The disclosure generally relates to electrohydrodimerization of aliphatic olefins. More particularly the disclosure generally relates to electrohydrodimerization of aliphatic olefins using electrochemical potential pulses.
The electrification of the chemical industry has gained considerable relevance in the global landscape, given the possibility for easy integration of renewable energy sources that could significantly reduce global CO2 emissions. Within the electrochemical industry, organic electrosynthetic processes currently account for only a small fraction of industrial processes, but continue to attract attention due to their vast potential to reduce the chemical industry's carbon footprint and access previously untapped chemical transformations with safer processes that are carried out at mild operating conditions.
The electrohydrodimerization of acrylonitrile (AN) to adiponitrile (ADN), a key intermediate to Nylon 6,6, has been considered the most successful and largest organic electrosynthesis in industry. This organic electrosynthetic process offers several advantages against the thermochemical production route, which currently holds most of the ADN global market, but uses highly toxic reactants and elevated pressure and temperature in a two-step transformation process.
The ADN electrochemical production route is a one-step chemical process that relies on more benign aqueous-based electrolytes and requires mild temperature and pressure. This reaction faces the same challenges that are common among organic electrosynthetic processes, including low reactant solubility, electrolyte stability, and selectivity control. The electrosynthesis of ADN is characterized by a complex set of reaction pathways that can lead to the formation of the desired product, ADN, or of multiple by-products (
Given that ADN electrosynthesis is strongly influenced by mass transport, it is critical to control reactant diffusive fluxes to the EDL in order to improve selectivity. One way that this can be achieved is by dynamically regulating the flux of electrons and thus the electrochemical reaction rates at the electrodes. Such dynamic use of electrochemical rates has been widely used for mechanistic and kinetic quantitative studies in the form of electrochemical pulsed techniques. These techniques can allow the cyclic renewal of the diffusion layer and affect the interaction of electroactive species with the reaction surface, depending on the time lengths and potential wave forms implemented. Even in non-convective systems, cyclic renewal of the EDL can be achieved with long enough base potentials that provide the time for reactant diffusive transport from the bulk to the EDL, facilitating reactant replenishment.
Pulsed techniques have been previously used for the electro-reduction of CO2, finding a strong influence in product distribution due to electrode surface modifications and variations on reaction intermediate desorption energies and reactant concentration values next to the electrode surface. Moreover, pulse techniques have also shown strong influence on crystallization processes and adherence to substrate during electrochemical deposition.
Previous studies have investigated the effect of reactant bulk concentration on the product distribution of the electrohydrodimerization of AN to ADN, identifying its strong influence on reaction selectivity.
The present disclosure provides methods of making aliphatic compounds comprising two or more electron withdrawing groups. The present disclosure also provides compositions comprising aliphatic compounds comprising two or more electron withdrawing groups.
In an aspect, the present disclosure provides methods of making aliphatic compounds comprising two or more electron withdrawing groups. The methods are based on electrohydrodimerization of aliphatic olefinic compounds comprising one or more electron withdrawing groups using pulsed potential waveforms. As an illustrative example, a method produces adiponitrile by electrolysis of acrylonitrile using pulsed waveforms. A method may (e.g., an electrohydrodimerization method) comprise electrolyzing a reaction mixture (e.g., a solution), where the reaction mixture, includes, but is not limited to, aliphatic olefinic compounds comprising one or more electron withdrawing groups, one or more salts, and water. The reaction mixture is in contact with a cathode that may have for a selected duration/durations a cathode potential sufficient to hydrodimerize aliphatic olefinic compounds and for selected duration/other selected durations a higher cathode potential at which the hydrodimerization of the aliphatic olefinic compounds either occurs at a slower rate or is completely suppressed.
