Duplex Stainless Steel: Complete Guide to Microstructure, Grades, Properties & Applications
Duplex stainless steel occupies a unique position in the stainless steel family: its two-phase austenite-ferrite microstructure delivers yield strengths roughly twice those of standard austenitic grades while simultaneously offering superior resistance to chloride-induced stress corrosion cracking — the failure mode that most commonly ends the service life of 304 and 316 in offshore, chemical-processing, and desalination environments. This guide covers the physical metallurgy of the duplex system, the alloy design logic behind each grade family, critical embrittlement reactions, corrosion performance, welding practice, and the industrial sectors where duplex steels have displaced alternative materials.
Key Takeaways
- Duplex stainless steels contain approximately 50% austenite (FCC) and 50% ferrite (BCC) in their optimised microstructure, achieved by solution annealing between 1020–1100°C.
- Yield strength is typically 450–550 MPa for standard grades such as 2205 — more than double the 170–210 MPa of 316L austenitic stainless steel.
- Pitting resistance is quantified by PREN = %Cr + 3.3×%Mo + 16×%N; standard duplex achieves PREN 35–38, super duplex achieves PREN ≥40.
- The ferrite phase provides inherent resistance to chloride stress corrosion cracking (SCC), the dominant failure mode of austenitic grades in hot chloride service above about 60°C.
- Service temperature is limited to approximately 300°C due to sigma phase and chi phase embrittlement; the 475°C ferrite embrittlement is an additional hazard during fabrication.
- Welding requires over-alloyed filler metal (ER2209 for 2205), controlled heat input, and interpass temperature below 150°C to maintain a balanced microstructure and avoid embrittling phases.
Physical Metallurgy of the Duplex System
Duplex stainless steels derive their name from their two-phase constitution: austenite (γ, face-centred cubic) coexisting with ferrite (δ, body-centred cubic). In optimised wrought and annealed material, the phase balance targets approximately 50 vol% of each phase, though ASTM A240 accepts 30–70% ferrite as the qualification range. The balance is thermodynamically controlled by the ratio of ferrite-stabilising elements (Cr, Mo, Si, W, Ti, Nb) to austenite-stabilisers (Ni, N, Mn, C, Cu).
Role of Nitrogen in Phase Balance
Nitrogen is the most influential alloying addition in modern duplex grades. As a strong austenite former — approximately 30× more potent than nickel on a weight basis — nitrogen raises the austenite solvus, promotes austenite reformation in welds, and contributes directly to pitting resistance. Nitrogen contents of 0.10–0.35 wt% are standard; the solubility limit in the duplex matrix (around 0.5 wt% at 1100°C) is rarely approached in commercial alloys. Critically, nitrogen also suppresses sigma-phase kinetics by partitioning to austenite during ferrite decomposition, thereby slowing the precipitation reaction.
Chromium Equivalents and Nickel Equivalents
The Cr-equivalent and Ni-equivalent formulae (Schaeffler–DeLong model) predict weld metal microstructure but are widely used in alloy design. For duplex grades:
Cr_eq = %Cr + %Mo + 1.5×%Si + 0.5×%Nb
Ni_eq = %Ni + 30×%C + 0.5×%Mn + 30×%N
Standard duplex 2205 (22Cr-5Ni-3Mo-0.17N) yields Cr_eq ≈ 26.5 and Ni_eq ≈ 10.5, placing it squarely in the two-phase region of the Schaeffler diagram. Balancing these equivalents is the primary tool for filler metal selection (see HAZ microstructure in stainless welds).
Solution Annealing and Phase Proportions
As-cast duplex structures contain 70–85% ferrite and significant sigma or chi phase because solidification proceeds through single-phase ferrite. Solution annealing at 1020–1100°C dissolves intermetallic phases and re-establishes the target austenite-ferrite balance. Water quenching is mandatory — air cooling is too slow and allows secondary austenite (γ₂) and sigma to precipitate on cooling. The relationship between annealing temperature and ferrite content is monotonic: higher annealing temperatures shift the equilibrium towards higher ferrite fractions, as the austenite field narrows with increasing temperature in this system.
