Patent Publication Number: US-2023147916-A1

Title: Foundry coke products, and associated systems, devices, and methods

Description:
CROSS-REFERENCE TO RELATED APPLICATIONS 
     This application claims priority to U.S. Provisional Patent Application No. 63/275,896, filed Nov. 4, 2021, the disclosure of which is incorporated herein by reference in its entirety. 
    
    
     TECHNICAL FIELD 
     This disclosure relates to foundry coke products, and associated systems, devices, and methods. 
     BACKGROUND 
     Coke can be divided into various subcategories. Foundry coke has a large size relative to blast coke and is of exceptional quality, including relatively low impurities, and relatively high carbon content, strength, and stability. Foundry coke is used in foundry cupolas to melt iron and produce cast iron and ductile iron products. However, the production cost, including the manufacturing cost, transportation cost, and environmental cost, for foundry coke is high. Therefore, there is a need in the art to improve the production process thereby to obtain high quality foundry coke at a higher yield or a lower cost. 
     Coke is a solid carbon fuel and carbon source produced from coal that is used in the production of steel. The coal can be obtained from a combination of different coal sources and often possess vastly different qualities and compositions. These resources can be used as fuel or feedstock for a diverse array of applications, such as steel production, cement production, and electricity generation. Furthermore, the diverse array of regulatory environments or economic incentives can further create additional requirements for the types of coal that a specific foundry, factory, or plant is permitted to use. 
    
    
     
       BRIEF DESCRIPTION OF THE DRAWINGS 
       Features, aspects, and advantages of the presently disclosed technology can be better understood with regard to the following drawings. 
         FIG.  1    shows an illustrative schematic system for obtaining coal parameters for multiple coal types and determining a coal blend formulation, in accordance with one or more embodiments of the present technology. 
         FIG.  2    depicts an isometric, partial cut-away view of a portion of a horizontal heat recovery coke plant, in accordance with one or more embodiments of the present technology. 
         FIG.  3    illustrates a coke particle configured to be heated in a foundry cupola, in accordance with one or more embodiments of the present technology. 
         FIG.  4    depicts an example foundry coke product and a table of foundry coke properties, in accordance with one or more embodiments of the present technology. 
         FIG.  5    is a chart indicating foundry coke product yield in accordance with one or more embodiments of the present technology. 
         FIG.  6    is a chart indicating particle size, in accordance with one or more embodiments of the present technology. 
         FIG.  7    is a chart indicating 4-inch drop shatter properties, in accordance with one or more embodiments of the present technology. 
         FIG.  8    is a chart indicating 6-inch drop shatter properties, in accordance with one or more embodiments of the present technology. 
         FIG.  9    is a chart indicating an ash mass fraction, in accordance with one or more embodiments of the present technology. 
         FIG.  10    is a chart indicating a moisture mass fraction, in accordance with one or more embodiments of the present technology. 
         FIG.  11    is a chart indicating a sulfur mass fraction, in accordance with one or more embodiments of the present technology. 
         FIG.  12    is a chart depicting SiO 2  mass fractions vs. Al 2 O 3  mass fractions in the ash of foundry coke products, in accordance with one or more embodiments of the present technology. 
         FIG.  13    is a chart depicting Fe 2 O 3  mass fractions vs. CaO mass fractions in the ash of foundry coke products, in accordance with one or more embodiments of the present technology. 
         FIG.  14    is a chart depicting Ash Softening Temperatures vs. Model Ash Fusion Temperatures of different batches of foundry coke products, in accordance with one or more embodiments of the present technology. 
         FIG.  15    is a chart depicting Ash Softening Temperatures vs. Ash Mass Fractions of different batches of foundry coke products, in accordance with one or more embodiments of the present technology. 
         FIG.  16    is a chart depicting Observed Ash Fusion Temperatures vs. Model Ash Fusion Temperatures of different batches of foundry coke products, in accordance with one or more embodiments of the present technology. 
     
    
    
     A person skilled in the relevant art will understand that the features shown in the drawings are for purposes of illustrations, and variations, including different or additional features and arrangements thereof, are possible. 
     DETAILED DESCRIPTION 
     I. OVERVIEW 
     Foundry coke is coke of a relatively large size, and of exceptional quality, such as very low content of impurities, and very high fixed carbon content, strength, and stability. Foundry coke is used in cupola furnaces to melt iron and recycled steel and as a carbon source to produce cast iron and ductile iron products. However, the production cost, including the manufacturing cost, transportation cost, and environmental cost, for foundry coke is high. Therefore, there is a need in the art to improve the production process thereby to obtain high quality foundry coke at a higher yield or a lower cost. Traditionally made coke typically has an ash fusion temperature (AFT) above 2650 degrees Fahrenheit (° F.). Due to this high temperature, the ash melts deeper in the cupola which reduces the available surface area for coke exposed to molten metal. As a result, less carbon is transferred to the iron. 
     The coke products disclosed herein for the present technology have an AFT lower than 2600° F. and therefore melt higher in the cupola, thereby increasing the amount of carbon surface exposed to the molten metal. Moreover, from a viscosity standpoint, a low AFT allows the melted ash to move through the carbon bed more quickly and results in a better phase separation in the well section of the cupola to allow more carbon and molten metal contact. As used herein, the term “molten metal” refers to molten iron, molten steel, or the final molten mixture of molten iron and molten steel. 
     An AFT can be obtained in various ways and can be separated into different types of AFTs. In some embodiments, an AFT can be measured from a sample of ash created by burning a coal, coal blend, or coke product to completion. The ash elemental analysis can be performed on each element, for example, individual silicon atoms create a signal in the analytical instrument. To obtain a mass percentage value used for model ash fusion calculation, some embodiments of the present technology can treat all elements as fully oxidized and determine a mass percentage is based oxidized forms. For example, some embodiments of the present technology can determine the SiO 2  mass but not the Si mass. In some embodiments, the mass percentages of SiO 2 , Al 2 O 3 , FeO 3 , CaO, other compounds, etc., can be normalized to sum up to 100%. 
     Alternatively or additionally, an AFT can be measured by an AFT test, such as a standard American Society for Testing and Materials (ASTM) method D1857. For example, some embodiments of the present technology can determine an initial deformation temperature (IDT), softening temperature (ST), hemispherical temperature (HT), and flow temperature (FT). These measured temperatures can have different values with respect to each other, and can be used to characterize a particular coal, coal blend, or coke product. Furthermore, as discussed elsewhere, the composition of the ash remaining from combustion of a coal or coal blend is considered to be the same as the ash remaining after combustion of a coke product produced from the coal or coal blend. Some embodiments can characterize a coal blend ash composition as the weighted average of the ash compositions of the coal components weighted by their respective mass fractions in the coal blend. 
     Further, traditional operation can also add CaCO 3 -containing rocks to the charge to use as a flux to remove ash. The CaCO 3  penetrates into the ash to lower the AFT, or the ash itself dissolves into the CaCO 3  containing rocks. Given the very low surface to volume ratio for the fluxing to occur, this is an inefficient way to introduce a fluxing agent. Based on the unexpected discovery of the impact of a low AFT on the desired carbon transfer disclosed herein, the coke can be “pre-fluxed” by selecting coals or coal blends having ashes that are proportionally higher in the low melting oxides, such as CaO, MgO, Fe 2 O 3 , Na 2 O, and K 2 O, than in the high melting oxides of Al 2 O 3  and SiO 2 . 
     In a foundry cupola, coke is used as a fuel and carbon source to produce cast iron. Coke provides four functions in the cupola: (1) providing heat from the combustion to melt the iron or steel; (2) supplying carbon to the iron; (3) providing structural support for the iron or steel burden; and (4) creating gas permeable layers that allow the gases to travel upward and spread to provide good contact with the iron or steel. 
     Some embodiments can perform operations described in this disclosure to produce coke products that permit a higher carbon transfer rate to the iron or steel during foundry operations, which can result in better cupola performance. Some embodiments can use one of various types of ovens to produce coke products, such as a heat recovery oven, a non-recovery oven, a Thompson oven, another type of horizontal oven, a vertical byproduct oven, etc. Some embodiments can produce coke products described in this disclosure using one or more operations described in U.S. patent application Ser. No. 17/736,960, titled “FOUNDRY COKE PRODUCTS, AND ASSOCIATED SYSTEMS AND METHODS,” the disclosure of which is incorporated by reference herein in its entirety. 
     II. COAL BLENDS FOR PRODUCING FOUNDRY COKE PRODUCTS, AND ASSOCIATED SYSTEMS AND METHODS 
     Some embodiments of the present technology can perform operations to increase the efficiency of coke product production operations in a manner that can reduce energy consumption and increase yield. These operations can include determining the composition of coal blends used to produce a coke product, where the composition of a coal blend can include coals from different coal sources. Some embodiments can select specific coals for their VM content, where VM content and distribution can determine affect coke product yield, coke product properties, etc. Some embodiments can further perform specific processes when producing a coke product with a coke oven, where such processes can include opening or closing valves of a coke oven to maintain certain temperature relationships within sections of the coke oven. These outputs can result in coking products that are unique in comparison to other coking products with respect to reactivity, size, or other properties. 
       FIG.  1    shows an illustrative system  100  for obtaining coal parameters for multiple coal types  112 - 116  (collectively referred to as “coals  110 ”) and determining a coal blend  140  formulation, in accordance with one or more embodiments. Various facilities and equipment can be used to blend the  110  coals from various sources to form the coal blend  140 . In some embodiments, not all of the coal types shown in  FIG.  1    are utilized to form the coal blend  140  (e.g., only type A coal  112  and type B coal  113  are used). Each of the coals  110  can be tested using a coal parameter measurement system  120  to determine coal parameters, such as a VM mass fraction, ash composition measurement, sulfur composition measurement, inert matter composition, etc. Some embodiments can also use other properties of the coal, such as a fluidity of tar in the coal, and AFT for the coal, vitrinite reflectance, etc., when selecting the type or amount of coals to use for a coal blend. Alternatively or additionally, some embodiments of the present technology can obtain coal parameters from a third-party data source (e.g., a database application program interface (API), or a user&#39;s manual input into an input device, such as a keyboard or touchscreen, etc.). 
