CONTINUOUS, CARBOHYDRATE TO ETHYLENE GLYCOL PROCESSES

Abstract

By this invention processes are provided for the conversion of carbohydrate to ethylene glycol by retro-aldol catalysis and sequential hydrogenation using control methods having at least one of acetol (hydroxyacetone) and a tracer as inputs.

Claims

1. A continuous process having a control system to control one or more operating parameters based on one or more inputs for the catalytic conversion of a carbohydrate feed containing at least aldose-yielding or ketose-yielding carbohydrate to lower glycol of at least one of ethylene glycol and propylene glycol in an unmodulated reaction zone by sequential retro-aldol catalytic conversion under retro-aldol conditions, including the presence of a retro-aldol catalyst providing retro-aldol catalytic activity in a liquid medium in the unmodulated reaction zone, to intermediates and catalytic hydrogenation of intermediates under hydrogenation conditions, including the presence of hydrogen and hydrogenation catalyst providing hydrogenation catalytic activity, to lower glycol, in the unmodulated reaction zone, and withdrawing continuously or intermittently from said unmodulated reaction zone, a raw product, said process comprising controlling at least one operating parameter of the process using at least the concentration of acetol in the raw product is an input to the control system for the process.

2. The process of claim 1 wherein the carbohydrate comprises aldose and the lower glycol comprises ethylene glycol.

3. The process of claim 2 wherein in response to an increase in acetol concentration, at least one of (i) the hydrogenation catalytic activity is increased and (ii) at least one of the rate of supply of the carbohydrate feed and the concentration of carbohydrate in the feed is decreased.

4. The process of claim 2 wherein the retro-aldol catalyst is homogeneous and the hydrogenation catalyst is heterogeneous.

5. The process of claim 2 wherein the concentration of acetol is compared with concentrations of at least one of itol, 1,2-butanediol, and pH in the raw product for purposes of process control.

6. The process of claim 5 wherein in response to an increase in acetol concentration and an increase in the concentration of at least one of sorbitol, 1,2-butanediol, and glycerol in the raw product, the retro-aldol catalytic activity is increased.

7. The process of claim 2 wherein the hydroxyacetone concentration is maintained less than about 0.15 mass percent of the raw product.

8. The process of claim 2 wherein in response to an increase in acetol accompanied by an increase in at least one of mannitol and glycerol, at least one of the rate of supply of the carbohydrate feed and the concentration of the carbohydrate in the feed, is decreased until retro-aldol catalytic activity is increased.

9. The process of claim 1 wherein the reaction zone is a cascade reaction zone.

10. A continuous process having a control system to control one or more operating parameters based on input for the catalytic conversion of a carbohydrate feed containing at least aldose-yielding or ketose-yielding carbohydrate to lower glycol of at least one of ethylene glycol and propylene glycol in an unmodulated reaction zone by sequential retro-aldol catalytic conversion under retro-aldol conditions, including the presence of a retro-aldol catalyst providing retro-aldol catalytic activity in a liquid medium in the unmodulated reaction zone, to intermediates and catalytic hydrogenation of intermediates under hydrogenation conditions, including the presence of hydrogen and hydrogenation catalyst providing hydrogenation catalytic activity, to lower glycol, in the unmodulated reaction zone, supplying a tracer precursor comprising a ketone of 3 to 6 carbons to the reaction zone from which at least one tracer is produced under conditions in the reaction zone and withdrawing continuously or intermittently from said unmodulated reaction zone, a raw product, said process comprising controlling at least one operating parameter of the process using at least the concentration of at least one component of the tracer in the raw product is an input to the control system for the process.

11. The process of claim 10 wherein where the tracer in the raw product indicates a change in the portion of the tracer precursor hydrogenated, then at least one of (i) the absolute amounts of catalytically active species and relative amounts of each of the retro-aldol catalytic activity and hydrogenation catalytic activity, and (ii) at least one of the rate of feed and concentration of carbohydrate in the feed to the reaction zone are adjusted.