In an aspect, the present disclosure provides compositions comprising aliphatic compounds comprising two or more electron withdrawing groups. A composition may be produced by a method of the present disclosure. A composition may be an electrochemically produced organic phase composition. A composition (e.g., an electrochemically produced organic phase composition) may comprise: one or more aliphatic compound comprising two or more electron withdrawing groups (e.g., adiponitrile) at a concentration of 1 to 70 wt % (based on the total weight of the composition), including all 0.1 weight percent values and ranges therebetween; one or more aliphatic olefinic compound comprising one or more electron withdrawing group (e.g., acrylonitrile) at a concentration of 0 to 85 wt % (based on the total weight of the composition), including all 0.1 weight percent values and ranges therebetween. A composition may comprise one or more undesirable products (e.g., propionitrile, AN-derived oligomers, such as for example, 1,3,6-tricyanohexane, and the like, and the like, or a combination thereof) at a concentration of 0 to 30 wt % (based on the total weight of the composition), including all 0.1 weight percent values and ranges therebetween. A composition may not have been subjected to any purification and/or separation (e.g., removal of the one or more aliphatic compound comprising two or more electron withdrawing groups (e.g., adiponitrile) and/or one or more aliphatic olefinic compound comprising one or more electron withdrawing group (e.g., acrylonitrile) and/or or undesirable products) after electrochemical production of the adiponitrile.
The patent or application file contains at least one drawing executed in color. Copies of this patent or patent application publication with color drawing(s) will be provided by the Office upon request and payment of the necessary fee.
For a fuller understanding of the nature and objects of the disclosure, reference should be made to the following detailed description taken in conjunction with the accompanying figures.
Although subject matter of the present disclosure is described in terms of certain embodiments and examples, other embodiments and examples, including embodiments and examples that do not provide all of the benefits and features set forth herein, are also within the scope of this disclosure. For example, various structural, logical, process step, and electronic changes may be made without departing from the scope of the disclosure.
Ranges of values are disclosed herein. The ranges set out a lower limit value and an upper limit value. Unless otherwise stated, the ranges include the lower limit value, the upper limit value, and all values between the lower limit value and the upper limit value, including, but not limited to, all values to the magnitude of the smallest value (either the lower limit value or the upper limit value).
As used herein, unless otherwise indicated, the term “group” refers to a chemical entity that is monovalent (i.e., has one terminus that can be covalently bonded to other chemical species), divalent, or polyvalent (i.e., has two or more termini that can be covalently bonded to other chemical species). The term “group” also includes radicals (e.g., monovalent radicals and multivalent radicals, such as, for example, divalent radicals, trivalent radicals, and the like). Examples of groups include, but are not limited to:
As used herein, unless otherwise indicated, the term “alkyl group” refers to branched or unbranched saturated hydrocarbon groups. Examples of alkyl groups include, but are not limited to, methyl groups, ethyl groups, propyl groups, butyl groups, isopropyl groups, tert-butyl groups, and the like. In various examples, the alkyl group is a C1 to C12 (e.g., C1, C2, C3, C4, C5, C6, C7, C8, C9, C10, C11, or C12) group. The alkyl group can be unsubstituted or substituted with one or more substituent. Examples of substituents include, but are not limited to, various substituents such as, for example, halogens (—F, —Cl, —Br, and —I), aliphatic groups (e.g., alkyl groups, alkenyl groups, and alkynyl groups), aryl groups, alkoxide groups, carboxylate groups, carboxylic acids, ether groups, and the like, and combinations thereof.
As used herein, unless otherwise indicated, the term “aliphatic” refers to branched or unbranched hydrocarbon groups that, optionally, contain one or more degrees of unsaturation. Degrees of unsaturation include, but are not limited to, alkenyl groups, alkynyl groups, and cyclic aliphatic groups. In various examples, the aliphatic group is a C1 to C28 (e.g., C1, C2, C3, C4, C5, C6, C7, C8, C9, C10, C11, C12, C13, C14, C15, C16, C17, C18, C19, C20, C21, C22, C23, C24, C25, C26, C27, or C28) aliphatic group. The aliphatic group can be unsubstituted or substituted with one or more substituent. Examples of substituents include, but are not limited to, halogens (—F, —Cl, —Br, and —I), aliphatic groups (e.g., alkyl groups, alkenyl groups, alkynyl groups, and the like), halogenated aliphatic groups (e.g., trifluoromethyl group), aryl groups, halogenated aryl groups, alkoxide groups, amine groups, nitro groups, carboxylate groups, carboxylic acids, ether groups, alcohol groups, alkyne groups (e.g., acetylenyl groups and the like), and the like, and combinations thereof.