     In some embodiments, the coal parameters can consider measurements of reactive components or subtypes of reactive components, such as vitrinite, liptinite, and reactive semifusinite. The coal parameters can also include measurements or select an amount of inert material to include into a coal blend, such as breeze, inert semifusinite, fusinite, macrinite, and mineral matter. In some embodiments, the inert content of a coal blend can be greater than or equal to 32.0%, or can be restricted to a particular range, such as between 28.0%-40.0%, or between 33.0%-35.0%. Some embodiments can determine the type and quantity of coals, breeze, and other components of a coal blend to satisfy a set of target coal blend parameters or corresponding target coke blend parameter, such as a target coal blend parameter, indicating a strong uniform coke. For example, some embodiments of the present technology can select the types of vitrinites that are present in a coal blend, where the types of vitrinite can include one or more of V9, V10, V11, V12, V13, V14, V15, V16, V17, V18, and V19. Furthermore, some embodiments of the present technology can produce coal blends having parameters described in U.S. patent application Ser. No. 17/736,960, titled “FOUNDRY COKE PRODUCTS, AND ASSOCIATED SYSTEMS AND METHODS”. 
     After obtaining coal parameters for the coals  110 , some embodiments of the present technology can determine combinations of coal types of the coals  110 . For example, a first combination of coal types can include 20% type A coal  112 , 30% type B coal  113 , 40% type C coal  114 , and 10% type D coal  115 . Some embodiments can represent each combination of coal types with a vector in an n-dimensional mixture space, where “n” can represent an integer equal to or less than the number of available coal types usable to generate a coal blend. For example, some embodiments of the present technology can represent the first combination with a vector [0.2, 0.3, 0.4, 0.1] to represent a mixture point, where the mixture point can indicate the proportional amount of each coal in the coal blend. Furthermore, some embodiments of the present technology can add additives to a coal blend. Such additives can include calcium oxide, limestone, a calcium-containing material, trona, soda ash, caustic soda, slag (e.g., low ash fusion slag, a basic oxygen furnace (BOF) slag, a cupola slag, etc.), iron, nickel, potassium, magnesium, sodium, calcium sulfate, rockwool, biochar, or biomass (e.g., a low-AFT biomass). Alternatively or additionally, some embodiments of the present technology can add mineral additives, such as dolomite, various other calcium-containing minerals, iron-containing minerals, magnesium-containing minerals, or sodium-containing minerals. Some embodiments can use metal oxides as additives to a coal blend, such as Al 2 O 3 , SiO 2 , Fe2O 3 , MgO, Na 2 O, or TiO, transition metal oxides, calcined minerals. Some embodiments can add metal halide additives, such as CaCl 2 , MgCl 2 , NaCl. Some embodiments can add metal sulfates additives to a coal blend, such as CaSO 4 . Some embodiments can add aluminum or silicon mineral additives to a coal blend, such as Quartz, Muscovite, or Feldspar. Some embodiments can add additives from industrial waste or recycling streams, such as blast furnace slag, foundry cupola slag, metal fines, wallboard waste, flue gas desulfurization plant gas byproduct (e.g., fly ash), coal burning plant fly ash, heat recovery steam generator wash mud, or unwashed coal. 
     Once an additive is added, the coal blend can have a calcium mass fraction, a lime mass fraction, a trona mass fraction, a soda ash mass fraction, a caustic soda mass fraction, a low ash fusion slag mass fraction, a BOF slag mass fraction, a cupola slag mass fraction, an iron mass fraction, a nickel mass fraction, a potassium mass fraction, a magnesium mass fraction, a sodium mass fraction, a calcium sulfate mass fraction, a rockwool mass fraction, a biochar mass fraction, a biochar mass fraction, a biomass mass fraction, or another additive mass fraction that is greater than 0% but less than a predetermined threshold. The threshold can vary based on particular embodiments, and can be configured such that the additive mass fraction is less than 10.0%, less than 5.0%, less than 3.0%, less than 1.0%, etc. By using a small amount of the additives, some embodiments of the present technology can significantly lower an ash fusion value or another property that increases the efficiency of a coke product. Alternatively or additionally, some embodiments of the present technology can include a greater amount of additives, where the coal blend can include more than 10.0% of an additive. For example, some embodiments of the present technology can use an additive having a calcium oxide mass fraction greater than 70.0%, where inclusion of the additive can raise a calcium oxide mass fraction of a coal blend to be greater than 10.0%. Unless otherwise indicated, an element mass fraction can refer to the element itself, compounds containing the element, or both. For example, a calcium mass fraction can refer to a mass fraction of only calcium in a material, a mass fraction of calcium oxide, or a mass fraction of another calcium-containing compound, or a combined mass fraction of any combinations thereof, etc. 
     In many cases, the VM of coal includes vitrinite, where vitrinite can be categorized based on its reflectance or other physical properties. Some systems can categorize vitrinite by vitrinite types V8 to V18, where different coals can include different distributions of vitrinite types. As used in this disclosure, a high volatility coal can be characterized by having a VM mass fraction that is greater than a VM mass fraction threshold, where different systems can define a high volatility coal using different threshold. For example, some embodiments of the present technology can characterize a high volatility coal as a coal having a VM mass fraction that is greater than or equal to 28.0%. Some embodiments can use other VM mass fraction thresholds to characterize a high volatility VM, such as 25.0%, 27.0%, 30.0%, 31.0%, or some other threshold greater than or equal to 25.0%. 
     As used in this disclosure, a low volatility coal can be characterized by having a VM mass fraction that is less than a VM mass fraction threshold, where different systems can define a low volatility coal using different thresholds. For example, some embodiments of the present technology can characterize a low volatility coal as a coal having a VM mass fraction that is less than or equal to 20.0%, though a different value other than 20% can be used, such as 14.0%, 15.0%, 17.0%, 21.0%, etc. Some embodiments of the present technology can use other VM mass fraction thresholds to characterize a high volatility VM as a VM greater than the mass fraction threshold. The mass fraction threshold can be equal to a value such as 14.0%, 15.0%, 21.0%, 22.0%, 23.0%, or some other threshold less than or equal to 25.0%. 
     Some embodiments of the present technology can characterize or partially characterize a low volatility coal with respect to a high volatility coal by using a pre-determined difference, where the pre-determined difference can include a value greater than 1.0%, such as 2.0%, 3.0%, 4.0%, 8.0%, or some other value. For example, some embodiments of the present technology can set the difference between a first threshold used as the threshold for a high volatility coal and a second threshold used as the threshold for a low volatility coal as being equal to 4.0%, where a selection of 30% as the first threshold can cause a system to automatically select 26% as the second threshold. Alternatively, some embodiments of the present technology can determine or permit an alternative value to be the second threshold, such as 21%. By setting the thresholds used to define a high volatility coal and a low volatility coal or defining a difference between the two thresholds, some embodiments of the present technology can also automatically define a middle volatility coal as those coals that are not high volatility coals or low volatility coals. 
     This disclosure refers to the AFT of coal blends or coke products. An AFT of a coke product can be determined in various ways, such as via experimental observation (observed AFT) or determined using an empirical model (model AFT). Unless otherwise specified, the term “ash fusion” can refer to either an empirical model for ash fusion or an observed ash fusion. As will be discussed elsewhere, an AFT can be less than or equal to 2600° F., less than or equal to 2450° F., less than or equal to 2400° F., less than or equal to 2350° F., less than or equal to 2300° F., less than or equal to 2250° F., less than or equal to 2200° F., less than or equal to 2150° F., less than or equal to 2100° F., less than or equal to 2050° F., less than or equal to 2000° F., less than or equal to 1950° F., less than or equal to 1900° F., less than or equal to 1850° F., or less than or equal to 1800° F. 
