Steel mill
A steel mill, also known as a steelworks or steel plant, is an industrial facility where steel—an alloy primarily of iron and a small amount of carbon—is produced by melting, refining, and shaping raw materials such as iron ore, coke, limestone, and scrap metal into molten steel and then into usable forms like billets, slabs, sheets, bars, and structural beams.[1][2] Steel mills operate through two principal production routes: the integrated route using blast furnaces and basic oxygen furnaces (BF-BOF), which processes iron ore into pig iron before converting it to steel and accounts for about 70% of global output; and the electric arc furnace (EAF) route, which melts recycled scrap steel using electric power and dominates mini-mills, comprising about 30%.[3] The process typically begins with ironmaking in a blast furnace, where iron ore is reduced with coke to produce molten pig iron, followed by steelmaking in a furnace to remove impurities and adjust composition, continuous casting into semi-finished shapes, and hot or cold rolling to final products.[3] These facilities are energy-intensive, requiring vast quantities of raw materials—iron ore, coal-derived coke, and alloys—and generate significant byproducts like slag and emissions, prompting ongoing innovations in efficiency and sustainability.[1] The steel industry, centered around these mills, is a cornerstone of global manufacturing, with crude steel production reaching 1,885 million tonnes in 2024, led by China at 1,005 million tonnes, followed by India (149 million tonnes) and Japan (84 million tonnes).[4] Steel mills support key sectors including construction, automotive, shipbuilding, and energy infrastructure, employing advanced technologies like automation and hydrogen-based reduction to reduce carbon footprints amid environmental pressures.[3] Historically, steel production traces back over 4,000 years to ancient smelting techniques in regions like India and the Middle East, but the modern steel mill revolutionized industry in the 19th century with Henry Bessemer's 1856 converter process enabling mass production, followed by the open-hearth method in 1865 and basic oxygen steelmaking in 1948.[5] The rise of electric arc furnaces in the 1960s shifted toward recycling, making steel mills more adaptable to circular economies while powering economic growth—U.S. mills alone produced half the world's steel in the late 1940s.[5] Today, over 70% of steel is used in applications that can be endlessly recycled, underscoring the material's enduring role in sustainable development.[5]Overview
Definition and Purpose
A steel mill is a complex industrial facility dedicated to the large-scale production of steel by converting raw materials such as iron ore, scrap metal, or other inputs into semi-finished products like billets, slabs, blooms, or sheets through various metallurgical processes.[6] These plants are energy-intensive operations that refine and shape steel to meet industrial specifications, serving as critical nodes in the global manufacturing supply chain.[7] The primary purpose of steel mills is to enable the mass production of steel for essential sectors including construction, automotive manufacturing, infrastructure development, and transportation, where steel's versatility supports everything from building frameworks to vehicle chassis.[8] Over time, steel mills have evolved from rudimentary ironworks in the 19th century, focused on basic smelting, to sophisticated high-tech facilities incorporating advanced automation and environmental controls to enhance efficiency and sustainability.[9] This evolution underscores their indispensable role in driving economic growth, as the steel industry contributes significantly to global GDP and employment, with direct and indirect jobs supporting millions worldwide.[10] At its core, steel is an alloy primarily composed of iron and carbon, with carbon content ranging from 0.02% to 2.1% by weight, which imparts desirable mechanical properties such as high tensile strength—often exceeding 400 MPa in common grades—and excellent ductility, allowing it to be formed without fracturing.[11][12] These attributes make steel a foundational material in modern society, underpinning urbanization and technological progress. In 2024, global crude steel production reached approximately 1.885 billion metric tons, highlighting the scale of demand and the steel mill's central position in meeting it.[13] Steel mills are broadly classified into integrated mills, which start from raw ores, and mini mills, which primarily recycle scrap, though both contribute to this vast output.[7]Classification of Steel Mills