Alloy Design and Grade Families
The duplex family spans four sub-classes differentiated by alloy content and PREN. The Pitting Resistance Equivalent Number is the primary tool for selecting between them:
PREN = %Cr + 3.3×%Mo + 16×%N
A variant, PREN_W, also credits tungsten additions used in some super duplex grades:
PREN_W = %Cr + 3.3×(%Mo + 0.5×%W) + 16×%N
For a detailed calculation of the PREN index with grade-by-grade results, use the MetallurgyZone PREN Calculator.
Lean Duplex Grades
Lean duplex alloys are engineered to reduce nickel content — historically the primary cost driver in stainless steels — by substituting nitrogen and manganese. Grade 2101 (UNS S32101) contains only ~1.5 wt% Ni; grade 2304 (UNS S32304) contains 3.5–5.5% Ni. Yield strengths of 450–530 MPa and PREN values of 26–32 make these grades suitable for structural and atmospheric applications where the corrosion demand does not justify the cost of 2205. Typical applications include bridge supports, utility water tanks, and building facades.
Standard Duplex: Grade 2205
Duplex 2205 (UNS S31803/S32205) is the most widely specified duplex grade, accounting for the majority of global duplex stainless production. Its nominal composition of 22Cr-5Ni-3Mo-0.17N gives a PREN of 35–38, exceeding the threshold of 32 generally considered adequate for onshore chemical service and approaching the 40+ required for seawater. Yield strength of 450–480 MPa and good toughness down to approximately −40°C make it the default choice for pressure vessels, heat exchanger tubing, and process piping. The two UNS numbers reflect a historical chemistry revision: S32205 imposes tighter minimum Cr (22%), Mo (3.0%), and N (0.14%) floors compared to the earlier S31803 specification.
Super Duplex Grades: 2507, Zeron 100, UR52N+
Super duplex grades are defined by PREN ≥40. Grade 2507 (UNS S32750) at 25Cr-7Ni-4Mo-0.27N is the most common; Zeron 100 (UNS S32760) adds 0.7% W and 0.7% Cu for additional corrosion resistance in sulphide-containing environments. Yield strengths of 550–580 MPa and PREN of 42–44 qualify these alloys for offshore seawater injection, desalination reverse-osmosis systems, and concentrated acid service. The higher alloy content also increases susceptibility to sigma phase precipitation, making process control more critical.
Hyper Duplex Grades
Hyper duplex alloys such as SAF 3207 (27Cr-6.5Ni-4.8Mo-0.4N) push PREN beyond 48. These grades are aimed at deep-sea and high-pressure sour-gas service where conventional super duplex grades reach their corrosion limits. Fabrication is significantly more demanding: the elevated Cr and Mo contents accelerate sigma phase precipitation, narrowing the processing window and requiring very precise thermal management during welding and hot forming.
| Grade | UNS | Cr (%) | Ni (%) | Mo (%) | N (%) | PREN | Rp0.2 (MPa) | Rm (MPa) | Category |
|---|---|---|---|---|---|---|---|---|---|
| LDX 2101 | S32101 | 21.5 | 1.5 | 0.3 | 0.22 | 26–28 | 530 | 700 | Lean |
| 2304 | S32304 | 23 | 4.0 | 0.3 | 0.10 | 24–26 | 450 | 650 | Lean |
| 2205 | S32205 | 22 | 5.0 | 3.1 | 0.17 | 35–38 | 450 | 655 | Standard |
| 2507 | S32750 | 25 | 7.0 | 4.0 | 0.27 | 42–44 | 550 | 795 | Super |
| Zeron 100 | S32760 | 25 | 7.0 | 3.5 | 0.25 | 40–43 | 550 | 750 | Super |
| SAF 3207 | S32707 | 27 | 6.5 | 4.8 | 0.40 | ≥48 | 640 | 850 | Hyper |
Mechanical Properties
The superior mechanical properties of duplex stainless steels arise from both microstructural hardening and the inherent strength of the ferrite phase. The ferrite phase in duplex alloys is substantially stronger than that in plain ferritic stainless steels because it is enriched in Cr, Mo, and W via partitioning from the austenite phase.