     In some embodiments, an empirical model of AFT can be determined from remaining compounds of an ash generated from combustion of a coke product. When the value of the AFT is constrained to a range, these empirical models can serve to form a composition boundary in a multi-dimensional composition parameter space. The composition parameters of the parameter space can represent amounts of an element or compound in a material or group of materials, where the amounts can include compound mass fractions of their corresponding compounds, volumetric fractions, etc. By using different empirical models or different ranges for an AFT, some embodiments constrain the ash of a coke product to different regions in a composition parameter space, which can then constrain the composition of the coke product itself. For example, empirical models for the ash fusion can be defined in Equations 1-3 below, where “AFT” can be a model ash fusion temperature in degrees Celsius (° C.), “SiO 2 _mass_fraction” can be a SiO 2  mass fraction of the ash of the coke product (“coke product ash”), “Al 2 O 3 _mass_fraction” is a Al 2 O 3  mass fraction of the coke product ash, “Fe 2 O 3 _mass_fraction” is a Fe 2 O 3  mass fraction of the coke product ash; “CaO_mass_fraction” is a CaO mass fraction of the coke product ash; “MgO_mass_fraction” is a MgO mass fraction of the coke product ash; and “K 2 O_mass_fraction” is a K 2 O mass fraction of the coke product ash: 
       AFT=19×(Al 2 O 3 _mass_fraction)+15×(SiO 2 _mass_fraction+TiO 2 _mass_fraction)+10×(CaO_mass_fraction+MgO_mass_fraction)+6×(Fe 2 O 3 _mass_fraction+Na 2 O_mass_fraction)   Equation 1
 
       AFT=19×(Al 2 O 3 _mass_fraction)+15×(SiO 2 _mass_fraction+TiO 2 _mass_fraction)+10×(CaO_mass_fraction+MgO_mass_fraction)+6×(Fe 2 O 3 _mass_fraction+Na 2 O_mass_fraction+K 2 O_mass_fraction)   Equation 2
 
       AFT=401.5+(26.3×SiO 2 _mass_fraction+40.7×Al 2 O 3 _mass_fraction)−11.0×Fe 2 O 3 _Mass_Fraction−7.9×CaO_mass_fraction−112×MgO_mass_fraction   Equation 3
 
     Some embodiments can apply different models based on different compositions. For example, based on a determination that an Al 2 O 3  and SiO 2  mass fraction in the ash composition of a coal blend is between 65% and 80%, some embodiments of the present technology can use Equation 3 to compute a model AFT, and use Equation 2 to compute the model AFT otherwise. Some embodiments can use different models for different optimization operations. For example, some embodiments of the present technology can use Equation 3 to optimize a coal blend selected for coke production to have a lower content of Al 2 O 3  and SiO 2  while having a greater content of Fe 2 O 3  and CaO. Furthermore, while some embodiments of the present technology can use a known model AFT, some embodiments of the present technology can use novel model AFT equations. For example, some embodiments of the present technology can use Equation 1 to determine an AFT, where Equation 1 can be found in Chapter 8 of  Cupola Handbook,  6th ed., ©1999, American Foundrymen&#39;s Society, Inc., which is incorporated by reference herein, some embodiments of the present technology can use other AFT models, such as those described by Equation 2 or Equation 3. Various other limitations on the mass fractions of components of a coal blend can be imposed. For example, some embodiments of the present technology can produce a coal blend having an alumina Al 2 O 3  content of ash of a coal blend as being less than 10.0%, less than 7.0%, less than 6.0%, less than 5.0%, etc. 
     By constraining an AFT to a specific boundary, some embodiments of the present technology can restrict the composition of an ash. In some embodiments, the specific boundary can encompass a temperature region such as 982° C. (1800° F.) to 1204° C. (2200° F.), 1204° C. (2200° F.) to 1426° C. (2600° F.), or 982° C. to 1426° C. If the ash is an ash product generated by combusting a coke product, restrictions on the composition of the ash results in a constraint on the coke product of the coke product itself. For example, some embodiments of the present technology can generate a coke product having certain amounts of Al, Si, Ti, Ca, Mg, Fe, Na, or K such that combustion of the coke product results in an ash having the composition that satisfies Equation 2. Various composition boundaries on a coke product ash can be used. For example, some embodiments of the present technology can generate a coke product such that a model AFT of the coke product as determined by Equation 3 is within an AFT boundary. For example, the AFT boundary can be a temperature range between 1260° C. (2300° F.) and 1427° C. (2600° F.), between 1260° C. and 1371° C. (2500° F.), between 1260° C. and 1316° C. (2400° F.), or between 1260° C. and 1427° C. In some embodiments, a lower bound on the temperature can be a different value, such as 982° C. (1800° F.) or a value less than 1288° C., such as 816° C. (1500° F.), 649° C. (1200° F.), or some other value less than 1288° C. 
     Furthermore, some embodiments of the present technology can constrain an AFT to be approximately a target value, wherein a parameter is approximately a target value if the parameter is within 10% of the absolute value of the target value. For example, some embodiments of the present technology can constrain an AFT to be approximately 982° C. (1800° F.), 1204° C. (2200° F.), 1260° C. (2300° F.), 1288° C. (2350° F.), 1316° C. (2400° F.), 1343° C. (2450° F.), 1371° C. (2500° F.), 1399° C. (2550° F.), or 1427° C. (2600° F.). 
     In some embodiments, a coal blend formulation can include specific properties, such as an ash fusion value less than or equal to 2400° F., which is equivalent to being less than 1316° C. Some embodiments can recommend or produce a coal blend that contains low-VM mass fraction coals and high-VM mass fraction coals without necessarily including middle-VM mass fraction coals. For example, a coal blend can have a bimodal profile of high-VM and low-VM coals within the coal blend. In such a bimodal profile, the coals of a coal blend can include only first and second sets of coals, where a first set of coals of the coal blend can include only high-VM coals having a VM mass fraction greater than 30.0%, and a second set of coals of the coal blend can include only low-VM coals having a VM mass fraction less than 22.0%. 
     Some embodiments can map the mixture point to a corresponding coal parameter point in a coal parameter space (“coal parameter point”), where each dimension in the coal parameter space can represent a coal parameter. In some embodiments, a dimension of a coal parameter point can be determined as a linear combination of the coals  110  weighted by the values of the corresponding mixture point. For example, a coal blend can include a two-coal-type mixture that includes 50% type A coal  112  and 50% type B coal  113 . If the type A coal  112  has a VM mass percentage equal to 15% and the type B coal has a VM mass percentage equal to 25%, the VM mass percentage of the coal blend can be equal to the mean average of the two VM mass percentages, 20%. 
     Some embodiments can obtain a set of target coal parameters, where a target coal parameter can be provided as a default value, provided by manual data entry, obtained from a third-party data store, provided via an electronic message, etc. For example, the target coal parameter can include a coke reactivity index (CRI) or a coke strength after reaction (CSR) value. In some embodiments, the CRI or CSR can be manually entered by a user, obtained from a database, received via an API, etc. Some embodiments can use a model based on a set of coal parameters to determine a corresponding set of coke parameters. The model can include a statistical model, a semi-empirical analytical model, a neural network model, a physical simulation model, etc. As described elsewhere in this disclosure, some embodiments of the present technology can use a model that accounts for non-linear relationships between coal parameters and coke parameters. For example, some embodiments of the present technology can use a neural network, such as feed forward neural network, to predict a set of coke parameters. 
     In some embodiments, the neural network can be trained with past data. For example, some embodiments of the present technology can train a neural network based on past blends and outcomes of the blends where the outcomes can include coke properties such as a CSR, a percentage weight loss, a CRI, or another coke parameter that is non-linear with respect to a related coal parameter. Alternatively, or additionally, some embodiments of the present technology can use an analytical physics-based model or semi-analytical model to predict a coke parameter. The use of a neural network, or other non-linear methods to predict coke parameters based on coal parameters can be advantageous due to non-linear effects associated between coal parameters and coke parameters. Furthermore, some embodiments of the present technology can provide additional inputs to the neural network model, such as a breeze parameter, an amount of breeze used, etc. 
     Some embodiments can adapt to changes in the availability of different coal types. For example, a source mine for type A coal  112  can be shut down, a transportation line carrying type A coal  112  can be significantly delayed, a regulatory environment can make the use of certain coals infeasible for use, etc. In response to a determination that a coal type used in a coal blend is unavailable or expected to become unavailable, some embodiments of the present technology can generate an alternative coal blend formulation that maps to a position in a coal parameter space that is within a distance threshold of a first point in the coal parameter space. For example, some embodiments of the present technology can originally use a first coal blend that is 20% type A coal by weight, where the first coal blend maps to a first point in a coal parameter space that includes a VM mass ratio of 25%, a sulfur mass ratio of 0.4%, and ash mass ratio of 6%, etc. After receiving a message indicating that type A coal is restricted to 5% (e.g., as a result of an inventory drop), some embodiments of the present technology can perform a set of operations to determine one or more additional combinations that satisfy the coal type use restrictions and the coal parameter space. In cases where the first coal parameter point is not achievable while constrained by coal type availability, some embodiments of the present technology can determine an alternative coal blend formulation that maps to a coal parameter point that is within a coal parameter space distance threshold of the first coal parameter point. 
     Some embodiments can use the mixture point to determine mixture of coals to add and process for the coal blend  140 . For example, some embodiments of the present technology can use operations described in this disclosure to determine a mixture point indicating a coal mixture that includes 20% type A coal  112 , 30% type B coal  113 , 40% type C coal  114 , and 10% type D coal  115  and combine coal in these respective proportions into the coal blend  140 . Some embodiments can then provide the mixed coal into a coke oven  150 , where some embodiments of the present technology can add coke breeze  111  to the coke oven  150  to create a coke product having coke properties similar to or the same as a set of target coke properties. 
       FIG.  2    depicts an isometric, partial cut-away view of a portion of a horizontal heat recovery coke plant, in accordance with one or more embodiments of the present technology. An oven  200  of the coke plant can include various ducts, chambers, valves, sensors, or other components described in U.S. patent application Ser. No. 17/736,960, titled “FOUNDRY COKE PRODUCTS, AND ASSOCIATED SYSTEMS AND METHODS.” For example, the oven  200  can include an open cavity defined by an oven floor  202 , a pusher side oven door  204 , a coke side oven door  206  opposite the pusher side oven door  204 , opposite sidewalls  208  that extend upwardly from the oven floor  202  and between the pusher side oven door  204  and coke side oven door  206 , and an oven crown  210 , which forms a top surface of the open cavity of an oven chamber  212 . Furthermore, the oven  200  can include a set of crown air inlets  214  that allows primary combustion air into the oven chamber  212 . In some embodiments, the set of crown air inlets  214  can penetrate the oven crown  210  and permit open fluid communication between the oven chamber  212  and the environment outside the oven  200 . In some embodiments, air flow through air inlets or air ducts (e.g., an uptake duct) can be controlled by dampers, which can be configured at any of a number of states between a fully open state and a fully closed state to vary an amount of air flow. For example, the crown air inlets  214  can include a damper that can be configured into different states to permit air flow into the oven crown  210 , such as a crown inlet air damper  216 , that operate in a similar manner. While embodiments of the present technology can use crown air inlets  214 , exclusively, to provide primary combustion air into the oven chamber  212 , other types of air inlets, such as the door air inlets, can be used in particular embodiments without departing from aspects of the present technology. 