Steel mills are primarily classified based on their energy sources, production capacity, and dependency on raw materials, which determine their operational models and environmental impacts. Integrated steel mills rely on coal-based blast furnaces and basic oxygen furnaces (BF-BOF) to process iron ore and coke into steel, enabling a full production cycle from raw materials to finished products. In contrast, mini mills utilize electric arc furnaces (EAF) powered by electricity to melt scrap metal or direct reduced iron (DRI), focusing on recycling and secondary production. These criteria highlight the shift toward more sustainable, flexible operations in mini mills compared to the resource-intensive nature of integrated facilities.[14] Production capacity further delineates the types, with integrated mills typically operating at scales exceeding 2 million metric tons per year to achieve economies of scale in primary steelmaking.[15] Mini mills, however, range from 0.5 to 2 million metric tons annually, allowing for decentralized and modular setups that require lower initial capital investment.[16] Raw material dependency underscores this divide: integrated mills demand iron ore, coal, and limestone for on-site reduction, while mini mills depend on abundant scrap supplies, making them vulnerable to recycling market fluctuations.[17] Hybrid and emerging configurations bridge these categories, incorporating technologies like continuous casting for efficient semi-finished product formation, which is now standard in over 90% of global steel production to reduce energy use and waste.[18] Direct reduced iron (DRI) facilities serve as key feeders to mini mills, producing iron from natural gas or hydrogen reduction of ore pellets without coke, enhancing EAF feedstock quality and reducing emissions in hybrid EAF-DRI operations. Globally, integrated mills account for approximately 71% of crude steel production through BF-BOF routes, dominating in resource-rich regions like China and India where iron ore and coal are plentiful.[18] Mini mills, via EAF processes, contribute about 29%, but hold over 70% of production share in the United States, driven by scrap availability and regulatory pressures for lower-carbon steelmaking.[18][19] This distribution reflects a transition toward EAF dominance in developed markets, while integrated mills sustain high-volume output in emerging economies.[18]History
Early Developments
The production of iron and early forms of steel began in ancient times through rudimentary smelting techniques. In regions such as Anatolia and India around 2000 BCE, iron ore was processed in bloomeries—simple furnaces that heated ore with charcoal to produce wrought iron, a malleable but impure form of the metal directly from the ore without melting it into liquid form.[20][21] Early steel, which combined iron with carbon for greater hardness, emerged via carburization processes akin to cementation, where iron was heated in contact with carbon-rich materials like charcoal in sealed vessels; evidence of such techniques dates to ancient Anatolia around 2000 BCE and India around 300 BCE, yielding high-carbon tools and weapons.[21][22][5] During the medieval period in Europe and Africa, bloomeries remained the dominant method for wrought iron production, with ironworkers refining blooms by hammering out slag in forges, enabling widespread use in tools, armor, and architecture despite the labor-intensive nature of the process.[20][23] The transition to industrial-scale iron and steel production accelerated in the 18th century with pivotal inventions in Britain. In 1709, Abraham Darby established the first integrated ironworks at Coalbrookdale, Shropshire, where he successfully smelted iron ore using coke—a coal derivative—instead of scarce charcoal, allowing for larger-scale operations and reducing deforestation pressures from traditional fuel sources.[24][25] This innovation laid the groundwork for integrated mills combining smelting, refining, and shaping under one facility. Further advancements came in 1784 when Henry Cort patented the puddling process in England, a reverberatory furnace method that converted pig iron into high-quality wrought iron by stirring the molten metal to oxidize impurities, dramatically increasing output and enabling the production of iron bars and plates essential for machinery.[26] The mid-19th century marked a breakthrough in steel specifically with Henry Bessemer's 1856 invention of the Bessemer converter in the United Kingdom, a pear-shaped vessel that blew air through molten pig iron to rapidly burn off carbon and impurities, producing steel in batches of up to 30 tons in just 20 minutes.[27] This process slashed steel costs from approximately £40 per long ton to £6–7 per long ton (equivalent to a reduction from about $50 to $25 per short ton in contemporary U.S. terms), making high-quality steel affordable for widespread applications and shifting production from artisanal to mass industrial scales.[28][27] These developments were central to the Industrial Revolution, fueling the expansion of railroads—which required vast quantities of steel rails—and machinery for textiles, steam engines, and construction, thereby transforming economies from agrarian to industrial.[29] However, early steel mills introduced harsh labor conditions, with workers enduring 12- to 16-hour shifts in sweltering, hazardous environments filled with dust, heat, and machinery risks, often leading to injuries, respiratory illnesses, and child labor exploitation.[30] Environmentally, the shift to coke-fueled furnaces exacerbated pollution, releasing thick coal smoke and slag into rivers and air, contributing to urban smog and waterway contamination in mill towns like those in Britain's Black Country.[31][32]Modern Advancements