Yield and Tensile Strength
Compared with standard austenitic grades, the yield strength advantage of duplex is dramatic:
| Steel Type | Rp0.2 (MPa) | Rm (MPa) | Elongation (%) | Hardness (HRC max) |
|---|---|---|---|---|
| 304L | 170 | 485 | 40 | 22 |
| 316L | 170 | 485 | 40 | 22 |
| 2205 | 450 | 655 | 25 | 32 |
| 2507 | 550 | 795 | 15 | 35 |
| LDX 2101 | 530 | 700 | 30 | 30 |
The higher yield strength allows wall thickness reduction in pressure vessel and piping design, enabling material cost savings that partially offset the higher alloy cost. For more details on hardness conversion between scales, refer to the hardness testing methods article.
Toughness and Low-Temperature Behaviour
The ductile-to-brittle transition temperature (DBTT) of duplex stainless steels is controlled primarily by the ferrite fraction. Ferrite undergoes a DBTT in the range of −50 to −100°C, depending on composition. Standard 2205 typically meets 27 J Charpy CVN requirements at −46°C (as required by NACE MR0103 for sour service). Super duplex 2507 generally qualifies down to −40°C. For cryogenic service, austenitic grades or 9% Ni steel remain the materials of choice. Review the Charpy CVN to fracture toughness conversion methodology in the Charpy impact testing guide.
Fatigue Performance
The fatigue endurance limit of duplex 2205 (approximately 300–340 MPa in air) is significantly higher than 316L (approximately 200 MPa) on an absolute basis. The ratio of fatigue limit to yield strength is broadly similar between the two families, but the higher absolute endurance limit of duplex makes it attractive for cyclic-loading applications such as flexible risers and rotating equipment in the oil and gas sector.
Corrosion Performance
Pitting and Crevice Corrosion
Pitting corrosion initiates at passive film breakdown sites, typically at MnS inclusions in austenitic grades; in duplex grades the lower sulphur content and higher PREN raise the critical pitting temperature (CPT) significantly. The CPT in 6 wt% FeCl₃ solution follows PREN monotonically: for PREN 38 (2205), CPT ≈ 35–40°C; for PREN 43 (2507), CPT ≈ 65–70°C; compared with approximately 15–20°C for 316L (PREN 24).
The critical crevice corrosion temperature (CCT) is typically 15–20°C below CPT for the same alloy, making crevice corrosion the more demanding design criterion in practice. High PREN alone is insufficient if crevice geometry creates stagnant conditions; mechanical design must complement material selection.
Stress Corrosion Cracking Resistance
Chloride-induced stress corrosion cracking (SCC) of austenitic stainless steels follows a well-defined operating window: chloride concentration above ~100 ppm, temperature above ~60°C, and tensile stress at or above yield. The ferrite phase is inherently immune to this cracking mode under typical service conditions. In duplex grades, cracks that initiate in the austenite are arrested when they encounter ferrite lamellae; crack propagation requires nucleation anew in the adjacent ferrite phase, which rarely occurs under normal service stresses.
Laboratory stress corrosion cracking tests (U-bend specimens per ASTM G30, boiling MgCl₂ per ASTM G36) consistently show that 2205 is immune under conditions that would cause rapid cracking in 304 or 316. Super duplex 2507 extends this immunity to more aggressive environments including hot concentrated chloride and wet H₂S. However, hydrogen-induced cracking (HIC) and sulphide stress cracking (SSC) can occur in both duplex phases in sour (H₂S-containing) gas service — this is distinct from chloride SCC and is governed by NACE MR0175/ISO 15156 qualification requirements. For more on the mechanisms of hydrogen damage, see the hydrogen-induced cracking guide.
Intergranular Corrosion
Unlike austenitic grades, duplex stainless steels are relatively insensitive to sensitisation-induced intergranular corrosion because the lower carbon content (<0.03%) minimises M₃₂C₆ carbide precipitation at grain boundaries, and because the ferrite phase provides rapid diffusion pathways for chromium redistribution if carbide precipitation does begin. The primary sensitisation risk is sigma phase formation, which depletes Cr and Mo from the matrix adjacent to the precipitate, but this is a kinetic phenomenon that requires extended time in the 600–900°C range.
Embrittlement Reactions and Temperature Limits
The service temperature ceiling for duplex stainless steels is set by a sequence of precipitation and ordering reactions in the ferrite phase. Understanding these reactions is essential for fabrication planning, welding procedure qualification, and post-weld heat treatment design.