12. The process of claim 11 where the concentration of a tracer in the raw product indicates that a greater portion of the tracer precursor is hydrogenated, either or both the rate of feed to the reaction zone is increased or the hydrogenation catalyst activity in the reaction zone is decreased.

13. The process of claim 11 where the concentration of a tracer in the raw product indicates that a lesser portion of the tracer precursor is hydrogenated, either or both of (i) the hydrogenation catalyst activity in the reaction zone is increased and (ii) at least one of the rate of feed and the concentration of carbohydrate in the feed to the reaction zone is decreased.

14. The process of claim 10 wherein the retro-aldol catalyst is homogeneous and the hydrogenation catalyst is heterogeneous.

15. The process of claim 10 wherein the carbohydrate comprises aldose and the lower glycol comprises ethylene glycol, concentrations of at least one component of the tracer is compared with concentrations of at least one of itol, 1,2-butanediol, acetol and pH in the raw product for purposes of process control.

16. The process of claim 15 where the tracer in the raw product indicates a substantially constant in the portion of the tracer precursor being hydrogenated and an increase in the concentration of at least one of sorbitol and glycerol in the raw product, the retro-aldol catalytic activity is increased.

17. The process of claim 15 where the tracer in the raw product indicates a decrease in the portion of the tracer precursor being hydrogenated and no increase in the concentration of at least one of sorbitol, 1,2-butanediol, and glycerol in the raw product, one or both of (i) the hydrogenation catalytic activity is increased and (ii) at least one of the feed rate and the concentration of the carbohydrate in the feed is decreased.

18. The process of claim 10 wherein the process uses hydrogenation catalyst withdrawn from or intended to be used in a larger reaction zone for evaluating hydrogenation catalytic activity.

19. The process of claim 10 wherein the tracer precursor is added to trouble shoot the process.

20. The process of claim 10 wherein the tracer precursor comprises methylethylketone and the tracers comprise methylethylketone and iso-butanol.

Description

DETAILED DESCRIPTION

[0016] All patents, published patent applications and articles referenced herein are hereby incorporated by reference in their entirety.

Definitions

[0017] As used herein, the following terms have the meanings set forth below unless otherwise stated or clear from the context of their use.

[0018] Where ranges are used herein, the end points only of the ranges are stated so as to avoid having to set out at length and describe each and every value included in the range. Any appropriate intermediate value and range between the recited endpoints can be selected. By way of example, if a range of between 0.1 and 1.0 is recited, all intermediate values (e.g., 0.2, 0.3, 0.63, 0.815 and so forth) are included as are all intermediate ranges (e.g., 0.2-0.5, 0.54-0.913, and so forth).

[0019] The use of the terms “a” and “an” is intended to include one or more of the element described.

[0020] Admixing or admixed means the formation of a physical combination of two or more elements which may have a uniform or non-uniform composition throughout and includes, but is not limited to, solid mixtures, solutions and suspensions.

[0021] Bio-sourced carbohydrate feedstock means a product that includes carbohydrates sourced, derived or synthesized from, in whole or in significant part, to biological products or renewable agricultural materials (including, but not limited to, plant, animal and marine materials) or forestry materials.

[0022] By-products are incidental or secondary products made in the manufacture of the sought product and include the incidental or secondary products and intermediates to these products and include reaction products from the sought product. By-products do not include intermediates to the sought product. By way of example, in the catalytic conversion of glucose to ethylene glycol, any unreacted glycol aldehyde would not be a by-product but hydroxyacetone would be a byproduct, even though either might be able to be further reacted under the conditions of the reaction. Other by-products include, but are not limited to, mannitol, sorbitol, glycerol, 1,2-butanediol, erythritol, threitol, organic acids, and gases.