The open hearth process, initially developed in the 1860s by Carl Wilhelm Siemens, saw significant refinements in the early 1900s that enabled greater control over steel composition, producing higher-quality steel compared to earlier methods like the Bessemer process.[5] By 1900, it had largely supplanted the Bessemer converter in major steel-producing regions due to its ability to handle larger batches and incorporate scrap metal, marking a key advancement in efficiency and product consistency.[33] In the late 1940s, the basic oxygen process (BOP), first commercialized in Austria in 1952, began to replace the open-hearth method by blowing oxygen through molten pig iron for rapid refining, achieving higher productivity and becoming dominant in integrated mills by the 1970s.[5] The introduction of the electric arc furnace (EAF) in 1907 by Paul Héroult in the United States further transformed steelmaking by using electric arcs to melt scrap, laying the groundwork for more flexible, smaller-scale operations that would later define mini mills.[34] In the 1950s, continuous casting emerged as a revolutionary technique, solidifying molten steel directly into semi-finished shapes and reducing waste through minimized material loss and energy use compared to traditional ingot casting.[35] Following World War II, the United States experienced a boom in integrated steel mills, driven by postwar reconstruction and industrial demand, with facilities like U.S. Steel's Gary Works—established in 1906—reaching peak production and employment in the 1970s as the world's largest such complex.[36] However, by the 1980s, the industry shifted toward mini mills utilizing EAFs, fueled by abundant scrap metal availability from automotive and consumer discards, which lowered capital requirements and operational costs relative to integrated plants.[37] This transition allowed mini mills to capture a growing share of U.S. production, adapting to fluctuating scrap prices that became more stable and accessible amid economic recovery.[38] From 2000 to 2025, steel mills increasingly adopted hydrogen-based direct reduction to decarbonize production, exemplified by Sweden's HYBRIT project, which successfully piloted fossil-free steel in 2021 using green hydrogen to reduce iron ore without coal-based coke.[39] Concurrently, AI and automation have enhanced predictive maintenance, with systems analyzing sensor data to forecast equipment failures and reduce unplanned downtime by up to 20%, as demonstrated by implementations at companies like ThyssenKrupp Steel.[40] The industry also navigated major disruptions, including the 2008 recession, which caused a sharp demand drop and production cuts of over 30% in the U.S., and COVID-19 supply chain interruptions in 2020 that led to global output declines of up to 15% amid lockdowns and raw material shortages.[41][42] Globally, China solidified its dominance by 2024, accounting for over 50% of world steel production at approximately 1.005 billion metric tons, driven by state-supported expansion and export growth.[43] In contrast, Western integrated mills have declined due to high operational costs, including energy and environmental compliance, prompting closures and a pivot to more efficient EAF-based operations.[44] This shift reflects broader economic pressures, with U.S. integrated capacity contracting amid competition from lower-cost producers.[45]Integrated Steel Mills
Core Processes
In integrated steel mills, the core processes begin with ironmaking in a blast furnace, where iron ore, primarily hematite (Fe₂O₃), is reduced to molten pig iron using coke as the fuel and reducing agent, along with limestone as a flux to remove impurities as slag.[46] The blast furnace operates on a counter-current principle, with preheated air (hot blast) injected through tuyeres at the base, reaching temperatures up to 2,000°C; coke combustion initiates with the reaction \ce{C + O2 -> CO2}, which then shifts to produce carbon monoxide (\ce{2C + O2 -> 2CO}) for indirect reduction of iron oxides via \ce{Fe2O3 + 3CO -> 2Fe + 3CO2}.[47] The resulting pig iron, tapped from the furnace hearth, typically contains 92-94% iron and 3.5-4.5% carbon, along with minor impurities like silicon, manganese, phosphorus, and sulfur.[48] This process yields hot metal at around 1,400–1,500°C,[49] which is immediately available for the subsequent steelmaking stage, enabling seamless integration.[50] Steelmaking in integrated mills primarily employs the basic oxygen furnace (BOF), where molten pig iron from the blast furnace—constituting 70-90% of the charge—is combined with scrap steel and fluxes like lime to refine it into steel.