     As discussed above, control of the draft in the oven  200  or other operations in the oven  200  can be implemented by control systems using operations described in U.S. application Ser. No. 17/736,960, titled “FOUNDRY COKE PRODUCTS, AND ASSOCIATED SYSTEMS AND METHODS.” Such operations can include operations of a coking cycle, which can include charging a coal blend into the oven  200 , controlling the uptake damper  236  to be configured at any one of a number of states between fully open and fully closed, etc. Upon completion of the coking cycle, some embodiments of the present technology can coke out a coal blend to produce a coke product useful for producing steel with a cupola furnace. In some embodiments, foundry coke products may be used in a cupola furnace using operations described in U.S. patent application Ser. No. 18/052,739, titled “FOUNDRY COKE PRODUCTS AND ASSOCIATED SYSTEMS AND PROCESSING METHODS VIA CUPOLAS”, the disclosure of which is incorporated herein by reference in its entirety. In some embodiments, the coke product can be removed from the oven  200  through the coke side oven door  206  with a pusher ram or another mechanical extraction system. In some embodiments, the coke can be quenched (e.g., wet or dry quenched) and sized before delivery to a user. 
     III. FOUNDRY COKE PRODUCTS, AND ASSOCIATED SYSTEMS, DEVICES, AND METHODS 
     illustrates a coke particle configured to be heated in a foundry cupola, in accordance with one or more embodiments of the present technology. As shown in  FIG.  3   , C(b)=carbon bulk, S(b)=sulfur bulk, Ash (b)=ash in bulk, C(s)=surface carbon, S(s)=surface sulfur, Ash(s)=surface ash (which builds up from the shrinking core), Fe(s)=surface Fe, C*(s)=active carbon surface, FeC, S*(s)=active sulfur surface, FeS, C(l)=carbon in liquid, and S(l)=sulfur in liquid. The coke particle  300  includes a core  305  that shrinks due to carbon dissolution in a cupola, where the coke particle  300  can be surrounded by a bulk liquid  320 . As the core  305  of the coke particle  300  shrinks, e.g., due to oxidation and/or combustion of the carbon of the coke particle  300 , diffusion layers comprising ash and iron that are radially outward of the core  305  begin to form. For example, the coke particle  300  can include a first or ash diffusion layer  310  (“first diffusion layer  310 ”) comprising ash that is radially outward of the core  305  and at least partially surrounds the core  305 , and a second or iron diffusion layer  315  (“second diffusion layer  315 ”) that is radially outward of the core  305  and first diffusion layer  310  and at least partially surrounds the first diffusion layer  310 . 
     The first diffusion layer  310  layer can be solid or liquid, and can effectively block the coke surface, or lower the mass transfer area across the coke surface into the surrounding liquid metal. Additionally or alternatively, the first diffusion layer  310  enables oxidation and/or combustion of the carbon of the coke particle to be time and/or temperature delayed, such that the coke does not produce carbon monoxide in the drying region and instead is oxidized and combusted in the reaction region of the cupola. The first diffusion layer  310  comprising ash is formed in part due to the ash fusion temperature of the coke product, which is directly correlated to the composition of the coke particle  300 . As described elsewhere herein, the ash fusion temperature of the coke is lower than traditional coke products, and can no more than 2650° F., 2600° F., 2550° F., 2500° F., 2450° F., 2400° F., 2350° F., 2300° F., 2250° F., 2200° F., 2150° F., 2100° F., 2050° F., 2000° F., 1950° F., 1900° F., 1850° F., or within a range of 1800-2600° F., 1800-2500° F., 1900-1300° F., or 2000-2200° F. This relatively low ash fusion temperature can enable formation of the diffusion ash layer, e.g., in the drying region of the cupola, that prevents cooking of the coke, or more particularly the core  305 , prior to the reaction region. Additionally or alternatively, this relatively low ash fusion temperature can optimize contact time between the coke  300  and the metal within the cupola once the metal melts and becomes molten at the reaction region of the cupola. As a result, more carbon can be transferred from the coke  300  to the metal. This is in contrast to conventional coke products, which can have a higher ash fusion temperature that results in ash being formed deeper (i.e., downstream) of the reaction region and thus limits the contact time between the coke and the molten metal, thereby resulting in relatively less carbon transfer. 
     The second diffusion layer  315  is formed as the coke particle  300  is heated within the cupola and the coke core  305  shrinks. The second diffusion layer can further limit cooking of the coke within the drying region and/or help ensure the vast majority of combustion and oxidation of the coke does not occur until the coke  300  reaches the reaction region. Additionally or alternatively, carbon and sulfur may compete with one another to pass through the second diffusion layer  315 . That is, the presence of sulfur can undesirably decrease the transfer rate of carbon from and out of the coke  300 . In some embodiments, the coke can be pre-fluxed and/or include (e.g., doped with) an additive (e.g., calcium, iron, calcium oxide, magnesium oxide, iron oxide, sodium oxide, and potassium oxide, and/or other oxides having a relatively low melting point) that acts as a catalytic material. As an example, sodium can act as a pre-fluxing agent, and iron can act as a pre-fluxing and catalytic agent. The catalytic material can trap sulfur and therein be utilized to flux the sulfur out of the coke. In some embodiments, the pre-fluxed coke is a result of selecting coals to produce the coke that have ash materials proportionally higher in the oxides described above. This is in contrast to coke products that may add calcium oxide or calcium carbonate particles/rocks as a flux to remove ash, as such methods are inefficient due to the very low surface to volume ratio for the fluxing to actually occur. Additionally, the pre-fluxed coke and/or catalytic agents can promote the carbon deposition via the Boudouard reaction, thereby generating more heat and increasing the amount of carbon that is present within the reaction region (e.g., the combustion zone) of the cupola. Without being bound by theory, the pre-fluxing agents can alter the liquidus temperature of the slag (e.g., slag  116 ;  FIG.  1   ) or, more particularly, can alter the liquidus temperature of the ash at the surface or interior of the coke that is blended into the bulk slag. 
     Improved coke chemistry aims at increasing carbon dissolution from the coke particle  300  into the metal (i.e., the iron or steel) within the cupola. In operation, as carbon dissolves into the bulk liquid iron within the cupola, the coke core  305  shrinks and the ash and impurities are built up at the surface. Additionally, carbon and sulfur both dissociate from the surface, which can be aided by catalytic activity of Fe, Ni and other metals. A lower ash melting temperature, represented by an ash fusion temperature (as described elsewhere herein), allows improved ash removal by faster conversion of ash into a liquid phase and reduces ash resistance. Carbon and sulfur diffuse through the thin iron diffusion layer. Additionally, carbon and sulfur are competitive and resistant to dissolving or transferring of each other. As such, a low sulfur content of the coke improves carbon transfer. In addition, coke products having a high coke reactivity index (CRI) or a low coke strength after reaction (CSR) (as described elsewhere herein) allows more reactive carbon forms to dissociate from the surface thereby increasing the carbon dissolution rate. 
     Various metals added to a foundry coke product produced from a coal blend via ash in the coal blend or otherwise introduced into the foundry coke product can provide catalytic functions that increases a carbon dissolution rate. In some embodiments, a multi-oxidation state element (e.g., a metal) may change oxidation states in a coke product to provide catalytic activity. For example, a coke product may include sodium, which may transition from an unoxidized state Na into a first ionic oxidation state Na + . Alternatively, or additionally, a coke product may include iron, which may transition from an unoxidized state Fe into the oxidized states Fe 2+  or Fe 3+ . Furthermore, the coke product may include the multi-oxidation state elements in an oxidized form. For example, the coke product may include Na +  in the form of a salt or Fe 3+  in the form of Fe 2 O 3 . The coke product may also include other types of metals, such as nickel, copper, etc. The catalytic material embedded in the coke product increases carbon dissolution during steel production because at least some of the catalytic material will remain in contact with the interface between the coke product and a liquid iron bath during steel production. 
       FIG.  4    depicts an example foundry coke product and a table of foundry coke properties, in accordance with one or more embodiments of the present technology. Some embodiments can use a coke oven, such as the oven  200  of  FIG.  2   , to produce a foundry coke product  400 . In some embodiments, the foundry coke product  400  may be generally oblong shaped and can have different or similar dimensions along a first length  412 , a second length  414 , or a third length  416 . For example, the first length  412  can be greater than 6.0 inches (e.g., 9.0 inches), the second length can be greater than 2.5 inches (e.g. 4.0 inches), and the third length can be greater than 2.5 inches (e.g., 4.0 inches). In some embodiments, one or more lengths of the shape of the foundry coke product  400  can be limited to a maximum value. For example, the first length  412  can be between 6.0 inches and 12.0 inches. 
     Due to variations in the specific shape of foundry coke products, a foundry coke product can be characterized by a range of hydraulic diameters. For example, the foundry coke product  400  can have a hydraulic diameter that is greater than or equal to 1.0 inches, greater than or equal to 2.0 inches, or greater than or equal to 3.0 inches, etc. In some embodiments, the hydraulic diameter of a foundry coke product can be greater than an actual diameter of the foundry coke product due to the cross-sectional geometry of the foundry coke product. 
     The table  450  includes a set of attributes of the foundry coke product  400 . The attributes of foundry coke products shown in the table  450  can characterize coke products produced by the operations described in this disclosure. Such attributes can be advantageous for foundry operations, such as having lower AFT values in comparison to conventional coke products. Such lower AFT values can be represented in various forms, such as the IDT or ST values. For example, sample “S4” shown in the table  450  has an ash fusion IDT equal to 2150° F. (1177° C.). Some embodiments can perform operations to reduce a low ash fusion to a coke product based on an AFT threshold or target ash fusion range. 