[0023] Catalyst means a heterogeneous or homogeneous catalyst. For purposes herein, catalysts that behave as if they are dissolved in the media, e.g., a colloidal suspension, are considered to be homogeneous catalysts regardless of whether or not they are dissolved. A catalyst can contain one or more catalytic metals, and for heterogeneous catalysts, include supports, binders and other adjuvants. Catalytic metals are metals that are in their elemental state or are ionic or covalently bonded. The term catalytic metals refers to metals that are not necessarily in a catalytically active state, but when not in a catalytically active state, have the potential to become catalytically active. Catalytic metals can provide catalytic activity or modify catalytic activity such as promotors, selectivity modifiers, and the like.

[0024] Catalytic activity or performance refers to the extrinsic activity of a catalyst in the reaction zone. Thus, the factors that affect catalyst activity include the condition of the catalyst per se, but also include its deployment in the reaction zone. For example, if a portion of the catalyst is physically occluded in the reaction zone, it is relatively unavailable for effecting the sought catalytic conversion even though it may be active per se. Mixing or other means of redistribution to make the catalyst surface accessible would thus improve the extrinsic catalytic activity.

[0025] A change in catalytic activity can result from a change in the catalyst per se such as a chemical change, physical degradation, redistribution of components on the catalyst, loss of catalytically-active species from the catalyst, or poisoning or other effect from a component that become deposited or reacted during the course of the reaction. A change in catalytic activity can also be caused by the environment around the catalyst where the catalyst itself may be relatively unchanged, e.g., through steric effects or reactions or complexing with the components to be catalytically converted. Therefore, an increase or decrease in catalytic activity can, but does not necessarily, result from an increase or decrease in the mass of catalyst per unit volume.

[0026] Commencing contact means that a fluid starts a contact with a component, e.g., a medium containing a homogeneous or heterogeneous catalyst, but does not require that all molecules of that fluid contact the catalyst.

[0027] Conversion efficiency is the mass percent of a raw material that is converted in the process to chemical product.

[0028] Hydraulic distribution means the distribution of an aqueous solution in a vessel including contact with any catalyst contained therein.

[0029] Intermediate means a compound that can be further reacted under the conditions in the reaction zone to the sought product. As defined herein, an intermediate to a by-product is itself deemed to be a by-product.

[0030] Intermittently means from time to time and may be at regular or irregular time intervals.

[0031] Input values mean input information from the process for the control method. The inputs can be manipulative inputs, sometimes referred to as independent variables, which means that the value being reported is subject to control such as temperature. The inputs can be process parameters, sometimes referred to as dependent variables, which means that the determined value is resulting from multiple manipulative variables in the process. For instance, concentration of an intermediate, by-product or chemical product is the result of the combined set of process conditions. An input value can be from one or two or more manipulative inputs and process parameter inputs and can require calculations. For example, conversion efficiency can be determined from raw material concentration in the feed and the feed rate to the reaction zone and from the concentration of the chemical product in the effluent from the reaction zone and the flow rate of the effluent.

[0032] Itols are polyhydric alcohols with each carbon having a hydroxyl group, e.g., sugar alcohols.

[0033] Liquid medium means the liquid in the reactor. The liquid is a solvent for the carbohydrate, intermediates and products and for the homogeneous, tungsten-containing retro-aldol catalyst. Typically and preferably, the liquid contains at least some water and is thus termed an aqueous medium.

[0034] Operating parameters, or process parameters for the process are controllable parameters including, but not limited to temperature, pressure, feed rates and concentrations of reactants, residence time, adjuvants, pH, and hydrogenation catalytic activity and retro-aldol catalytic activity.

[0035] Organics capable of being hydrogenated (“HOC's”) are oxygen-containing hydrocarbons capable of being hydrogenated under process conditions to one or more products. HOC's include, but are not limited to, sugars and other ketones and aldehydes and hydroxyl-containing hydrocarbons such as alcohols, diols and itols.

[0036] The pH of an aqueous solution is determined at ambient pressure and temperature. In determining the pH of, for example the aqueous, hydrogenation medium or the product solution, the liquid is cooled and allowed to reside at ambient pressure and temperature for 2 hours before determination of the pH. Where the solution for which the pH measurement is sought contains less than about 50 mass percent water, water is added to the solution to provide greater than 50 mass percent water. For purposes of consistency, the dilution of solutions is to the same mass percent water.