Sigma Phase (σ) — 600–1000°C
Sigma phase is a tetragonal intermetallic with approximate composition (Fe,Ni)₃(Cr,Mo)₂ that precipitates from ferrite in the temperature range 600–1000°C with the kinetic peak at approximately 850°C. Even 1–2 vol% sigma reduces room-temperature Charpy CVN toughness by 50% or more and depletes the adjacent matrix of Cr and Mo, causing localised corrosion. The time-temperature-transformation (TTT) curve for sigma formation in 2205 has a nose at approximately 850°C with τ₀ (onset time) of roughly 30 minutes; super duplex 2507 has a nose shifted to higher temperatures and shorter times due to the higher Mo content.
The sigma phase TTT curve for duplex steels is closely related to the generalised transformation kinetics described in the martensite formation and TTT/CCT diagram framework, though the reaction mechanism is diffusion-controlled precipitation rather than a shear transformation. During welding, the HAZ must pass through the sigma precipitation window, and the heat input level determines whether time is sufficient for measurable precipitation. Rapid interpass cooling and controlled heat input are the primary mitigations.
Chi Phase (χ) — 600–900°C
Chi phase (χ) is a BCC-derivative intermetallic that precipitates on a similar timescale to sigma but contains higher Mo. Chi phase is particularly prevalent in Mo-rich super duplex and hyper duplex grades and has an even stronger embrittling effect per unit volume fraction. It is less thermodynamically stable than sigma and dissolves during solution annealing, typically before sigma is fully dissolved.
475°C Embrittlement
At temperatures between approximately 350–550°C, the ferrite phase undergoes spinodal decomposition into Cr-rich (α’) and Fe-rich (α) domains. This reaction, designated “475°C embrittlement,” proceeds extremely slowly at service temperatures below 300°C but can be significant during long fabrication thermal cycles or if components are inadvertently heated (welding preheat on adjacent sections, stress relief in the wrong temperature window). The 475°C embrittlement is recoverable by solution annealing but causes a profound loss of toughness and increase in hardness while present. The same spinodal decomposition mechanism underlies the long-term embrittlement of ferritic stainless steels, as discussed in the corrosion mechanisms overview.
Secondary Austenite (γ₂) Formation
During slow cooling or isothermal holding below the solution anneal temperature, ferrite transforms partly to a nitrogen-depleted secondary austenite phase (γ₂). This phase is morphologically distinct from the primary austenite (γ₁): it appears as Widmanstätten plates within ferrite grains, contains less nitrogen and less molybdenum, and therefore has inferior corrosion resistance compared to primary austenite. In weld HAZs cooled from temperatures above the austenite-ferrite two-phase region, the reformed austenite is predominantly γ₂ unless nitrogen partial pressure is sufficient to re-establish equilibrium composition.
Welding Metallurgy of Duplex Stainless Steel
Welding is the most technically demanding aspect of duplex stainless steel fabrication. The goal is to reproduce a weld metal and HAZ microstructure with 40–60% ferrite, free from embrittling phases, and with corrosion resistance close to that of the base metal. These requirements impose tighter process control than for austenitic grades, but they are achievable with standard GTAW, SMAW, GMAW, and SAW processes when procedures are correctly qualified.
Filler Metal Selection
Filler metals for duplex stainless are over-alloyed in nickel and nitrogen relative to the base metal composition. The excess nickel promotes austenite reformation in the weld metal on cooling, compensating for the higher ferrite fraction inherent in the solidification mode. AWS ER2209 (for GTAW/GMAW) and E2209 (for SMAW) are the standard consumables for 2205; AWS ER2594 is used for 2507. When welding lean duplex grades, the appropriate filler is one grade higher — lean duplex 2101 is typically welded with 2209 filler to ensure adequate weld metal corrosion resistance. For additional context on welding procedure qualification, refer to the heat-affected zone microstructure guide.
Heat Input and Interpass Temperature
The heat input window for duplex welding is constrained at both ends. Excessive heat input prolongs the time at sigma-precipitation temperatures during cooling, producing embrittled HAZ microstructures. Insufficient heat input prevents adequate austenite reformation in the weld metal, creating a ferrite-rich structure with poor toughness and elevated hardness. The generally accepted window for 2205 is 0.5–2.5 kJ/mm; for super duplex 2507 the window is tighter, typically 0.5–1.5 kJ/mm. Interpass temperature must be kept below 150°C for 2205 and below 100°C for 2507.