[46] High-purity oxygen is blown at supersonic speeds through a water-cooled lance into the molten bath, oxidizing excess carbon and impurities to form CO, CO₂, and slag; this exothermic reaction raises the temperature to 1,600-1,700°C and reduces carbon content to below 1%, yielding steel with over 99% iron purity.[51] A typical BOF vessel processes batches of 200-300 tons in a cycle lasting 30-40 minutes, including charging, blowing, sampling, and tapping. The refined molten steel is then transferred to secondary refining units or continuous casting for shaping, completing the primary production sequence.[52] These core processes are energy-intensive, with integrated steel production requiring approximately 15-20 GJ per ton of crude steel, primarily from coke in ironmaking and oxygen injection in steelmaking, though much of the heat is recovered for reuse.[53] The hot metal produced in ironmaking is transported directly via torpedo ladles to the BOF, minimizing energy losses from reheating and supporting the mill's high throughput of 10,000-20,000 tons per day per furnace line.[50] This vertical integration—from raw material extraction and beneficiation through ironmaking, steelmaking, and initial casting—facilitates economies of scale, enabling cost-effective production of large volumes of commodity steel for applications like construction and automotive manufacturing.[54]Infrastructure and Scale
Integrated steel mills rely on expansive infrastructure to handle the transformation of raw materials into steel on a massive scale. Central to this are blast furnaces, which can reach volumes of up to 6,000 cubic meters,[55] enabling the production of molten iron from iron ore and coke. Basic oxygen furnace (BOF) shops convert this molten iron into steel by blowing oxygen to reduce carbon content, while continuous casters shape the molten steel into slabs, billets, or blooms for further processing.[6] These facilities are often interconnected with dedicated rail lines and port access to facilitate the import of vast quantities of raw materials such as iron ore and coal, ensuring uninterrupted supply chains critical for high-volume operations.[56] The scale of integrated steel mills underscores their industrial footprint and economic significance. A typical plant operates at a capacity of 5 to 10 million tons of crude steel per year, though larger complexes exceed this substantially.[57] These facilities span 500 to 1,000 acres of land to accommodate processing units, storage yards, and logistics infrastructure.[58] Constructing a new integrated mill requires capital investments ranging from $5 billion to $10 billion, reflecting the complexity of integrating ironmaking, steelmaking, and finishing operations.[56] Support systems are essential for sustaining operations at this magnitude. On-site power plants, frequently coal-fired and generating over 500 MW, provide the electricity needed for furnaces, rolling mills, and auxiliary equipment, often supplemented by captive generation to mitigate grid dependency.[59] Water treatment facilities manage cooling demands, recirculating millions of gallons per day—such as up to 62 million gallons in reuse systems—to prevent overheating in processes like quenching and rolling.[60] Gas recovery systems capture waste gases from blast furnaces and BOFs, converting them into usable energy via turbines or boilers to enhance overall efficiency and reduce fuel consumption by up to 20%.[61] Prominent examples illustrate this infrastructure's global reach. POSCO's Gwangyang works in South Korea, one of the world's largest integrated steel plants, has a capacity of about 21 million tons per year as of 2025, contributing to the company's total output exceeding 40 million tons.[62] In India, Tata Steel's Jamshedpur works operates as a key integrated mill with an annual crude steel capacity of about 11 million tons as of 2025, supported by extensive rail connections to nearby mines and ports.[57]Mini Steel Mills
Operational Principles
Mini steel mills primarily utilize electric arc furnaces (EAFs) as their core technology for steel production, where recyclable steel scrap serves as the main feedstock. In this process, scrap metal is melted by generating intense electric arcs between graphite electrodes and the charge, reaching temperatures of approximately 3,000°C to liquefy the material efficiently.[63] Typical EAFs in mini mills handle batch sizes of 150 to 200 tons of scrap per heat, allowing for flexible production scales compared to larger integrated facilities.[64] The operational workflow begins with charging the furnace, where sorted scrap—often a mix of shredded light scrap and heavier pieces—is loaded via baskets or conveyors to optimize melting uniformity. Melting follows, lasting 45 to 60 minutes per cycle, during which the electric arcs and supplemental oxy-fuel burners heat the scrap to form a molten bath; oxygen lancing removes impurities, producing slag as a byproduct.[65] Refining occurs subsequently in ladle furnaces, where alloys such as carbon, manganese, and other elements are added to customize the steel grade for specific applications, followed by continuous casting into billets, blooms, or slabs.