[0037] pH control agents mean one or more of buffers and acids or bases.

[0038] The term raw material is used to indicate one or more reactant that are added to the reaction zone in the process and is not intended to reflect on purity or need for refining. The raw material can be a product from another chemical or biochemical process. Since reactants include intermediates, the term raw material thus facilitates understanding.

[0039] A reaction zone is the volume that contains the first and second catalyst and can be a single vessel or plural vessels, or reactors.

[0040] A reactor can be one or more vessels in series or in parallel and a vessel can contain one or more zones. A reactor can be of any suitable design for continuous operation including, but not limited to, tanks and pipe or tubular reactors and can have, if desired, fluid mixing capabilities. Types of reactors include, but are not limited to, laminar flow reactors, fixed bed reactors, slurry reactors, fluidized bed reactors, moving bed reactors, simulated moving bed reactors, trickle-bed reactors, bubble column and loop reactors.

Discussion

[0041] The processes for the conversion of carbohydrate that contains an aldohexose-yielding carbohydrate or ketose-yielding carbohydrate to at least one of ethylene glycol and propylene glycol (lower glycol) in a reaction zone are effected by subjecting the sugar to catalytic retro-aldol conditions to produce intermediate that is hydrogenated under catalytic hydrogenation conditions. See, for instance, U.S. published patent applications 2017/0349513 and 2018/0086681 and U.S. Pat. Nos. 9,399,610 and 9,783,472, all hereby incorporated by reference in their entireties.

[0042] The raw material comprises carbohydrate which is most often at least one of pentose and hexose or compounds that yield pentose or hexose. Examples of pentose and hexose include xylose, lyxose, ribose, arabinose, xylulose, ribulose, glucose, mannose, galactose, allose, altrose, idose, talose, and gulose fructose, psicose, sorbose, and tagatose. Most bio-sourced carbohydrate feedstocks yield glucose upon being hydrolyzed. Glucose precursors include, but are not limited to, maltose, trehalose, cellobiose, kojibiose, nigerose, nigerose, isomaltose, β,β-trehalose, α,β-trehalose, sophorose, laminaribiose, gentiobiose, and mannobiose. Carbohydrate polymers and oligomers such as hemicellulose, partially hydrolyzed forms of hemicellulose, disaccharides such as sucrose, lactulose, lactose, turanose, maltulose, palatinose, gentiobiulose, melibiose, and melibiulose, or combinations thereof may be used.

[0043] The carbohydrate feed can be solid or, preferably, in a liquid suspension or dissolved in a solvent such as water. Where the carbohydrate feed is in a non-aqueous environment, it is preferred that the carbohydrate is at least partially hydrated. Non-aqueous solvents include alkanols, diols and polyols, ethers, or other suitable carbon compounds of 1 to 6 carbon atoms. Solvents include mixed solvents, especially mixed solvents containing water and one of the aforementioned non-aqueous solvents. Certain mixed solvents can have higher concentrations of dissolved hydrogen under the conditions of the hydrogenation reaction and thus reduce the potential for hydrogen starvation. Preferred non-aqueous solvents are those that can be hydrogen donors such as isopropanol. Often these hydrogen donor solvents have the hydroxyl group converted to a carbonyl when donating a hydrogen atom, which carbonyl can be reduced under the conditions in the reaction zone. Most preferably, the carbohydrate feed is provided in an aqueous solution. In any event, the volume of feed and the volume of raw product withdrawn need to balance to provide for a continuous process.

[0044] Further considerations in providing the carbohydrate to the reaction zone are minimizing energy and capital costs. For instance, in steady state operation, the solvent contained in the feed exits the reaction zone with the raw products and needs to be separated in order to recover the sought glycol products.