Q = (U × I × 60) / (v × 1000) kJ/mm Where: U = arc voltage (V) I = welding current (A) v = travel speed (mm/min) Example for 2205 GTAW root pass: U = 11 V, I = 95 A, v = 80 mm/min Q = (11 × 95 × 60) / (80 × 1000) = 0.79 kJ/mm ✓ (within 0.5–2.5 window)
Shielding and Purging Gas
GTAW of duplex stainless steels requires backing gas (purge) to prevent oxidation and nitrogen loss on the root side. Pure argon purge is adequate for lean duplex; 90% N₂/10% H₂ or 97% Ar/3% N₂ purge gases are recommended for standard and super duplex grades to compensate for nitrogen volatility from the weld pool. Nitrogen loss from the root reduces PREN and promotes ferrite-rich, sigma-susceptible root microstructures. GMAW shielding gas additions of 1–3% N₂ to the argon mixture are similarly beneficial for out-of-position welding where backing is not possible.
Post-Weld Treatment
Post-weld heat treatment (PWHT) is not routinely applied to duplex stainless welds because the sigma-precipitation window lies above the conventional stress-relief range, and because heating to the solution anneal temperature requires component-level furnace treatment. Instead, solution annealing (1020–1080°C, water quench) followed by pickling and passivation is specified for critical applications such as offshore manifolds and sour-gas equipment. For most structural and process applications, PWHT is replaced by careful interpass temperature control, NDT, and ferrite measurement per ASTM E1404 or WRC-1992 diagram verification.
Forming, Machining, and Fabrication
Cold Forming
The high yield strength and low elongation of duplex grades (15–25% versus 40% for austenitic) require higher forming forces and more generous bend radii than austenitic equivalents. The minimum inside bend radius for 2205 sheet is typically 2× thickness for 90° bends; super duplex 2507 requires 3× thickness. Work hardening rate is lower than for austenitic grades (no strain-induced martensite), which means the flow stress rise during forming is more predictable but springback is more pronounced. Post-forming solution annealing is recommended for components with significant cold strain (>15%) in corrosion-critical service.
Hot Working
Hot working of duplex stainless steels should be conducted at temperatures above 1000°C to avoid working in the sigma-precipitation window. The recommended hot working range is 1050–1250°C. Below 950°C, sigma phase is stable and its precipitation is accelerated by deformation — hot working in this range produces catastrophic embrittlement. This is a critical difference from austenitic grades, which can be worked across a much wider temperature range without precipitate formation. After hot working, rapid water quenching re-establishes the target microstructure. Refer to the hot rolling and TMCP guide for general thermomechanical process principles.
Machining
Duplex stainless steels are moderately more difficult to machine than 316L due to higher yield strength and work hardening tendency. Carbide tooling with positive rake geometry, high cutting speeds with low feeds, adequate coolant flood, and rigid fixturing minimise tool wear and built-up edge formation. The Cr₂N and (Ti,Al)N PVD coatings on cutting tools that are reviewed in the cutting tool coatings article are particularly effective for duplex stainless machining applications.
Industrial Applications
Oil and Gas
Duplex and super duplex grades are extensively used in offshore oil and gas production for seawater injection tubing, umbilicals, flexible risers, topside piping, and subsea manifolds. The combination of high strength (enabling reduced wall thickness and weight savings on deepwater structures) and resistance to chloride SCC and sulphide stress cracking in sour service makes super duplex 2507 and Zeron 100 the standard specification for these applications. NACE MR0175/ISO 15156 qualification is mandatory for sour service above 0.3 kPa H₂S partial pressure, governing hardness limits and alloy-specific restrictions.
Desalination
Reverse osmosis (RO) desalination plant represents one of the largest single markets for super duplex stainless steel. Pressure vessels, high-pressure pump casings, and process piping operate in concentrated seawater or brine at pressures of 60–85 bar. The chloride concentration in the feed water of some thermal desalination units exceeds 50,000 ppm — far above the threshold for SCC of austenitic grades. Super duplex 2507 and lean duplex 2101 (for lower-chloride sections) are the predominant material choices.
Chemical Processing and Pulp/Paper
Duplex 2205 has largely displaced 316L in sulphuric acid heat exchangers, acetic acid vessels, and bleaching equipment in the pulp and paper industry. The resistance of 2205 to oxidising chloride-containing acids is markedly superior to 316L, and its higher strength allows wall thickness reductions that offset its higher unit cost. Duplex grades are also widely used in flue gas desulphurisation (FGD) absorber towers where simultaneous chloride, sulphate, and acid exposure requires PREN values above 35.