[66] The entire tap-to-tap cycle, from one pour to the next, typically spans 70 to 80 minutes in modern setups.[63] Raw materials in mini mills consist almost entirely of scrap steel (up to 100%) or a blend with direct reduced iron (DRI) to enhance quality and reduce variability, enabling the production of both commodity and specialty steels in smaller batches. This recycling-centric approach contrasts with ore-based methods by eliminating the need for coke ovens and blast furnaces, resulting in significantly lower energy consumption—approximately 400 to 600 kWh per ton of steel, equivalent to 0.4 to 0.6 tons of coal—compared to 1.5 tons or more in integrated mills.[67][68] Efficiency in mini mills is further bolstered by shorter startup times, often just days rather than months required for integrated operations, due to the absence of complex upstream processes. Their modular design facilitates incremental expansions and adaptations to local scrap availability, promoting operational flexibility without massive capital outlays.[66]Advantages and Applications
Mini steel mills offer several key advantages over integrated steel mills, primarily due to their reliance on electric arc furnaces (EAFs) and scrap-based production. One major benefit is significantly lower capital investment requirements, with construction costs typically ranging from hundreds of millions to around $500 million for a facility with 1-2 million tons annual capacity, compared to billions of dollars for large-scale integrated plants that include ironmaking infrastructure.[69][14] This reduced upfront expenditure enables faster deployment and expansion, making mini mills more accessible for new entrants or regional producers. Additionally, they demonstrate greater energy efficiency and lower environmental impact, emitting approximately 0.6 to 0.9 tons of CO2 per ton of steel produced—about 60-70% less than the 2.0-2.2 tons from traditional blast furnace-basic oxygen furnace (BF-BOF) routes in integrated mills—largely because EAFs recycle scrap with minimal additional fuel needs.[70] Their operational flexibility further allows quick adaptation to market fluctuations, as input costs are closely tied to monthly scrap prices, enabling mills to adjust production volumes or product mixes in response to demand shifts without the rigid commitments of ore-based supply chains.[71] Despite these strengths, mini steel mills face notable limitations stemming from their dependence on recycled scrap. Scrap supply can be inconsistent and volatile, influenced by collection rates, economic cycles, and global trade, potentially disrupting operations if high-quality inputs are scarce.[72] Moreover, the variable quality of scrap—often containing impurities like copper or tin—restricts mini mills to producing standard carbon steel grades, making them less suitable for ultra-high-purity or specialty alloys required in automotive or aerospace applications, where integrated mills excel due to controlled virgin material inputs.[72][73] In terms of applications, mini steel mills dominate the production of long products essential for construction and infrastructure, such as rebar and structural beams, accounting for over 60% of the U.S. market for these items through efficient, scrap-fed EAF processes.[69] This focus aligns with their strengths in high-volume, lower-value segments, supporting building projects in urban and industrial areas. A prominent example is Nucor Corporation, the largest U.S. mini mill operator, which maintains a steelmaking capacity of approximately 30 million tons per year across its facilities, primarily producing rebar, beams, and sheet for domestic construction and manufacturing.[74] Their growth is particularly pronounced in developing regions like Asia and Latin America, where rising urbanization drives demand for affordable construction steel, allowing local mills to leverage nearby scrap sources for cost-effective output.[75] Market trends underscore the expanding role of mini steel mills, with EAF-based production reaching 29.1% of global crude steel output in 2024, up from 28.6% in 2023, fueled by the circular economy emphasis on recycling and decarbonization efforts.[4] This shift not only reduces reliance on finite iron ore and coal but also aligns with sustainability goals, as governments and industries prioritize lower-emission pathways amid climate regulations.[76]Steel Production Processes
Ironmaking