     In some embodiments, a target AFT value or AFT range can vary based on the type of ash fusion value being used. In some embodiments, a produced coke product can have an IDT that is between 2100° F. and 2400° F. Some embodiments can include stricter limits on coke products. For example, some embodiments of the present technology can include a coke product having an IDT that is between 2100° F. (1149° C.) and 2250° F. (1232° C.). Some embodiments can change coal blends, soak times, or durations at different damper positions to satisfy a target IDT. For example, some embodiments of the present technology can select a coal blend or determine oven operations based on a target IDT value of approximately 2100° F., approximately 2150° F., approximately 2200° F., approximately 2250° F., approximately 2300° F., approximately 2350° F., or approximately 2400° F. In some embodiments, a soak time can be established as starting after a peak crown temperature or other peak temperature is reached. Alternatively, a soak time can be established as starting after a sole flue temperature or crown temperature begins decreasing without any gas flow. Furthermore, the soak time can be reduced due to the increased coking time of a pyrolysis duration, where the soak time can be less than 10.0 hours, less than 5.0 hours, or even less than 1.0 hour. Furthermore, some embodiments of the present technology can use various total cycle times, and can characterize an operation based on a ratio of a soak time to a pyrolysis duration, where the ration can be less than 33.0%, less than 15.0%, less than 5.0%, or less than some other threshold that is less than 50%. 
     Similarly, some embodiments of the present technology can produce coke products using operations described in this disclosure having an ST that is within a specified range, such as between 2150° F. and 2500° F. Some embodiments can implement operations that satisfy a stricter range for an ST, such as modifying operations to produce coke products having an ST between 2150° F. and 2300° F. Furthermore, some embodiments of the present technology can change coal blends, soak times, or durations at different damper positions to satisfy a target ST. For example, some embodiments of the present technology can select a coal blend or determine oven operations based on a target ST value of approximately 2100° F., approximately 2150° F., approximately 2200° F., approximately 2250° F., approximately 2300° F., approximately 2350° F., approximately 2400° F., approximately 2450° F., or approximately 2500° F. Furthermore, some embodiments of the present technology can set a target IDT value as a function of a target ST value. 
     Similarly, some embodiments of the present technology can produce coke products using operations described in this disclosure having an HT that is within a specified range, such as between 2200° F. and 2350° F. Some embodiments can implement operations that satisfy a stricter range for an HT, such as modifying operations to produce coke products having an HT between 2150° F. and 2300° F. Furthermore, some embodiments of the present technology can change coal blends, soak times, or durations at different damper positions to satisfy a target HT. For example, some embodiments of the present technology can select a coal blend or determine oven operations based on a target HT value of approximately 2200° F., approximately 2250° F., approximately 2300° F., approximately 2350° F., approximately 2400° F., approximately 2450° F., or approximately 2500° F. 
     Similarly, some embodiments of the present technology can produce coke products using operations described in this disclosure having an FT that is within a specified range, such as an FT between 2250° F. and 2600° F. Some embodiments can implement operations that satisfy a stricter range for an FT, such as modifying operations to produce coke products having an FT between 2250° F. and 2400° F. Furthermore, some embodiments of the present technology can change coal blends, soak times, or durations at different damper positions to satisfy a target FT. For example, some embodiments of the present technology can select a coal blend or determine oven operations based on a target FT value of approximately 2250° F., approximately 2300° F., approximately 2350° F., approximately 2400° F., approximately 2450° F., approximately 2500° F., approximately 2550° F., or approximately 2600° F. 
     Some embodiments can produce coke products that satisfy multiple target ranges for different types of AFT values. For example, some embodiments of the present technology can include a coke product having an IDT between 2100° F. and 2250° F., an ST between 2150° F. and 2300° F., an HT between 2200° F. and 2350° F., or an FT between 2250° F. and 2400° F. Alternatively, or additionally, various other combination of target ranges for a coke product are possible. For example, some embodiments of the present technology can include a coke product having an IDT between 2100° F. and 2250° F., an ST between 2150° F. and 2300° F., an HT between 2200° F. and 2350° F., and an FT between 2250° F. and 2400° F. 
     Some embodiments can generate coke products having AFTs that are within various composition boundaries to satisfy an AFT value. For example, some embodiments produce coke products having an AFT that is greater than 2300° F. or less than 2600° F. Some embodiments can include stricter tolerances for the production or selection of coke products for downstream use, such as being between 1800° F. and 2600° F., between 2200° F. and 2500° F., between 2300° F. and 2400° F., between 2400° F. and 2600° F., or between 2500° F. and 2600° F. 
     Some embodiments can use operations described in this disclosure to produce a coke product characterized by specific types of AFT values. For example, some embodiments of the present technology can produce a coke product having an AFT ST between 982° C. (1800° F.) and 1427° C. (2600° F.), 1177° C. (2150° F.) and 1371° C. (2500° F.) or a coke product having an AFT HT between 1204° C. (2200° F.) and 1371° C. (2500° F.), or an AFT flow temperature (FT) between 1232° C. (2250° F.) and 1371° C. (2500° F.). 
     As shown in the table  450 , the CRI value of the foundry coke products can be 36.5% or another value that is greater than 35%. Some embodiments can implement coke production operations that produce batches of foundry coke that satisfy one or more CRI thresholds. For example, some embodiments of the present technology can change durations between changes in damper configurations or select between different damper positions based on a CRI threshold. For example, some embodiments of the present technology can produce foundry having a CRI that is at least 25.0%, at least 30.0%, at least 35.0%, at least 40.0%, at least 45.0%, or another value that is at least 30.0%. Some embodiments can perform operations to select coke products that have CRI greater than a minimum CRI threshold for downstream use. In some embodiments, a CRI for a coke product may indicate a mass loss from a reaction, where a greater CRI for a coke product may indicate a greater efficiency or usefulness of the coke product. In some embodiments, the CRI may be computed using a model based on known properties of a coke product or the coal blend used to generate the coke product. Alternatively, or additionally, a CRI may be experimentally obtained as a measured weight loss using an established testing protocol. For example, some embodiments may use a CRI-measuring method such as the ASTM method D5341 to determine a CRI value. 
     As shown in the table  450 , the CSR value of the foundry coke products can be 26%, 15.6%, or another value that is greater than a CSR threshold such as 7.0%. Some embodiments can implement coke production operations that produce batches of foundry coke that satisfy one or more CSR thresholds. For example, some embodiments of the present technology can change durations between changes in damper configurations or select between different damper positions based on satisfying a target CSR threshold, such as a CSR threshold requiring that foundry coke have a CSR that is less than or equal to 40.0%, less than or equal to 35.0%, less than or equal to 30.0%, less than or equal to 25.0%, less than or equal to 20.0%, less than or equal to 15.0%, less than or equal to 10.0%, or less than or equal to 7.0%. 
     As shown in the table  450 , an SiO 2  composition in coke product ash can include 49.4%, 48.9%, 48.8%, 49.1%, or 46.0%. Other embodiments can include other SiO 2  mass fractions in ash, such as other values less than 70%, less than 50.0%, less than 45.0%, etc. In some embodiments, a mass fraction of approximately 50.0% SiO 2  in coke product ash can correspond with a low amount of SiO 2  in the coke product itself. 
     Furthermore, some embodiments of the present technology can generate coke products having a fixed carbon content (e.g., a fixed carbon mass fraction) that is greater than or equal to a fixed carbon threshold. For example, some embodiments of the present technology can produce foundry coke products having a fixed carbon mass fraction that is greater than 80.0%, 85.0%, 90.0%, 90.5%, 91.0%, or some other value. In some embodiments, the fixed carbon content can be a targeted range. For example, some embodiments of the present technology can perform a set of operations to generate coke products having a fixed carbon content that is less than or equal to 94.5% but greater than or equal to 85.0% (though other ranges of values as possible, such as between 94.5% and 85.0%. Various other target ranges are possible, such as coke products having a range between 90.0% and 95.0%, 85% and 99%, etc. 
     Furthermore, some embodiments of the present technology can generate coke products having an ash mass fraction within a targeted bounded or unbounded range. For example, some embodiments of the present technology can produce foundry coke products having an ash mass fraction that is greater than or equal to 1.0%, 5.0%, 8.0%, 9.0%, 10.0%, or a value greater than 10.0%. Furthermore, some embodiments of the present technology can include an upper bound to an ash mass fraction. For example, some embodiments of the present technology can produce foundry coke products having an ash mass fraction that is less than 1.0%, 5.0%, 9.0%, 10.0%, or a value greater than 10.0%. Some embodiments can combine these upper and lower limits of ash mass fractions such that a produced coke product has a range of 5.0% to 10.0%, 8.5% to 9.0%, 8.0% to 10.0%, 5.0% to 15.0%, etc. 
       FIG.  5    is a chart indicating foundry coke product yield in accordance with one or more embodiments of the present technology. As shown in the chart  500 , the foundry yield for different batches of coke products produced from a coal blend using operations described in this disclosure can vary. As shown by the range  502 , the yield can range between approximately 40% and 60% in some embodiments, where this yield can be a dry yield (i.e., the dry mass fraction of foundry coke product can be 40% or 60% of the dry mass fraction of the total population of coke products). As shown by the data point  553 , some embodiments perform operations that result in a yield that is approximately 57%, though the yield can be lower in other cases. For example, as shown by the data point  551 , the yield in some coke production operations can be lower, such as being as low as 41%. In many cases, some embodiments of the present technology can implement operations that satisfy a minimum yield threshold, such as operations that result in a yield that is at least 25%, at least 30%, at least 40%, at least 50%, at least 60%, etc. While some embodiments of the present technology can implement controller optimization operations to increase a yield, some embodiments of the present technology can permit a predicted yield to be less than an expected maximum yield in order to satisfy other target coke product parameters. 
