCC#N, Molecular C6H8N2Journal, Article, Proceedings of the National Academy of Sciences of the United States of America called Optimizing organic electrosynthesis through controlled voltage dosing and artificial intelligence, Author is Blanco, Daniela E.; Lee, Bryan; Modestino, Miguel A., the main research direction is optimizing organic electrosynthesis controlled voltage dosing artificial intelligence; artificial intelligence; electrochemical pulse techniques; neural network; organic electrosynthesis; voltage dosing.Quality Control of 2-Methylglutaronitrile.
Organic electrosynthesis can transform the chem. industry by introducing electricity-driven processes that are more energy efficient and that can be easily integrated with renewable energy sources. However, their deployment is severely hindered by the difficulties of controlling selectivity and achieving a large energy conversion efficiency at high c.d. due to the low solubility of organic reactants in practical electrolytes. This control can be improved by carefully balancing the mass transport processes and electrocatalytic reaction rates at the electrode diffusion layer through pulsed electrochem. methods. The authors explore these methods in the context of the electrosynthesis of adiponitrile (ADN), the largest organic electrochem. process in industry. Systematically exploring voltage pulses in the timescale between 5 and 150 ms led to a 20% increase in production of ADN and a 250% increase in relative selectivity with respect to the state-of-the-art constant voltage process. Also, combining this systematic exptl. study with artificial intelligence (AI) tools allowed the authors to rapidly discover drastically improved electrosynthetic conditions, reaching improvements of 30 and 325% in ADN production rates and selectivity, resp. This powerful AI-enhanced exptl. approach represents a paradigm shift in the design of electrified chem. transformations, which can accelerate the deployment of more sustainable electrochem. manufacturing processes.
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Reference:
Iodide – Wikipedia,
Iodide – an overview | ScienceDirect Topics – ScienceDirect.com