[0045] Preferably, the feed is introduced into the reaction zone in a manner such undue concentrations of HOC's that can result in hydrogen starvation are avoided. With the use of a greater number of multiple locations for the supply of carbohydrate per unit volume of the reaction zone, the more concentrated the carbohydrate in the feed can be. In general, the mass ratio of water to carbohydrate in the carbohydrate feed is preferably in the range of 4:1 to 1:4. Aqueous solutions of 600 or more grams per liter of certain carbohydrates such as dextrose and sucrose are sometimes commercially available.

[0046] The carbohydrate contained in the carbohydrate feed is provided at a rate of at least 50 or 100, and preferably, from about 150 to 500 grams per liter of reactor volume per hour. Optionally, a separate reaction zone can be used that contains retro-aldol catalyst with an essential absence of hydrogenation catalyst.

[0047] In these processes, an liquid medium containing the carbohydrate is contacted with retro-aldol catalyst under retro-aldol reaction conditions. The contact may commence prior to or upon introducing the liquid medium into a hydrogenation catalyst-containing portion of the reaction zone. The preferred temperatures for retro-aldol reactions are typically from about 230° C. to 300° C., and more preferably from about 240° C. to 280° C., although retro-aldol reactions can occur at lower temperatures, e.g., as low as 90° C. or 150° C. The pressures (absolute) are typically in the range of about 15 to 200 bar (1500 to 20,000 kPa), say, from about 25 to 150 bar (2500 and 15000 kPa).

[0048] Retro-aldol reaction conditions include the presence of retro-aldol catalyst. A retro-aldol catalyst is a catalyst that catalyzes the retro-aldol reaction. Examples of compounds that can provide retro-aldol catalyst include, but are not limited to, heterogeneous and homogeneous catalysts, including catalyst supported on a carrier, comprising tungsten and its oxides, sulfates, phosphides, nitrides, carbides, halides, acids and the like. Tungsten carbide, soluble phosphotungstens, tungsten oxides supported on zirconia, alumina and alumina-silica are also included. Preferred catalysts are provided by soluble tungsten compounds and mixtures of tungsten compounds. Soluble tungstates include, but are not limited to, ammonium and alkali metal, e.g., sodium and potassium, paratungstate, partially neutralized tungstic acid, ammonium and alkali metal metatungstate and ammonium and alkali metal tungstate. Often the presence of ammonium cation results in the generation of amine by-products that are undesirable in the lower glycol product. Without wishing to be limited to theory, the species that exhibit the catalytic activity may or may not be the same as the soluble tungsten compounds introduced as a catalyst. Rather, a catalytically active species may be formed as a result of exposure to the retro-aldol reaction conditions. Tungsten-containing complexes are typically pH dependent. For instance, a solution containing sodium tungstate at a pH greater than 7 will generate sodium metatungstate when the pH is lowered. The form of the complexed tungstate anions is generally pH dependent. The rate that complexed anions formed from the condensation of tungstate anions are formed is influenced by the concentration of tungsten-containing anions. A preferred retro-aldol catalyst comprises ammonium or alkali metal tungstate that becomes partially neutralized with acid, preferably an organic acid of 1 to 6 carbons such as, but without limitation, formic acid, acetic acid, glycolic acid, and lactic acid. The partial neutralization is often from about 25 to 75%, i.e., on average from 25 to 75% of the cations of the tungstate become acid sites. The partial neutralization may occur prior to introducing the tungsten-containing compound into the reactor or with acid contained in the reactor.