       FIG.  6    is a chart indicating particle size, in accordance with one or more embodiments of the present technology. As shown in the chart  600 , the mean batch lengths in inches for different batches of coke products produced from a coal blend using operations described in this disclosure can vary. As shown by a range  602 , the coke product mean length can range between approximately 5.5 inches to approximately 7.5 inches in some embodiments. As shown by a data point  653 , some embodiments perform operations that result in a coke product mean length that is approximately 7.4 inches, though the coke product mean length can be lower in other cases. For example, as shown by a data point  651 , the coke product mean length in some coke production operations can be lower, such as being as low as 5.5 inches. In many cases, some embodiments of the present technology can implement operations that satisfy a minimum coke product mean length threshold, such as operations that result in a coke product mean length that is at least 2.5 inches, 4.0 inches, 5.0 inches, 6.0 inches, 7.0 inches, 8.0 inches, 9.0 inches, or some other length. In some embodiments, a larger coke product can result in more efficient foundry operations as a result. While some embodiments of the present technology can implement controller optimization operations to increase a coke product mean length, some embodiments of the present technology can permit a predicted coke product mean length to be less than an expected maximum coke product mean length in order to satisfy other target coke product parameters. 
       FIG.  7    is a chart indicating 4-inch drop shatter properties, in accordance with one or more embodiments of the present technology. As shown in the chart  700 , the 4-inch drop shatter survival rates for different batches of coke products produced from a coal blend using operations described in this disclosure can vary. As shown by a range  702 , the 4-inch drop shatter survival rate can range between approximately 80% to approximately 95% in some embodiments. As shown by a data point  753 , some embodiments perform operations that result in a 4-inch drop shatter survival rate that is approximately 93%, though the 4-inch drop shatter survival rate can be lower in other cases. For example, as shown by a data point  751 , the 4-inch drop shatter survival rate in some coke production operations can be lower, such as being as low as 81%. In many cases, some embodiments of the present technology can implement operations that satisfy a minimum 4-inch drop shatter survival rate threshold, such as operations that result in a 4-inch drop shatter survival rate that is at least 80%, at least 85%, at least 90%, or at least 95%, or at least some other 4-inch drop shatter threshold. In many cases, a greater drop shatter survival rate is useful for downstream foundry operations because more coke products survive transportation and downstream processing. 
       FIG.  8    is a chart indicating 6-inch drop shatter properties, in accordance with one or more embodiments of the present technology. As shown in the chart  800 , the 6-inch drop shatter survival rates for different batches of coke products produced from a coal blend using operations described in this disclosure can vary. As shown by a range  802 , the 6-inch drop shatter survival rate can range between approximately 30% to approximately 80% in some embodiments. As shown by a data point  853 , some embodiments perform operations that result in a 6-inch drop shatter survival rate that is approximately 80%, though the 6-inch drop shatter survival rate can be lower in other cases. For example, as shown by a data point  851 , the 6-inch drop shatter survival rate in some coke production operations can be lower, such as being as low as 30%. In many cases, some embodiments of the present technology can implement operations that satisfy a minimum 6-inch drop shatter survival rate threshold, such as operations that result in a 6-inch drop shatter survival rate that is at least 60%, at least 70%, at least 80%, or at least some other 6-inch drop shatter threshold, where the 6-inch drop shatter threshold can be less than a 4-inch drop shatter threshold. 
       FIG.  9    is a chart indicating an ash mass fraction, in accordance with one or more embodiments of the present technology. As shown in the chart  900 , the ash mass fractions for different batches of coke products produced from a coal blend using operations described in this disclosure can vary. As shown by a range  902 , the ash mass fraction can range between approximately 7% to approximately 10% in some embodiments. As shown by a data point  953 , some embodiments perform operations that result in an ash mass fraction that is approximately 9.7%, though the ash mass fraction can be lower in other cases. For example, as shown by a data point  954 , the ash mass fraction in some coke production operations can be 8.8%. Additionally, or alternatively, as shown by the data point  951 , the ash mass fraction in some coke production operations can be lower, such as being as low as 7.2%. 
     In some embodiments, an ash content of a coke product produced using operations described in this disclosure can be less than an ash mass fraction threshold, where the ash mass fraction threshold can be 10.0%, 9.0%, 8.5%, 8.0%, 7.5%, or another value less than 50.0%. In some embodiments, the ash mass fraction can be unconventionally high, such as greater than 10.0%. Alternatively, or additionally, some embodiments of the present technology can produce a coke product having an ash mass fraction threshold that satisfies an ash mass fraction threshold that is less than 10.0%, less than 9.0%, less than 8.5%, less than 8.0%, less than 7.5%, or less than 7.0%. Some embodiments can include ash within a range, such as between 5.5% and 7.0%, 6.0% and 6.5%, between 8.0% and 10.0%, or between some other values. Furthermore, some embodiments of the present technology can produce a set of coke products that satisfies a target mass fraction value. For example, some embodiments of the present technology can produce a coke product having an ash mass fraction that satisfies a target ash mass fraction, where the target ash mass fraction can be approximately 9.0%, approximately 8.5%, approximately 8.0%, approximately 7.5%, or approximately 7.0%. 
     In some embodiments, some embodiments of the present technology can implement operations that produce coke products which satisfies a minimum ash mass fraction threshold, such as coke products having an ash mass fraction that is at least 7.0%, at least 8.0%, at least 9.0%, or at least some other ash mass fraction. Furthermore, some embodiments of the present technology can determine coal blend formulations or perform coke oven operations that have an ash mass fraction that is within a pre-defined range, such as between 7.0% and 10.0%. 
       FIG.  10    is a chart  1000  indicating a moisture mass fraction, in accordance with one or more embodiments of the present technology. As shown in the chart  1000 , the coke product moisture mass fractions for different batches of coke products produced from a coal blend using operations described in this disclosure can vary. As shown by a range  1002 , the coke product moisture mass fractions can range between approximately 0% to approximately 15% in some embodiments. As shown by the data point  1053 , some embodiments perform operations that result in a coke product moisture mass fraction that is approximately 15%, though the coke product moisture mass fraction can be lower in other cases. Additionally, as shown by the data point  1051 , the coke product moisture mass fraction in some coke production operations can be lower, such as being as low as 0.5%. In many cases, some embodiments of the present technology can implement operations that satisfy a minimum coke product moisture mass fraction threshold, such as operations that result in a coke product moisture mass fraction that is at least 7.0%, at least 8.0%, at least 9.0%, or at least some other coke product moisture mass fraction. Furthermore, some embodiments of the present technology can determine coal blend formulations or perform coke oven operations that have a coke product moisture mass fraction that is within a pre-defined range, such as between 7.0% and 10.0%. Furthermore, some embodiments of the present technology can determine coal blend formulations or perform coke oven operations that have a coke product moisture mass fraction that is less than a pre-defined value, such as less than or equal to 10.0%, less or equal to 8.0%, less than or equal 7.0%, less than or equal to 5.0%, etc. 
       FIG.  11    is a chart  1100  indicating a sulfur mass fraction, in accordance with one or more embodiments of the present technology. As shown in the chart  1100 , the sulfur mass fractions for different batches of coke products produced from a coal blend using operations described in this disclosure can vary. As shown by a range  1102 , the sulfur mass fractions can range between approximately 0.60% to approximately 0.75% in some embodiments. As shown by a data point  1153 , some embodiments perform operations that result in a sulfur mass fraction that is approximately 0.73%, though the sulfur mass fraction can be lower in other cases. Additionally, as shown by the data point  1151 , the sulfur mass fraction in some coke production operations can be lower, such as being as low as 0.63%. 
     In some embodiments, the sulfur content of the coke product can be less than a sulfur mass fraction threshold. For example, the sulfur content of a coke product can be less than 1.0%, less than 0.9%, less than 0.8%, less than 0.7%, less than 0.6%, less than 0.5%, less than 0.3%, less than 0.2%, or less than 0.1%. Some embodiments determine the formulation of a coal blend, determine a soak time, or determine a damper control schedule to reduce the amount of sulfur in a coke product. Furthermore, a coke product can be produced based on a target sulfur content value, such as a target sulfur mass fraction of 0.65%. As described elsewhere, by reducing the sulfur content of coke products, some embodiments of the present technology can enhance the efficiency of foundry operations. 
       FIG.  12    is a chart  1200  depicting SiO2 mass fractions vs. Al2O3 mass fractions in the ash of foundry coke products, in accordance with one or more embodiments of the present technology. In some embodiments, a coke product can be characterized based on their mass fractions of SiO 2  and Al 2 O 3  or ratios of these mass fractions. As shown in the chart  1200 , different samples of coke ash can indicate different mass fractions or mass fraction ratios of SiO 2  and Al 2 O 3 . For example, the point  1250  indicates a sample having an SiO 2  mass fraction of approximately 48.0% and an Al 2 O 3  mass fraction of approximately 24.3%, which suggests that some ash of coke products can have a ratio of approximately 2:1 for a mass fraction ratio of SiO 2  to Al 2 O 3 . As indicated by the range  1201 , the SiO 2  mass fractions of different samples can range between 48.0% and 51.0% in some embodiments. Furthermore, as indicated by the range  1202 , the SiO 2  mass fractions of different samples can range between 24.3% and 28.4% in some embodiments. 
     Some embodiments can produce a coke product that minimizes the combination of Al 2 O 3  and SiO 2  or has a low amount of Al 2 O 3  and SiO 2 . For example, some embodiments of the present technology can perform operations that produce coke products such that the ash of the coke products have a combined Al 2 O 3  mass fraction and SiO 2  mass fraction of that is less than or equal to 65%. By reducing the amount of Al and Si in a coke product, some embodiments of the present technology can increase the efficiency of foundry operations by reducing their interference with carbon dissolution during foundry operations. 
