State of Knowledge in the Field of Regenerative Hardfacing Methods in the Context of the Circular Economy
Abstract
1. Introduction
- Cladding—a surfacing variation that deposits or applies surfacing material, usually to improve corrosion or heat resistance;
- Buildup—a surfacing variation in which surfacing material is deposited to achieve the required dimensions;
- Buttering—a surfacing variation that deposits the surfacing metal on one or more surfaces to provide metallurgically compatible weld metal for the subsequent completion of the weld;
- Hardfacing—a surfacing variation in which surfacing material is deposited to reduce wear.
- Reduction in downtime and scrapping costs due to effective regeneration of high-value parts.
- Increased reliability due to predictable properties of the hardfaced layer (hardness, adhesion, wear resistance).
- Increased productivity through conscious management of bead geometry, blending, and dilution without excessive increase in heat input.
- The possibility of robotization and standardization (WPS/WPQR), based on methodical experiment planning and statistical analysis.
2. The Amount of Heat Introduced and Its Significance for the Hardfacing Process
- Formula (3) determines arc energy based on the welding/hardfacing current and arc voltage values:
- Equation (4) defines arc energy using instantaneous energy:
- Equation (5) defines arc energy using instantaneous power:
- Hardfacing efficiency—This is the mass of the hardfacing layer per unit of time, most often given in kg/h;
- Surface hardfacing efficiency—This is the surface area hardfaced per unit of time, m2/h;
- Width of the deposited layer in a single pass, mm;
- Thickness of the deposited layer in a single pass, mm.
3. Hardfacing Methods in Regeneration
3.1. Gas Hardfacing (Acetylene–Oxygen)
3.2. Manual Arc Hardfacing with Coated Electrode (Shielded Metal Arc Welding)
3.3. Arc Hardfacing with a Non-Consumable Electrode in an Inert Gas Shield (Gas Tungsten Arc Welding/Tungsten Inert Gas)
3.4. Arc Hardfacing with a Consumable Electrode in a Gas Shield (Gas Metal Arc Welding)
- MIG (metal inert gas)—Hardfacing in a chemically inert gas shield, i.e., argon (Ar), helium (He), or mixtures thereof.
- MAG (metal active gas)—Hardfacing in a shield of chemically active gases, such as CO2, H2, O2, N2, and NO, used alone or as additives to Ar or He.
- Short-circuit metal transfer mechanism—Low heat input, low penetration and dilution; beneficial for thin layers and constrained positions;
- Globular metal transfer mechanism—Larger droplets, moderate stability, increased splatter;
- Spray metal transfer mechanism—High stability and efficiency, high fusion;
- Pulsed-spray mechanism—Controlled droplet detachment in an electrical pulse; compromise: stable spraying with reduced heat input;
- Rotational metal transfer mechanism—Droplet separation due to the rotational momentum of the liquid column; used in special configurations.
- Varieties with reduced heat, e.g., cold metal transfer (CMT)—an advanced welding/hardfacing method, a development of the MIG/MAG process, which uses the forward and backward movement of the welding wire to precisely control the metal transfer process)—combine stable spraying with a low heat input, which helps to reduce dilution and improve geometry [47,48,49];
3.5. Submerged Arc Hardfacing Under Flux (Submerged Arc Welding)
- Shielding—This completely isolates the arc and weld pool from the atmosphere.
- Metallurgical—This refines liquid metal, affecting oxygen/nitrogen content and modifying the chemical composition of welds (e.g., by transferring Si, Mn).
- Technological—This stabilizes the arc, shapes the face, and reduces the rate of heat dissipation, which affects bead formation and temperature distribution.
- Oscillation (pendulum motion) of the head, transversely to the direction of hardfacing, allows us to reduce the depth of penetration, reduce flux consumption, and at the same time increase productivity;
- SAW with filler (additional powder/chips fed into the weld pool) increases the deposition rate;
- Additional wire (cold or hot-wire) increases productivity without a proportional increase in arc energy;
- Multi-electrode systems (tandem, twin, multi-wire) increase efficiency and bead width with profile and fusion control.