The present disclosure provides methods of making aliphatic compounds comprising two or more electron withdrawing groups. The present disclosure also provides compositions comprising aliphatic compounds comprising two or more electron withdrawing groups.
In an aspect, the present disclosure provides methods of making aliphatic compounds comprising two or more electron withdrawing groups. The methods are based on electrohydrodimerization of aliphatic olefinic compounds comprising one or more electron withdrawing groups using pulsed potential waveforms. Non-limiting examples of the methods are described in the Statements and Examples provided herein.
As an illustrative example, a method produces adiponitrile by electrolysis of acrylonitrile using pulsed waveforms. A non-limiting example of a pathway for the electrohydrodimerization of acrylonitrile to adiponitrile, including anodic reaction and cathodic side reactions is shown in
A method may (e.g., an electrohydrodimerization method) comprise electrolyzing a reaction mixture (e.g., a solution), where the reaction mixture, includes, but is not limited to, aliphatic olefinic compounds comprising one or more electron withdrawing groups, one or more salts, and water. The reaction mixture is in contact with a cathode. The cathode may have for a selected duration/durations a cathode potential sufficient to hydrodimerize aliphatic olefinic compounds and for selected duration/other selected durations a higher cathode potential at which the hydrodimerization of the aliphatic olefinic compounds either occurs at a slower rate or is completely suppressed. The electrolysis is carried out using a pulsed potential waveform applied to the cathode. A product of the method, which may be referred to as a hydrodimerization product, is a one or more aliphatic compound comprising two or more electron withdrawing groups.
A reaction mixture may have various pH. The pH level may be the same (e.g., held constant) during the reaction or change during the reaction. A reaction mixture may have at least an initial pH of 7 to 13, including all 0.1 pH values and ranges therebetween. In the case of adiponitrile, it may be desirable to use a pH of 9-13.
Various aliphatic olefinic compounds can be used in the methods. Combinations of aliphatic olefinic compounds may be used. Aliphatic olefinic compounds comprise one or more electron withdrawing groups. Non-limiting examples of electron withdrawing groups include —CN, —CF3, carboxylic acids/carboxylates, esters, amides, phosphonates, phosphinates, phosphine oxides, sulfones, pyridines (e.g., 2-pyridines, 4-pyridines), and the like, and combinations thereof. The aliphatic olefinic compound may be a C1 to C14 (e.g., C1, C2, C3, C4, C5, C6, C7, C8, C9, C10, C11, C12, C13, or C14), including all integer number of carbons and ranges therebetween, aliphatic olefinic compound and may have one or more terminal or internal carbon-carbon double bond.
Non-limiting examples of aliphatic olefinic compounds comprising one or more electron withdrawing groups include aliphatic alpha, beta-olefinic compounds, such as, for example aliphatic alpha, beta-olefinic compounds having the following structure:
where EWD is an electron withdrawing group and R, R′, and R″ are independently chosen from hydrogen and organic substituents.
Non-limiting examples of suitable aliphatic olefinic compounds have the following structure:
where X corresponds to an electron withdrawing group and R1, R2, and R3 are, independently, chosen from hydrogen and organic substituents. In the case of these aliphatic olefinic compounds, the product of the method would have the following structure:
where X, R1, R2, and R3 correspond to R1, R2, and R3 described for the aliphatic olefinic compounds. Non-limiting examples of organic substituents include alkyl groups.
Examples of aliphatic olefinic compounds comprising one or more electron withdrawing groups include, but are not limited to, acrylonitrile, ethyl acrylate, acrylamide, and the like, and combinations thereof.
A product may be an aliphatic compound comprising two or more electron withdrawing groups. The aliphatic compound may be a C1 to C28 (e.g., C1, C2, C3, C4, C5, C6, C7, C8, C9, C10, C11, C12, C13, C14, C15, C16, C17, C18, C19, C20, C21, C22, C23, C24, C25, C26, C27, C28), including all integer number of carbons and ranges therebetween, aliphatic compound. Examples of products include, but are not limited to, adiponitrile, diethyl adipate, adipamide, and the like, and combinations thereof.