[0049] The concentration of retro-aldol catalyst used may vary widely and will depend upon the activity of the catalyst and the other conditions of the retro-aldol reaction such as acidity, temperature and concentrations of carbohydrate. Typically, the retro-aldol catalyst is provided in an amount to provide from about 0.01 or 0.05 to 100, say, from about 0.02 or 0.1 to 50, grams of tungsten calculated as the elemental metal per liter of aqueous, hydrogenation medium. The retro-aldol catalyst can be added as a mixture with all or a portion of the carbohydrate feed or as a separate feed to the aqueous, hydrogenation medium or with recycling liquid medium or any combination thereof. In some instances, a homogeneous, tungsten-containing retro-aldol catalyst can deposit a tungsten-containing compound or complex on the hydrogenation catalyst and adversely affect the activity of the hydrogenation catalyst. A continuous or intermittent cycling of the amount of tungsten-containing catalyst can result in removal of at least a portion of the deposited tungsten compound or complex. The disclosed methods thus contemplate that the control of the absolute amount of catalytically active species and relative amounts of each of the first catalyst and second catalyst includes operations where the process objective is a rejuvenation of a catalyst. The disclosed methods also contemplate that the control of the absolute amount of catalytically active species and relative amounts of each of the first catalyst and second catalyst includes operations where the process objective is a reduction of the catalytic activity of one of the first or second catalysts. The reduction in the catalytic activity can be achieved by any suitable means, including, but not limited to, one or more of reducing the concentration of the catalyst in the liquid medium, selective poisoning of catalytically active species of the catalyst, and providing additives or modifiers that reduce catalytic activity without necessarily reducing catalytically active species.

[0050] Frequently the carbohydrate feed is subjected to retro-aldol conditions prior to being introduced into the aqueous, hydrogenation medium in the reaction zone containing hydrogenation catalyst. Preferably the introduction into the aqueous, hydrogenation medium occurs in less than one minute, and most often less than 10 seconds, from the commencement of subjecting the carbohydrate feed to the retro-aldol conditions. Some, or all of the retro-aldol reaction can occur in the reaction zone containing the hydrogenation catalyst. In any event, the most preferred processes where isomerization of glucose to fructose is undesirable, are those having a short duration of time between the retro-aldol conversion and hydrogenation.

[0051] The hydrogenation, that is, the addition of hydrogen atoms to an organic compound without cleaving carbon-to-carbon bonds, can be conducted at a temperature in the range of about 100° C. or 120° C. to 300° C. or more. Typically, the aqueous, hydrogenation medium is maintained at a temperature of at least about 230° C. until substantially all carbohydrate is reacted to have the carbohydrate carbon-carbon bonds broken by the retro-aldol reaction, thereby enhancing selectivity to ethylene and propylene glycol. Thereafter, if desired, the temperature of the aqueous, hydrogenation medium can be reduced. However, the hydrogenation proceeds rapidly at these higher temperatures. Thus, the temperatures for hydrogenation reactions are frequently from about 230° C. to 300° C., say, from 240° C. to 280° C. The pressures are typically in the range of about 15 to 200 bar, say, from about 25 to 150 bar. The hydrogenation reactions require the presence of hydrogen as well as hydrogenation catalyst. Hydrogen has low solubility in aqueous solutions. The concentration of hydrogen in the aqueous, hydrogenation medium is increased with increased partial pressure of hydrogen in the reaction zone. The pH of the aqueous, hydrogenation medium is often at least about 3, say, from about 3 or 3.5 to 8, and in some instances from about 3.2 or 4 to 7.5.