Structural and Architectural
Lean duplex grades 2101 and 2304 are used in bridge structures, building facades, and storage tanks where atmospheric or mildly corrosive service demands higher strength than austenitic grades but does not require the premium corrosion resistance of 2205. The structural design standards EN 1993-1-4 (Eurocode 3) and ASCE 8 include provisions for duplex and lean duplex grades in structural design.
Food and Beverage / Pharmaceutical
Duplex 2205 is used in high-pressure CIP (clean-in-place) vessels, brewery fermentation tanks, and pharmaceutical process reactors where occasional high-chloride sanitising solutions create SCC risk for 316L. The food-safe surface finish requirements (Ra ≤ 0.8 μm) achievable on 2205 and its resistance to pitting from chlorinated sanitisers have driven adoption in this sector.
Quality Control, Inspection, and Testing
Duplex stainless steel quality assurance requires verification of both microstructure and corrosion performance, not just mechanical properties. Relevant standards include ASTM A240 (plate, sheet, strip), ASTM A276 (bars), ASTM A789/A790 (seamless and welded tubing), and ASTM A928 (welded pipe).
Ferrite Measurement
Ferrite content in weld metal and HAZ is routinely measured by magnetic induction (Fischer Feritscope or equivalent) per AWS A4.2 or WRC-1992 procedures, or by point-counting image analysis of metallographic sections per ASTM E562. Calibrated Fischer instruments are accurate to ±2 Ferrite Number (FN) in the 30–80 FN range. The relationship between FN and vol% ferrite is approximately 1:1 at low ferrite contents but diverges at higher values; ASTM A800 provides the conversion methodology.
Corrosion Testing
Acceptance testing for pitting and crevice corrosion resistance uses the Critical Pitting Temperature (CPT) method per ASTM G150 (electrochemical) or ASTM G48 Method E/F (immersion in FeCl₃ solution). For welded components destined for sour service, NACE TM0177 and NACE TM0284 define the testing protocols for SSC and HIC susceptibility respectively. The intergranular corrosion test per ASTM A262 Practice E (Strauss test) is specified for some chemical process applications.
For more on corrosion testing principles and the electrochemical basis of passive film behaviour, see the corrosion mechanisms and pitting corrosion articles on MetallurgyZone.
NDT of Duplex Welds
Radiographic testing (RT) of duplex welds is complicated by the two-phase microstructure producing non-uniform grain scattering that can mask small defects. Phased-array ultrasonic testing (PAUT) with focused beams is preferred for volumetric inspection. Surface examination uses liquid penetrant testing (PT) per ASME Section V or EN ISO 3452; magnetic particle testing (MT) is also applicable due to the ferrite content but is less sensitive on duplex compared to ferritic materials because the austenite phase reduces overall magnetic response. For an overview of MPI principles and limitations, refer to the NDT and materials testing section.
Frequently Asked Questions
What is duplex stainless steel?
What is the ideal ferrite-to-austenite ratio in duplex stainless steel?
What is PREN and how is it calculated for duplex stainless steel?
Why is duplex stainless steel resistant to stress corrosion cracking?
What is sigma phase and why is it harmful in duplex stainless steel?
What is the maximum service temperature for duplex stainless steel?
How does duplex 2205 compare to 316L austenitic stainless steel?
What filler metal is used for welding duplex 2205?
What are lean duplex grades and when are they used?
Recommended Reference Books
Duplex Stainless Steels — Gunn
Comprehensive reference covering grades, specifications, microstructure, forming, corrosion, welding, and service experience.
View on AmazonCorrosion of Austenitic & Duplex Stainless Steels
Detailed treatment of pitting, crevice corrosion, SCC, and PREN-based alloy selection across stainless families.
View on AmazonPhase Diagrams for Ceramists & Alloys — ASM
ASM International reference covering Fe-Cr-Ni ternary and pseudobinary phase diagrams including duplex alloy phase fields.
View on AmazonWelding Metallurgy of Stainless Steels — Lippold & Kotecki
The definitive welding metallurgy text for stainless steels including duplex grades, ferrite prediction, and HAZ microstructure.
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