Various pulsed waveforms may be used for the potential applied to the cathode (with respect to the reference electrode)—for example, pulsing from a base potential to a cathodic potential (and optionally, back). A waveform may comprise one or more pulses. A method may comprise applying a potential with a waveform having a plurality of pulses having the same base potential, the same cathodic potential, the same resting duration, the same cathodic potential, or any combinations thereof. For example, for individual pulses, the base potential may be the same as all the other pulses or may be different than one or more of the other pulses. A waveform may comprise two or more different pulses (e.g., having different base and/or cathodic potentials and/or durations). An individual pulse may have a cathodic potential of 0V to −4V (e.g., measured against a reference electrode, such as, for example, a Ag/AgCl reference electrode). The cathodic potential may be constant or vary for at least a portion or all of the cathodic duration. For example, the cathodic potential is in the form of a sine wave, a square wave, a triangle wave, a saw-tooth wave, and the like. Similarly, the base potential may be constant or vary for at least a portion or all of the resting duration. For example, the base potential is in the form of a sine wave, a square wave, a triangle wave, a saw-tooth wave, and the like.
A method may be carried out at various pHs and/or temperatures. A method may be carried out a pH 7 to 13, including all 0.1 pH values and ranges therebetween, and/or a temperature of 20-60° C., including all integer ° C. values and ranges therebetween.
Various reaction mixtures can be used. A reaction mixture comprises AN in aqueous electrolyte that includes, but is not limited to, one or more phosphate and/or one or more buffer salt, EDTA, and one or more quaternary ammonium salt. In an example, a reaction mixture comprises AN (e.g., 3-30 wt %, (based on the total weight of the reaction mixture)) in aqueous electrolyte that includes, but is not limited to, phosphate(s) or buffer salt(s) (e.g., 5-15 wt % (based on the total weight of the reaction mixture)), EDTA (e.g., 0.5-3 wt % (based on the total weight of the reaction mixture)) and quaternary ammonium salt(s) (0.1-6 wt % (based on the total weight of the reaction mixture)).
A method may be carried out in a batch mode (e.g., using a closed system). A method may be carried out in a continuous/semi-continuous mode (e.g., using a flow system).
Without intending to be bound by any particular theory, it is considered that a method of the present disclosure produces more aliphatic compounds comprising two or more electron withdrawing groups (e.g., adiponitrile) relative to the same method carried out using DC electrolysis. A method of the present disclosure may produce 20% or more, 30% or more, 40% or more, 50% or more, 60% or more, 70% or more, 80% or more, 90% or more, or 100%, aliphatic compounds comprising two or more electron withdrawing groups (e.g., adiponitrile) relative to the same method carried out using DC electrolysis.
A method may provide desirable product production rate and/or selectivity. The product production rate of a method may be at least 10%, at least 20%, at least 30%, at least 40%, at least 50%, at least 75%, or 100% greater relative to the same method carried out using DC electrolysis and/or a method may result in at least 10%, at least 20%, at least 30%, at least 40%, at least 50%, at least 75%, or 100% reduction in one or more undesirable products relative to the same method carried out using DC electrolysis.
In an aspect, the present disclosure provides compositions comprising aliphatic compounds comprising two or more electron withdrawing groups. A composition may be produced by a method of the present disclosure. A composition may be an electrochemically produced organic phase composition. The aliphatic compounds may be a C1 to C28, including all integer number of carbons and ranges therebetween, aliphatic compound.
A composition (e.g., an electrochemically produced organic phase composition) comprising: one or more aliphatic compound comprising two or more electron withdrawing groups (e.g., adiponitrile) at a concentration of 1 to 70 wt % (based on the total weight of the composition), including all 0.1 weight percent values and ranges therebetween; one or more aliphatic olefinic compound comprising one or more electron withdrawing group (e.g., acrylonitrile) at a concentration of 0 to 85 wt % (based on the total weight of the composition), including all 0.1 weight percent values and ranges therebetween. A composition may comprise one or more undesirable products (e.g., propionitrile, AN-derived oligomers, such as for example, 1,3,6-tricyanohexane, and the like, and the like, or a combination thereof) at a concentration of 0 to 30 wt % (based on the total weight of the composition), including all 0.1 weight percent values and ranges therebetween. A composition may not have been subjected to any purification and/or separation (e.g., removal of the one or more aliphatic compound comprising two or more electron withdrawing groups (e.g., adiponitrile) and/or one or more aliphatic olefinic compound comprising one or more electron withdrawing group (e.g., acrylonitrile) and/or or undesirable products) after electrochemical production of the adiponitrile.