[0052] The hydrogenation is conducted in the presence of a hydrogenation catalyst. Frequently the hydrogenation catalyst is a heterogeneous catalyst. It can be deployed in any suitable manner, including, but not limited to, fixed bed, fluidized bed, trickle bed, moving bed, slurry bed, and structured bed. Nickel, ruthenium, palladium and platinum are among the more widely used reducing metal catalysts. However, many reducing catalysts will work in this application. The reducing catalyst can be chosen from a wide variety of supported transition metal catalysts. Nickel, Pt, Pd and ruthenium as the primary reducing metal components are well known for their ability to reduce carbonyls. One particularly favored catalyst for the reducing catalyst in this process is a supported, Ni—Re catalyst. A similar version of Ni/Re or Ni/Ir can be used with good selectivity for the conversion of the formed glycolaldehyde to ethylene glycol. Nickel-rhenium is a preferred reducing metal catalyst and may be supported on alumina, alumina-silica, silica or other supports. Supported Ni-Re catalysts with B as a promoter are useful. Generally, for slurry reactors, a supported hydrogenation catalyst is provided in an amount of less than 10, and sometimes less than about 5, say, about 0.1 or 0.5 to 3, grams per liter of nickel (calculated as elemental nickel) per liter of liquid medium in the reactor. As stated above, not all the nickel in the catalyst is in the zero-valence state, nor is all the nickel in the zero-valence state readily accessible by glycol aldehyde or hydrogen. Hence, for a particular hydrogenation catalyst, the optimal mass of nickel per liter of liquid medium will vary. For instance, Raney nickel catalysts would provide a much greater concentration of nickel per liter of liquid medium. Frequently in a slurry reactor, the hydrogenation catalyst is provided in an amount of at least about 5 or 10, and more often, from about 10 to 70 or 100, grams per liter of aqueous, hydrogenation medium and in a packed bed reactor the hydrogenation catalyst comprises about 20 to 80 volume percent of the reactor. In some instances, the weight hourly space velocity is from about 0.01 or 0.05 to 1 hr.sup.−1 based upon total carbohydrate in the feed. Preferably the residence time is sufficient that glycol aldehyde and glucose are less than 0.1 mass percent of the reaction product, and most preferably are less than 0.001 mass percent of the reaction product.

[0053] In the disclosed processes, the combination of reaction conditions (e.g., temperature, hydrogen partial pressure, concentration of catalysts, hydraulic distribution, and residence time) are sufficient to convert at least about 95, often at least about 98, mass percent and sometimes essentially all of the carbohydrate that yield aldose or ketose. It is well within the skill of the artisan having the benefit of the disclosure herein to determine the set or sets of conditions that will provide the sought conversion of the carbohydrate.

[0054] Optimizing the retro-aldol process to make ethylene glycol involves optimizing the retro-aldol conversion, which is primarily kinetic limited, and the hydrogenation reaction which is primarily mass transfer limited. Mass transfer limitations include the supply of hydrogen to the hydrogenation catalytic sites, and hydrogen starvation can occur where localized regions of high hydrogenation catalytic active exist. The hydrogen starvation can be caused by, by way of example and not in limitation, maldistribution of the hydrogenation catalyst within the reaction zone and localized regions of higher feed concentration in the reaction zone. Hydrogen starvation thus can result in the formation of organic acids, and organic acids can be a by-product in the withdrawn medium. For purposes of process control, pH determinations can often be used as a proxy for organic acid concentration. In some instances, reducing the rate of feed can attenuate the generation of acids; however, manipulation of one or both of the absolute amount and relative amounts of retro-aldol catalyst and hydrogenation catalyst may also be required.

[0055] The acetol or tracer is often used in connection with other parameter observations. Especially with acetol, which presages observable reductions in conversion and selectivity to ethylene glycol, a change can be used to trigger reviewing changes in other parameters to ascertain process changes to be made to prevent a significant disruption of the process, and preferably, avoid material losses of conversion and selectivity to ethylene glycol. In one embodiment, an increase in acetol triggers the addition of a tracer precursor to evaluate catalytic hydrogenation activity or triggers a removal of a portion of the hydrogenation catalyst for an ex-situ evaluation.

[0056] Frequently, an additional process parameter input for process control is the concentration in the withdrawn medium of at least one of itol and 1,2-butanediol. The itols contained in the withdrawn medium result from reactions with the carbohydrate feed. Glucose, for instance, can be hydrogenated to sorbitol. In the retro-aldol step, glucose can provide glycol aldehyde and erythrose and, if isomerized, threose. These four carbon sugars, when hydrogenated, produce erythritol and threitol. Glucose can also undergo isomerization to fructose, and fructose, when hydrogenated, go to mannitol and sorbitol. Also, fructose under retro-aldol conditions, goes to three carbon compounds and thus glycerol can be produced. Because of the genesis of the itols, insights into the process can be obtained from the type and the rate of production of the itols.