     Some embodiments can produce a coke product or a coal blend used to produce the coal blend that satisfy other thresholds for Al 2 O 3  or SiO 2 . For example, some embodiments of the present technology can produce a coke product such that an Al 2 O 3  mass fraction of the ash of the coke product, or an ash of a coal blend used to create the coke product, is less than or approximately 30%, less than or approximately 25%, or less than or approximately 20%. Alternatively, or additionally, some embodiments of the present technology can produce a coke product such that an SiO 2  mass fraction of the ash of the coke product or an ash of a coal blend used to create the coke product is less than or approximately 50%, less than or approximately 45%, less than or approximately 40%, or less than or approximately 35%. 
     Alternatively or additionally, some embodiments of the present technology can produce a coke product such that a sum of a SiO 2  mass fraction and Al 2 O 3  mass fraction of an ash of the coke product or an ash of a coal blend used to create the coke product is less than or approximately 80%, less than or approximately 75%, less than or approximately 70%, less than or approximately 65%. 
       FIG.  13    is a chart  1300  depicting Fe2O3 mass fractions vs. CaO mass fractions in the ash of foundry coke products, in accordance with one or more embodiments of the present technology. In some embodiments, a coke product can be characterized based on their mass fractions of Fe 2 O 3  and CaO or ratios of these mass fractions. As shown in the chart  1300 , different data points representing coke ash samples can indicate different mass fractions and mass fraction ratios of Fe 2 O 3  and CaO. For example, the point  1351  indicates a sample having an Fe 2 O 3  mass fraction of approximately 12.1% and an CaO mass fraction of approximately 2.4%. Furthermore, the point  1352  indicates a sample having an Fe 2 O 3  mass fraction of approximately 15.0% and an CaO mass fraction of approximately 2.8%. Furthermore, the point  1352  indicates a sample having an Fe 2 O 3  mass fraction of approximately 12.0% and an CaO mass fraction of approximately 4.5%. Collectively, the points  1351  indicate that the mass fraction ratios of Fe 2 O 3  and CaO for some samples can range between being approximately 5:1 to approximately 5:2 in some embodiments. Furthermore, as indicated by the range  1301 , the Fe 2 O 3  mass fractions of different samples can range between 11.0% and 15.0% in some embodiments. Furthermore, as indicated by the range  1302 , the Fe 2 O 3  mass fractions of CaO can range between 2.5% and 4.5% in some embodiments. 
     Some embodiments can produce a coke product using operations to increase the amount of CaO in a coke product. For example, some embodiments of the present technology can perform operations that produce coke products such that the ash of the coke products have a CaO mass fraction that is greater than or equal to 3.0%. Alternatively, or additionally, other maximum CaO thresholds can be used. For example, some embodiments of the present technology can produce coke products such that the ash of the coke products have a CaO mass fraction that is greater than or equal to 10.0%, greater than or equal to 9.0%, greater than or equal to 8.0%, greater than or equal to 7.0%, greater than or equal to 6.0%, greater than or equal to 5.0%, greater than or equal to 4.0%, greater than or equal to 3.0%, greater than or equal to 2.0%, greater than or equal to 1.0%, etc. Some embodiments can create a coke product from a coal blend having a high content of CaO, where this content can be determined by an ash composition. Such a high content of CaO can increase a carbon dissolution rate of the coke product. 
       FIG.  14    is a chart  1400  depicting Ash Softening Temperatures vs. Model Ash Fusion Temperatures of different batches of foundry coke products, in accordance with one or more embodiments of the present technology. In some embodiments, a coke product can be characterized based on their ash ST values, model AFT values, or ratios of these two values. As shown in the chart  1400 , different samples of coke ash can have different ST and model AFT values. For example, the point  1451  indicates a sample having an ash ST value equal t24o approximately 2300° F. and a model AFT value equal to approximately 2450° F. Furthermore, the point  1452  indicates a sample having an ash ST value equal to approximately 2550° F. and a model AFT value equal to approximately 2580° F. Furthermore, as indicated by a range  1401 , the ash ST value of different samples can range between 2300° F. and 2600° F. in some embodiments. Furthermore, as indicated by a range  1402 , the model AFT values of some samples can range between 2450° F. and 2600° F. in some embodiments. 
       FIG.  15    is a chart  1500  depicting Ash Softening Temperatures vs. Ash Mass Fractions of different batches of foundry coke products, in accordance with one or more embodiments of the present technology. In some embodiments, a coke product can be characterized based on their ash mass fractions or observed ash ST values. As shown in the chart  1500 , different samples of coke ash can indicate different ash mass fractions and observed STs for the different ash samples. For example, the point  1551  indicates a sample having an ST value equal to approximately 2350° F. and an ash mass fraction of approximately 7.8%. Furthermore, the point  1352  indicates a sample having an ST value equal to approximately 2560° F. and an ash mass fraction of approximately 8.1%. Furthermore, the point  1353  indicates a sample having an ST value equal to approximately 2500° F. and an ash mass fraction of approximately 8.8%. Some embodiments can produce coke products having lower ash content and lower AFT than coke products using conventional coal blends or conventional operations. By reducing the ash of a coke product available to build up at a coke surface, some embodiments of the present technology can thus improve a carbon dissolution rate during a foundry operation. Similarly, by reducing an ash fusion temperature of a coke product, some embodiments of the present technology can improve an ash dissolution rate by reducing the temperature required to ash from a coke surface during a foundry operation. 
     In some embodiments, as indicated by the range  1501 , the ash content values of different samples can range between 2300° F. and 2560° F. Furthermore, as indicated by the range  1502 , the ash content can range between approximately 7.8% to 8.8%. As shown in the chart  1500 , some embodiments of the present technology can produce a coke product having an ash mass fraction that is less than 10.0%, less than 9.0%, or less than another maximum ash mass fraction threshold. Furthermore, some embodiments of the present technology can perform operations to maintain a minimum amount of ash product. For example, some embodiments of the present technology can implement coke oven operations to produce coke products having at least 1.0% ash, 5.0% ash, 7.0% ash, etc. 
       FIG.  16    is a chart  1600  depicting Observed Ash Fusion Temperatures vs. Model Ash Fusion Temperatures of different batches of foundry coke products, in accordance with one or more embodiments of the present technology. The chart  1600  includes a first range  1601 , which indicates the range of observed AFT values that range from approximately 1990° F. to approximately 2800° F. The chart  1600  includes a second range, which indicates the range of model AFT values that range between 1900° F. to 2750° F. As shown by the chart  1600 , coke products can show an approximate direct correlation between model AFT values and observed AFT values. 
     From the foregoing, it will be appreciated that, although specific embodiments of the technology have been described herein for purposes of illustration, various modifications can be made without deviating from the spirit and scope of the technology. Further, certain aspects of the new technology described in the context of particular embodiments can be combined or eliminated in other embodiments. Moreover, while advantages associated with certain embodiments of the technology have been described in the context of those embodiments, other embodiments can also exhibit such advantages, and not all embodiments need necessarily exhibit such advantages to fall within the scope of the technology. Accordingly, the disclosure and associated technology can encompass other embodiments not expressly shown or described herein. Thus, the disclosure is not limited except as by the appended claims. 
     IV. CONCLUSION 
     It will be apparent to those having skill in the art that changes can be made to the details of the above-described embodiments without departing from the underlying principles of the present disclosure. In some cases, well known structures and functions have not been shown or described in detail to avoid unnecessarily obscuring the description of the embodiments of the present technology. Although steps of methods can be presented herein in a particular order, alternative embodiments can perform the steps in a different order. Similarly, certain aspects of the present technology disclosed in the context of particular embodiments can be combined or eliminated in other embodiments. Furthermore, while advantages associated with certain embodiments of the present technology can have been disclosed in the context of those embodiments, other embodiments can also exhibit such advantages, and not all embodiments need necessarily exhibit such advantages or other advantages disclosed herein to fall within the scope of the technology. Accordingly, the disclosure and associated technology can encompass other embodiments not expressly shown or described herein, and the invention is not limited except as by the appended claims. 
     Reference herein to “one embodiment,” “an embodiment,” “some embodiments,” or similar formulations means that a particular feature, structure, operation, or characteristic described in connection with the embodiment can be included in at least one embodiment of the present technology. Thus, the appearances of such phrases or formulations herein are not necessarily all referring to the same embodiment. Furthermore, various particular features, structures, operations, or characteristics can be combined in any suitable manner in one or more embodiments. 
     Unless otherwise indicated, all numbers expressing weight percentages, concentrations, compositions, and other numerical values used in the specification and claims, are to be understood as being modified in all instances by the term “approximately.” Accordingly, unless indicated to the contrary, the numerical parameters set forth in the following specification and attached claims are approximations that can vary depending upon the desired properties sought to be obtained by the present technology. As used in this disclosure, unless otherwise disclosed, a value can be considered to be approximately a target value if a difference between the value and the target value is less than or equal to 10% of the target value. At the very least, and not as an attempt to limit the application of the doctrine of equivalents to the scope of the claims, each numerical parameter should at least be construed in light of the number of reported significant digits and by applying ordinary rounding techniques. Additionally, all ranges disclosed herein are to be understood to encompass any and all subranges subsumed therein. For example, a range of “1 to 10” includes any and all subranges between (and including) the minimum value of 1 and the maximum value of 10 (i.e., any and all subranges having a minimum value of equal to or greater than 1 and a maximum value of equal to or less than 10, e.g., 5.5 to 10). 
     Although the present invention has been described in detail for the purpose of illustration based on what is currently considered to be the most practical and preferred embodiments, it is to be understood that such detail is solely for that purpose and that the invention is not limited to the disclosed embodiments, but, on the contrary, is intended to cover modifications and equivalent arrangements that are within the scope of the appended claims. For example, it is to be understood that the present invention contemplates that, to the extent possible, one or more features of any embodiment can be combined with one or more features of any other embodiment. 