A composition may comprise one or more undesirable products (e.g., propionitrile, AN-derived oligomers, such as, for example, 1,3,6-tricyanohexane and the like, and the like, or a combination thereof) at a concentration of less than 30 wt %, less than 25 wt. %, less than 20 wt. %, or less than 15 wt. % (based on the total weight of the composition), where composition has not been subjected to any separation (e.g., removal of adiponitrile and/or acrylonitrile and/or undesirable products) after electrochemical production of the aliphatic compound having two more electron withdrawing groups (e.g., a product such as, for example, adiponitrile). These examples of undesirable products are those related to electrohydrodimerization of acrylonitrile to produce adiponitrile. One skilled in the art would recognize undesirable products that may result from electrohydrodimerization of other aliphatic olefinic compounds comprising one or more electron withdrawing group.
The steps of the method described in the various embodiments and examples disclosed herein are sufficient to carry out the methods of the present disclosure. Thus, in an example, a method consists essentially of a combination of the steps of the methods disclosed herein. In another embodiment, a method consists of such steps.
The following Statements provide examples of methods of the present disclosure:
The following example is presented to illustrate the present disclosure. It is not intended to be limiting in any matter.
This example provides a description of methods and compositions of the present disclosure.
The electrohydrodimerization of acrylonitrile (AN) to adiponitrile (ADN) is a key step in the electrochemical production route for Nylon 6,6. This chemical transformation faces many challenges, common among organic electrosynthetic processes, including a complex set of desired and undesired reactions at the cathodic surface, which lowers selectivity towards ADN when mass transport limitations become significant at high reaction rates. This work investigates the effect of electrochemical pulsed potential techniques on the composition of the EDL and interaction of molecules with the electrode surface, showing the possibility to effectively tune product distribution, surpassing a 3-fold increase in ADN:PN production ratio in several cases. Furthermore, optimized combinations of these parameters have also led to a 20% increase in ADN production with a 6% reduction in energy input. The experimental data collected for this model reaction was used to train an ANN that predicts ADN production based on cathodic and resting times applied, elucidating the potential of these powerful machine learning tools to understand nano-scale processes and optimize operation conditions that maximize performance in organic electrosynthesis.
Pulsed electrolysis principles were used for the first time on the largest organic electrosynthetic reaction in industry, as a model reaction for organic electrosynthetic processes, to understand, for example, the effect of nanoscale diffusive processes that determine reactant concentration profiles next to the electrode surface and their influence on the product distribution. The present study implements differential pulse amperometry (DPA) techniques to understand the effect of diffusion-based reactant concentration regeneration in the EDL. Among other pulsed techniques, DPA applies pulsed potential wave forms with constant base potential and pulse potential values. The base or resting potential value is commonly selected within the range where no faradaic reaction occurs, allowing the diffusion of electroactive species from the bulk to the electrode surface during resting times to mitigate mass transport limitations and control PN formation.
Experimental. Materials. All chemicals used were acquired from Sigma-Aldrich, including sodium phosphate, tetrabutylammonium (TBA) hydroxide, ethylenediaminetetraacetic acid (EDTA) disodium salt, and acrylonitrile. A fresh aqueous catholyte solution with 0.5 M (8 wt %) sodium phosphate, 0.03 M (1 wt %) EDTA, and 0.02 M (0.5 wt %) TBA hydroxide was prepared before adding 0.6 M (3 wt %) AN for each experiment. A 1M sulfuric acid was used as anolyte, and diffusion through the membrane was assumed negligible given that the cathodic chamber pH remained constant throughout the experiments
A 1 cm2 cadmium foil (American Elements) working electrode, a platinum mesh (Alfa Aesar) counter electrode, and a Ag/AgCl (4 M KCl) reference electrode were used for all experiments.
Electrochemical characterization. A 3-electrode setup was used to study the effect of pulsed potential techniques on the diffusion layer and the cathodic half-cell reactions. Chronoamperometry (CA) and DPA techniques were performed for 20 minutes using a BioLogic VSP-300 potentiostat.