[0057] As a general matter, an increase in itol concentration, all other things remaining substantially constant, is indicative that the retro-aldol catalytic activity has suffered, and one example of a manipulative inputs would be an adjustment to at least one of (I) the absolute amount and relative amounts of each of the retro-aldol catalytic activity and hydrogenation catalytic by increasing the retro-aldol catalytic activity or decreasing the hydrogenation catalytic activity, and (II) reducing the rate of feed of the raw material to the reaction zone.

[0058] If 1,2-butanediol concentration is used as a process parameter input, the 1,2-butanediol can result from the reaction between two glycolaldehyde molecules or from the dehydration of a tetrose. In the former, the general rule is that an increase in the 1,2-butanediol concentration is reflecting a loss of hydrogenation catalyst activity in the reaction zone, all other things remaining substantially the same. In this case, an example of an adjustment of manipulative inputs would be to at least one of (I) the absolute amount and relative amounts of each of the retro-aldol catalyst and hydrogenation catalyst by increasing the catalyst activity of the hydrogenation catalyst or decreasing the catalyst activity of the retro-aldol catalyst, and (II) reducing the rate of feed of the raw material to the reaction zone. In the latter, the retro-aldol conversion activity is likely inadequate, and (I) increasing activity of the retro-aldol catalyst, and (II) at least one of reducing the rate of feed of the raw material and its concentration to the reaction zone, would be responsive actions. Thus, having another parameter to directionally indicate whether the change in concentration of 1,2-butanediol can be helpful. For example, if an increase in 1,2-butandiol is accompanied by an increase in glycerol, which is made from fructose, which is from the isomerization of glucose, would be indicative of a reduction in retro-aldol activity since the isomerization reaction is out pacing the retro-aldol conversions, all else remaining the same.

[0059] Acetol is usually present in the withdrawn medium in a very low concentration. It has been found, however, that an increase of acetol is a sensitive indicator of a decrease in activity of the hydrogenation catalyst, especially where the concentration of fructose has not substantially changed. An increase in acetol concentration, under these circumstances can be addressed by increasing the catalytic activity of the hydrogenation catalyst and/or reducing the rate of raw material feed or its concentration to the reaction zone. In some instances, the acetol concentration in the withdrawn medium is less than 0.15 mass percent, preferably less than 0.10 mass percent.

[0060] A tracer can be used similarly to acetol. Ketones such as methyl ethyl ketone are useful to provide tracers for the retro-aldol/hydrogenation process as the internal carbonyl is more resistant to hydrogenation than the carbonyl of an aldehyde. The extent of hydrogenation of the ketone is thus an indicator of the hydrogenation activity in the reaction zone. The concentration of the ketone can vary widely and will depend upon, for instance, the ability to analytically detect the concentration of a tracer in the withdrawn medium. Often the concentration of the tracer is in the range of between about 1 part per million to 1 percent, by mass based upon mass of the medium.

[0061] The control system and control system hardware used is not critical to the broad processes of this invention, and any suitable control system, including manual, can be used. Design space and model predictive control are well known and are multivariate and are preferred. The former is based upon models and manipulative inputs values are maintained to windows of acceptable operation. Where manipulative inputs are interrelated, the design space control systems can be designed with predictive models such that adjustments in one manipulative input coincide with adjustments in one or more other manipulative inputs. The later considers not only the instantaneous state of the process but also the future state of the process. The models can be developed on, for instance, a linear or quadratic models. These models can be derived from empirical data and the performance of the process with respect to process objectives. With respect to model predictive control, data from the process can be used to refine the future predictive aspect of the models. The control systems can be open loop or closed loop, and where closed loop, the loop can be the entire plant or a portion thereof.

[0062] Although the disclosure has been described with references to various embodiments, persons skilled in the art will recognized that changes may be made in form and detail without departing from the spirit and scope of this disclosure.