Literature DB >> 31434786

Optimizing organic electrosynthesis through controlled voltage dosing and artificial intelligence.

Daniela E Blanco1, Bryan Lee1, Miguel A Modestino2.   

Abstract

Organic electrosynthesis can transform the chemical 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 current density 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 electrochemical methods. In this study, we explore these methods in the context of the electrosynthesis of adiponitrile (ADN), the largest organic electrochemical 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. Moreover, combining this systematic experimental investigation with artificial intelligence (AI) tools allowed us to rapidly discover drastically improved electrosynthetic conditions, reaching improvements of 30 and 325% in ADN production rates and selectivity, respectively. This powerful AI-enhanced experimental approach represents a paradigm shift in the design of electrified chemical transformations, which can accelerate the deployment of more sustainable electrochemical manufacturing processes.

Entities:  

Keywords:  artificial intelligence; electrochemical pulse techniques; neural network; organic electrosynthesis; voltage dosing

Year:  2019        PMID: 31434786      PMCID: PMC6731687          DOI: 10.1073/pnas.1909985116

Source DB:  PubMed          Journal:  Proc Natl Acad Sci U S A        ISSN: 0027-8424            Impact factor:   11.205


  6 in total

1.  Electrochemical epitaxial polymerization of single-molecular wires.

Authors:  Hiroshi Sakaguchi; Hisashi Matsumura; Hui Gong
Journal:  Nat Mater       Date:  2004-07-11       Impact factor: 43.841

2.  Biocompatibility of hydroxyapatite coatings deposited by pulse electrodeposition technique on the Nitinol superelastic alloy.

Authors:  F Marashi-Najafi; J Khalil-Allafi; M R Etminanfar
Journal:  Mater Sci Eng C Mater Biol Appl       Date:  2017-03-10       Impact factor: 7.328

3.  Synthetic Organic Electrochemical Methods Since 2000: On the Verge of a Renaissance.

Authors:  Ming Yan; Yu Kawamata; Phil S Baran
Journal:  Chem Rev       Date:  2017-10-09       Impact factor: 60.622

4.  Electrochemical oxidation by square-wave potential pulses in the imitation of oxidative drug metabolism.

Authors:  Eslam Nouri-Nigjeh; Hjalmar P Permentier; Rainer Bischoff; Andries P Bruins
Journal:  Anal Chem       Date:  2011-06-27       Impact factor: 6.986

5.  Controlled Selectivity of CO2 Reduction on Copper by Pulsing the Electrochemical Potential.

Authors:  Kevin W Kimura; Kevin E Fritz; Jiyoon Kim; Jin Suntivich; Héctor D Abruña; Tobias Hanrath
Journal:  ChemSusChem       Date:  2018-05-22       Impact factor: 8.928

6.  Pulsed electroconversion for highly selective enantiomer synthesis.

Authors:  Chularat Wattanakit; Thittaya Yutthalekha; Sunpet Asssavapanumat; Veronique Lapeyre; Alexander Kuhn
Journal:  Nat Commun       Date:  2017-12-12       Impact factor: 14.919

  6 in total
  5 in total

1.  Voltage cycling process for the electroconversion of biomass-derived polyols.

Authors:  Dohyung Kim; Chengshuang Zhou; Miao Zhang; Matteo Cargnello
Journal:  Proc Natl Acad Sci U S A       Date:  2021-10-12       Impact factor: 11.205

2.  Chemoselective Electrosynthesis Using Rapid Alternating Polarity.

Authors:  Yu Kawamata; Kyohei Hayashi; Ethan Carlson; Shobin Shaji; Dirk Waldmann; Bryan J Simmons; Jacob T Edwards; Christoph W Zapf; Masato Saito; Phil S Baran
Journal:  J Am Chem Soc       Date:  2021-10-01       Impact factor: 16.383

3.  Working at the interfaces of data science and synthetic electrochemistry.

Authors:  Jesus I Martinez Alvarado; Jonathan M Meinhardt; Song Lin
Journal:  Tetrahedron Chem       Date:  2022-03-26

4.  One-pot H/D exchange and low-coordinated iron electrocatalyzed deuteration of nitriles in D2O to α,β-deuterio aryl ethylamines.

Authors:  Rui Li; Yongmeng Wu; Changhong Wang; Meng He; Cuibo Liu; Bin Zhang
Journal:  Nat Commun       Date:  2022-10-10       Impact factor: 17.694

Review 5.  New Redox Strategies in Organic Synthesis by Means of Electrochemistry and Photochemistry.

Authors:  Jinjian Liu; Lingxiang Lu; Devin Wood; Song Lin
Journal:  ACS Cent Sci       Date:  2020-07-16       Impact factor: 14.553

  5 in total

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