Chemical Analysis. The organic compounds were separated from the aqueous electrolyte via liquid-liquid extraction with toluene. The organic phase was then analyzed in a Shimadzu gas chromatographer equipped with a mass spectrometer GCMS-QP2010 and an Agilent 7890B gas chromatographer and 5977B mass spectrometer. Component identification and quantification were performed using continuously updated calibration curves for AN, PN, and ADN.
Mass Transport Model. Time-dependent reactant consumption next to the electrode surface was studied using Matlab®, assuming diffusion-based reactant mass transport from the bulk electrolyte to the electrode surface in a one-dimensional model. Finite difference approximations were used to solve differential mass transport equations following Fick's law. Applied current density values were correlated to the reactant consumption rate using Faraday's law and square-wave potential waveforms were implemented to simulate pulsed-potential techniques.
Artificial Neural Network Simulation. A feed-forward artificial neural network (ANN), consisting of 2 layers with 10 neurons each, was built and trained with 26 experimental data points, using resting and cathodic times as inputs to predict ADN production rates. Levenberg-Marquardt algorithm was used as training function and mean squad error for performance evaluation. Experimental data was collected with −3.5 V vs Ag/AgCl cathodic potential and 0 V vs Ag/AgCl resting potential. Average mean error of the prediction was calculated using 20 points for network training and 6 points for error calculation.
Results. DC operation (comparative example). Product distribution of the electrohydrodimerization of AN to ADN is expected to strongly depend on the current density implemented, as it determines the reaction rate and system limitations at a given reactant bulk concentration.
Effect of resting and cathodic time. The effect of electrochemical pulses in the EDL can go beyond AN concentration profiles. During cathodic times, the working electrode is charged negatively, and electrons flow according to reaction kinetics, consuming AN to produce ADN and by-products. In addition, charged species migrate according to the existing electric field, maintaining an electrically neutral system. During cathodic times (
On the other hand, the negatively charged working electrode will gradually lose its charge during resting times, giving rise to non-faradaic currents and affecting the concentration profile of species in the EDL. When no potential is applied to the system during resting times (
Resting and cathodic times can thus affect molecule solvation and the concentration profile of reactant and other electrolyte species in the EDL, determining the extent of mass transport limitations in the system and influencing product distribution.
The experimental results displayed in
The effect that pulsed potential techniques can have on reactant concentration is expected to be very strong next to the electrode surface. The simulated time-dependent variations in reactant concentration at the electrode surface under chronoamperometric and pulsed potential operation conditions are presented in
The trend observed suggests that ADN production is limited by overall cathodic reaction times, which are reduced with higher tr and lower tc. Furthermore, lower overall cathodic times can also lead to accumulation of AN in the EDL, which could facilitate the self-polymerization reactions and oligomer formation, while limiting ADN production. These undesired species are not quantified on the results presented as they are not easily analyzed in GCMS systems due to their high molecular weight.
The combination of resting and cathodic times can also influence PN production rates, as displayed on
As observed on
Effect of cathodic potential. As portrayed in
As would be expected, the time scales used for cathodic and resting periods that maximize the ADN:PN ratio depend on the cathodic potential. Although the previous section showed that longer cathodic times can bolster PN formation due to mass transport limitations at −3.5 V vs Ag/AgCl, optimum ADN:PN ratios were obtained with much longer pulses at −2.5 V vs Ag/AgCl. The use of lower cathodic potentials limits the electron flux, allowing the use of longer cathodic pulses before reaching reactant depletion.
Interestingly enough, the highest increase in ADN:PN ratio with respect to DC operation was found at −3.5 V vs Ag/AgCl, suggesting that the effectiveness of reactant concentration regeneration and mitigation of mass transport limitations in the system depends on the cathodic reaction rate. Above this value, when the cathodic potential reaches −4.5 V vs Ag/AgCl, pulsed electrolysis can help improve the ADN:PN ratio, however ADN production is limited by the short cathodic times and mass transport limitations are not completely overcome with diffusion-based reactant concentration regeneration. Furthermore, within any cathodic potential, a maximum in ADN:PN ratio can be found at different combinations of tc and tr, tailored to the magnitude of the mass transport limitations present.