     As used throughout this application, the word “can” is used in a permissive sense (i.e., meaning having the potential to), rather than the mandatory sense (i.e., meaning must). The words “comprise,” “comprising,” “include,” “including,” “includes,” and the like mean including, but not limited to. As used throughout this application, the singular forms “a,” “an,” and “the” include plural referents unless the context clearly indicates otherwise. Thus, for example, reference to “an element” or “an element” includes a combination of two or more elements, notwithstanding use of other terms and phrases for one or more elements, such as “one or more.” 
     Various other aspects, features, and advantages will be apparent through the detailed description of this disclosure and the drawings attached hereto. It is also to be understood that the description of this disclosure are examples, and not restrictive of the scope of the invention. As used in the specification and in the claims, the singular forms of “a,” “an,” and “the” include plural referents unless the context clearly dictates otherwise. Additionally, as used in the specification, “a portion” refers to a part of, or the entirety (i.e., the entire portion), of a given item (e.g., data) unless the context clearly dictates otherwise. Furthermore, a “set” can refer to a singular form or a plural form, such that a “set of items” can refer to one item or a plurality of items. 
     The term “or” is non-exclusive (i.e., encompassing both “and” and “or”), unless the context clearly indicates otherwise. Terms describing conditional relationships (e.g., “in response to X, Y,” “upon X, Y,” “if X, Y,” “when X, Y,” and the like) encompass causal relationships in which the antecedent is a necessary causal condition, the antecedent is a sufficient causal condition, or the antecedent is a contributory causal condition of the consequent (e.g., “state X occurs upon condition Y obtaining” is generic to “X occurs solely upon Y” and “X occurs upon Y and Z”). Such conditional relationships are not limited to consequences that instantly follow the antecedent obtaining, as some consequences can be delayed, and in conditional statements, antecedents are connected to their consequents (e.g., the antecedent is relevant to the likelihood of the consequent occurring). Statements in which a plurality of attributes or functions are mapped to a plurality of objects (e.g., one or more processors performing steps/operations A, B, C, and D) encompass both all such attributes or functions being mapped to all such objects and subsets of the attributes or functions being mapped to subsets of the objects (e.g., both all processors each performing steps/operations A-D, and a case in which processor  1  performs step/operation A, processor  2  performs step/operation B and part of step/operation C, and processor  3  performs part of step/operation C and step/operation D), unless otherwise indicated. Further, unless otherwise indicated, statements that one value or action is “based on” another condition or value encompass both instances in which the condition or value is the sole factor and instances in which the condition or value is one factor among a plurality of factors. 
     Unless the context clearly indicates otherwise, statements that “each” instance of some collection have some property should not be read to exclude cases where some otherwise identical or similar members of a larger collection do not have the property (i.e., each does not necessarily mean each and every). Limitations as to sequence of recited steps should not be read into the claims unless explicitly specified (e.g., with explicit language like “after performing X, performing Y”), in contrast to statements that might be improperly argued to imply sequence limitations (e.g., “performing X on items, performing Y on the X&#39;ed items”) used for purposes of making claims more readable rather than specifying sequence. Statements referring to “at least Z of A, B, and C” and the like (e.g., “at least Z of A, B, or C”) refer to at least Z of the listed categories (A, B, and C) and do not require at least Z units in each category. Unless the context clearly indicates otherwise, it is appreciated that throughout this specification discussions utilizing terms such as “processing,” “computing,” “calculating,” “determining,” or the like refer to actions or processes of a specific apparatus, such as a special purpose computer or a similar special purpose electronic processing/computing device. 
     The present technology is illustrated, for example, according to various aspects described below as numbered embodiments (1, 2, 3, etc.) for convenience. These are provided as examples and do not limit the present technology. It is noted that any of the dependent embodiments can be combined in any combination, and placed into a respective independent embodiment.
         1. A coke product, comprising:   a Coke Reactivity Index (CRI) of at least 30%; and   an ash fusion temperature (AFT) no more than 1316° C.   2. A coke product, comprising:   an ash having a composition that satisfies the following equation:       

       Ash Fusion Temperature (AFT)=19×(Al 2 O 3 _mass_fraction)+15×(SiO 2 _mass_fraction+TiO 2 _mass_fraction)+10×(CaO_mass_fraction+MgO_mass_fraction)+6×(Fe 2 O 3 _mass_fraction+Na 2 O_mass_fraction),
             wherein:
               the AFT is a value between 1204° C. and 1426° C.;   the SiO 2 _mass_fraction is an SiO 2  mass fraction of the ash;   the Al 2 O 3 _mass_fraction is an Al 2 O 3  mass fraction of the ash;   the Fe2O 3 _mass_fraction is an Fe2O 3  mass fraction of the ash;   the CaO_mass_fraction is a CaO mass fraction of the ash; and   the MgO_mass_fraction is an MgO mass fraction of the ash.   
                   3. A coke product, comprising:   an ash having a composition that satisfies the following equation:       

       Ash Fusion Temperature (AFT)=19×(Al 2 O 3 _mass_fraction)+15×(SiO 2 _mass_fraction+TiO 2 _mass_fraction)+10×(CaO_mass_fraction+MgO_mass_fraction)+6×(Fe2O 3 _mass_fraction+Na 2 O_mass_fraction+K 2 O_mass_fraction),
             wherein:
               the AFT is a value between 982° C. ° C. and 1426° C.;   the SiO 2 _mass_fraction is an SiO 2  mass fraction of the ash;   the Al 2 O 3 _mass_fraction is an Al 2 O 3  mass fraction of the ash;   the Fe2O 3 _mass_fraction is an Fe2O 3  mass fraction of the ash;   the CaO_mass_fraction is a CaO mass fraction of the ash;   the MgO_mass_fraction is an MgO mass fraction of the ash; and the K 2 O_mass_fraction is an K 2 O mass fraction of the ash.   
                   4. A coke product, comprising:   an ash having a composition that satisfies the following equation:       

       Ash Fusion Temperature (AFT)=401.5+26.3×SiO 2 _mass_fraction+40.7×Al 2 O 3 _mass_fraction)−11.0×Fe2O 3 _Mass_Fraction−7.9×CaO_mass_fraction−112×MgO_mass_fraction),
             wherein:
               the AFT is a value between 982° C. and 1204° C.;   the SiO 2 _mass_fraction is an SiO 2  mass fraction of the ash;   the Al 2 O 3 _mass_fraction is an Al 2 O 3  mass fraction of the ash;   the Fe2O 3 _mass_fraction is an Fe2O 3  mass fraction of the ash;   the CaO_mass_fraction is a CaO mass fraction of the ash;   the MgO_mass_fraction is an MgO mass fraction of the ash.   
                   5. The coke product of any one of embodiments 1 to 4, wherein the AFT is approximately equal to at least one of 1204° C., 1260° C., 1288° C., 1316° C., 1343° C., 1371° C., 1399° C., or 1427° C.   6. The coke product of any one of embodiments 1 to 5, wherein the coke product has an initial deformation temperature between 1149° C. and 1316° C.   7. The coke product of any one of embodiments 1 to 6, wherein the coke product has a softening temperature between 1177° C. and 1371° C.   8. The coke product of any one of embodiments 1 to 7, wherein the coke product has a hemispherical temperature between 1204° C. and 1371° C.   9. The coke product of any one of embodiments 1 to 8, wherein the coke product has a fluid temperature between and 1232° C. and 1427° C.   10. The coke product of any one of embodiments 1 to 9, wherein a mass fraction of the ash of the coke product is no more than 10.0%.   11. The coke product of any one of embodiments 1 to 10, wherein a mass fraction of sulfur or sulfur oxide of the coke product is no more than 1.0%.   12. The coke product of any one of embodiments 1 to 11, wherein:   the coke product is produced from a coal blend comprising ash including Al 2 O 3  and SiO 2 ; and   a combined mass fraction of the Al 2 O 3  and SiO 2  of the ash is no more than 65%.   13. The coke product of any one of embodiments 1 to 12, wherein the AFT is approximately 1204° C.   14. The coke product of any one of embodiments 1 to 13, wherein:   the coke product is produced from a coal blend comprising ash including Al 2 O 3  and SiO 2 ; and   a combined mass fraction of the Al 2 O 3  and the SiO 2  of the ash is between 65% and 80%.   15. The coke product of any one of embodiments 1 to 14, wherein the AFT is between 1204° C. and 1260° C.   16. The coke product of any one of embodiments 1 to 15, wherein:   the coke product is made from a coal blend comprising ash including CaO; and   a CaO mass fraction of the ash is at least 2.0%.   17. The coke product of any one of embodiments 1 to 16, wherein the coke product has a coke reactivity index (CRI) of is at least 25.0%.   18. The coke product of any one of embodiments 1 to 17, wherein the coke product has a Coke Strength After Reaction (CSR) that is no more than 40.0%.   19. The coke product of any one of embodiments 1 to 18, wherein the coke product has a 2-inch drop shatter of at least 90%.   20. The coke product of any one of embodiments 1 to 19, wherein the coke product has a 4-inch drop shatter of at least 80%.   21. The coke product of any one of embodiments 1 to 20, wherein a mass fraction of the ash of the coke product is at least 8.0%.   22. The coke product of any one of embodiments 1 to 21, wherein a volatile matter mass fraction of the coke product is no more than 1.0%.   23. The coke product of any one of embodiments 1 to 22, wherein a fixed carbon content of the coke product is at least 94.5%.   24. The coke product of any one of embodiments 1 to 23, wherein a fixed carbon content of the coke product is at least 85.0%.   25. The coke product of any one of embodiments 1 to 24, wherein the coke product comprises at least Na +1 , Fe 2+ , or F 3+ .