Ironmaking is the initial stage in steel production, where iron ore is reduced to metallic iron, primarily in the form of pig iron or direct reduced iron (DRI), serving as the key input for subsequent steelmaking processes. The predominant method involves the blast furnace (BF), a large refractory-lined shaft furnace that operates continuously to smelt iron ore using coke as both fuel and reducing agent. Iron ores such as hematite (Fe₂O₃) and magnetite (Fe₃O₄) are the primary raw materials, typically prepared into sinter or pellets to improve permeability and efficiency in the furnace charge. Limestone or dolomite is added as a flux to form slag, which removes impurities like silica and alumina.[27] In the blast furnace process, the charge of iron ore, coke, and flux is fed from the top, while hot air (blast) preheated to around 1,000–1,200°C is injected through tuyeres at the bottom. The coke combusts to produce carbon monoxide (CO), which reduces the iron oxides in a series of countercurrent reactions, with the primary one being Fe₂O₃ + 3CO → 2Fe + 3CO₂. As the materials descend, the iron melts and collects in the hearth, while slag floats above it. Molten pig iron, containing about 4–4.5% carbon and tapped at temperatures of 1,200–1,500°C, is then transferred hot to steelmaking vessels. In the BF route, producing one ton of steel requires approximately 1.6 tons of iron ore, reflecting the ore's typical 60–66% iron content and process yields.[27][77][1] Prior to charging, iron ore fines undergo preparation through sintering or pelletizing to agglomerate them into larger, porous particles suitable for the furnace. Sintering involves mixing fines with fluxes and coke breeze on a traveling grate, igniting the surface to fuse them into a cake at 1,200–1,300°C, enhancing gas flow and reducing dust. Pelletizing grinds ore to fines, mixes with binders like bentonite, forms green pellets via balling drums, and indurates them in a traveling grate or rotary kiln at 1,200–1,350°C for strength. Globally, Australia and Brazil supply over 70% of seaborne iron ore trade, with their high-grade hematite deposits dominating exports to steel-producing regions.[78][79] Alternative ironmaking methods, such as direct reduced iron (DRI), avoid the blast furnace and coke by using reformed natural gas or hydrogen as reductants, yielding lower CO₂ emissions—up to 50% less than the BF route. The Midrex process, the most widely adopted DRI technology accounting for approximately 54% of global DRI production and over 80% of shaft furnace DRI production as of 2024, operates in a shaft furnace where iron ore pellets or lumps are reduced countercurrently with a hydrogen-rich gas mixture at 800–1,050°C, achieving metallization degrees exceeding 93% and overall process efficiencies above 90% in terms of iron yield. Emerging hydrogen-based variants, like those in the Midrex Flex configuration, further minimize emissions by replacing natural gas, producing high-purity DRI suitable for electric arc furnace steelmaking.[80][81]Steelmaking
Steelmaking involves the refining of molten iron into steel by reducing carbon content and removing impurities to achieve desired mechanical properties. This process typically begins with inputs such as pig iron from blast furnaces or scrap steel, which are processed to lower carbon levels and control alloying elements.[5] The primary steelmaking processes are the basic oxygen furnace (BOF) used in integrated mills and the electric arc furnace (EAF) employed in mini mills. In the BOF, high-purity oxygen is lanced into a vessel containing molten pig iron and scrap, where it reacts with excess carbon to form carbon monoxide and carbon dioxide, thereby reducing the carbon content from about 4% in pig iron to steel levels:\ce{2C + O2 -> 2CO}
This exothermic reaction also oxidizes other impurities like silicon and manganese, generating heat to maintain the process temperature around 1600–1700°C. A typical BOF cycle, including charging, blowing, and tapping, lasts less than 40 minutes for batches up to 350 tonnes.[46][5] In contrast, the EAF melts scrap steel or direct reduced iron using electric arcs from graphite electrodes, reaching temperatures over 1800°C to liquify the charge. Slag formation occurs by adding fluxes like lime (CaO), which react with impurities such as phosphorus, sulfur, and non-metallic inclusions to create a separate slag layer that is skimmed off, purifying the molten steel.[82][83] An EAF cycle generally takes 60–90 minutes, depending on charge size and power input.[5] Following primary steelmaking, secondary metallurgy refines the molten steel in ladle furnaces to further enhance quality. This includes vacuum degassing to remove dissolved gases like hydrogen and inclusions, which improves steel cleanliness and ductility by preventing brittleness and cracks. Alloy additions, such as chromium or nickel, are made to adjust composition precisely.[84] Sulfur and phosphorus levels are controlled during these steps through desulfurization agents and slag adjustments, as these elements can embrittle steel if exceeding 0.03–0.05% for sulfur and 0.02–0.04% for phosphorus in high-quality grades. Carbon content is targeted between 0.05% and 1.5%, depending on the steel grade, to balance strength and weldability. Quality control during steelmaking relies on real-time analysis, such as optical emission spectroscopy, which excites steel samples to emit light spectra for determining elemental composition accurately to parts per million. Inclusion removal is verified through techniques like slag analysis and sampling, ensuring enhanced ductility for applications requiring toughness. Both BOF and EAF processes achieve yields of 90–95%, accounting for losses from slag, fumes, and oxidation.[85][86]