Effect of resting potential. The previous results show the effects of the dynamic dosing of electrons with cathodic potential and pulse duration, but the resting potential has been maintained at 0 V vs Ag/AgCl. This corresponds to +0.859 V vs SHE, eliminating all possibility of reactant reduction during resting times.
Considerable variations are observed on ADN production rate and ADN:PN ratio with resting potential. ADN:PN ratio is mostly higher with 0 V vs Ag/AgCl resting potential, suggesting that the uninterrupted electron flow can generate concentration profiles in the EDL that are not optimum for ADN formation. As reported in other studies, the electrode can undergo surface modifications when oxidation potentials are applied. Surface morphology changes could affect the affinity and binding energy of intermediate species with the electrode surface, thus altering product distribution.
Machine learning and pulsed electrolysis. The study of the effect of tr, tc, Er, and Ec on product distribution and production rates reveals the complexity of processes that take place in the EDL and the difficulty to individually study the nearly unlimited number of possibilities for parameter combinations and how they affect performance metrics. The results obtained suggest that the effect of pulsed potentials on reactant concentration in the EDL is not enough to explain the behavior observed on reaction selectivity. Ion migration, molecule solvation, electrode surface modification, and overall cathodic time are defined by tr, tc, Er, and Ec, and have a strong influence on production rates. The development of ANN that can predict ADN and PN production rates taking combinations of the aforementioned parameters would allow the quick and accurate evaluation of the advantages of pulsed electrolysis, determining the optimum parameters to maximize reaction performance and would help develop a deeper understanding of the nano-scale processes taking place.
The results elucidate the advantages and the promise of pulsed electrolysis in organic electrosynthesis, using the electrohydrodimerization of acrylonitrile to adiponitrile as an example reaction. Organic systems commonly face challenges with mass transport limitations due to the low solubility of organic molecules in aqueous media, and this is evidenced in the electrosynthesis of ADN with an increased PN production rate. As shown in this Example, electrochemical pulsed techniques can be used to help control reactant concentration in the EDL through diffusion-based replenishment from the bulk, effectively limiting PN production. Furthermore, electrochemical pulses appear to influence several complex processes in the EDL, including reactant replenishment, ion migration, molecule solvation and binding energies after surface modifications. Although PN formation was mitigated in most cases, a careful control of pulse amplitude and duration is essential to regulate these processes and maintain optimum concentration profiles for the species involved in the EDL. Cathodic times need to be further optimized to balance the tradeoff between mass transport limitations at longer tc in order to maximize ADN production over other reaction by-products.
Cathodic times and cathodic potential were the most influencing factors on ADN production, and the optimization of the parameters studied led to a 20% increase in ADN production, with respect to the case of DC operation, together with a 6% reduction in energy input. This was obtained with −3.5V vs Ag/AgCl cathodic potential, 0 V vs Ag/AgCl resting potential, 150 ms cathodic time, and 10 ms resting time.
With a nearly unlimited number of possibilities for combination of operation parameters, machine learning principles become a powerful tool to improve the understanding of the nano-scale process governing mass transport in the EDL. Furthermore, artificial neural networks can be built to predict reaction performance within a continuous landscape of parameters although only several discrete points have been experimentally measured. With this mindset, inline characterization and electrochemical flow systems can be designed to collect performance data in a continuous and expedite manner, which will be fed into ANNs to predict an unlimited amount of additional points, allowing the identification of reaction parameters and conditions that maximize reaction performance.
Although the present disclosure has been described with respect to one or more particular embodiments and/or examples, it will be understood that other embodiments and/or examples of the present disclosure may be made without departing from the scope of the present disclosure.
This application claims priority to U.S. Provisional Application No. 62/827,021, filed on Mar. 30, 2019, the disclosure of which is hereby incorporated by reference in its entirety.
Number | Name | Date | Kind |
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3647651 | Ganci | Mar 1972 | A |
5593557 | Sopher | Jan 1997 | A |
Number | Date | Country | |
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20200308716 A1 | Oct 2020 | US |
Number | Date | Country | |
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62827021 | Mar 2019 | US |