- Advantages: Very high efficiency and homogeneity of beads, high metallurgical purity of welds, safe working conditions (invisible arc), and extensive possibilities for mechanization/automation;
- Limitations: The need to work in a downward position (or wall-mounted position with flux protection), increased substrate metal content in the weld and a wide heat-affected zone, lack of direct observation of the weld pool during the process, and higher costs of specialized equipment and accessories.
3.6. Plasma Hardfacing
3.7. Laser Beam Hardfacing (Laser Cladding/Laser Metal Deposition)
- Material and metallurgical—A wide range of welds, including Ni/Co/Fe-based alloys (including stellites and Inconel), stainless and tool steels, and metal matrix composite (MMC), i.e., composite weld metals (Ni/Co/Fe matrix) containing dispersed particles of tungsten carbide (WC) or WC cermet with cobalt binder (WC-Co), which are designed for use in conditions of severe abrasion/erosion. The appropriate selection of the hardfacing process and parameters is aimed at minimizing particle dilution and degradation (dissolution/decarburization), ensuring high tribological resistance with stable adhesion to the substrate;
- Process and quality—Process maps and “technological windows” limiting the following typical non-conformities: porosity (powder quality/atmosphere, deposition speed), cracks (residual stresses, hot brittleness), spatter/powder loss (jet aerodynamics), and excessive melting (power/focus selection). This indicates the effectiveness of the following strategies: substrate heating, interpass temperature control, remelting, trajectory and overlap shaping, and modification involving the feeding of two powders;
- Modeling and control—Hybrid models predicting geometry and temperature fields, i.e., analytical models using the finite element method (FEM) or computational fluid dynamics (CFD), machine learning correlations (data-driven) for parameter selection, and surveillance systems (coaxial camera, color pyrometry) coupled with quality control algorithms during the hardfacing process.
3.8. Other Methods of Regenerative Hardfacing
3.9. Critical Assessment of the State of Research: Trends, Contradictions, and Limitations of Data Comparability
- Energetization of process description—The growing role of energy input metrics (linear, mass, and volumetric) as organizing parameters and as a basis for transferring results between processes and workstations.
- Reduction in dilution and control of the transition zone—Increased interest in strategies that minimize the proportion of substrate metal in the weld and stabilize the geometry/fusion, as these parameters strongly determine the microstructure and functional properties (especially the wear resistance and corrosion behavior of protective layers).
- Shift in emphasis from set parameters to achieved (actual) parameters—increased importance of resultant and intermediate parameters (e.g., dilution, weld cross-sectional area, process stability indicators, non-conformities), which are a more direct link to PSP than current and voltage settings alone.
- Incompatibility of energy metrics (different definitions and methods of calculating heat input, different assumptions regarding source efficiency);
- Lack of control or reporting of boundary conditions (preheating, inter-stitch temperature, thickness/thermal mass of the element, heat dissipation);
- Variability of dilution and stitch geometry (the same settings do not necessarily lead to the same melt volume and the same D);
- Differences in filler material and its form (solid wire vs. powder vs. powder) and in the multi-layer strategy.
- Energy metrics and their definitions—Part of the publication does not specify whether heat input was calculated from average values or instantaneous values, does not provide sampling frequencies, and does not indicate assumptions regarding thermal efficiency/effectiveness. This results in a situation where the same numerical value in kJ/mm may refer to different metric designs, and thus to incomparable energy states of the process.
- The boundary conditions of the heat cycle are often overlooked—Interpass temperature, preheating, cooling method, workpiece clamping, and the geometric characteristics of the sample (thickness/thermal mass). The lack of this data makes it impossible to interpret differences in the heat-affected zone, microstructure, and deformations as a function of the energy supplied alone.
- Dilution and geometry of the weld—In many studies, dilution is reported without indicating the method of determination (field definition, number of cross-sections, location of cross-sections, uncertainty), and weld geometry parameters are presented selectively. Meanwhile, D and geometry are critical PSP links for steel substrates.
- Microstructure description and quantitative structural measures—The description is often limited to qualitative images without quantitative characteristics (phase fraction, particle/column size distribution, hardness as a function of distance from the fusion line). This makes it difficult to establish reliable structure–property relationships.
- Methodology for testing functional properties—Comparisons of wear or corrosion resistance are often hampered by inconsistent test conditions (tribological configuration, load, friction path, counter sample, environment and corrosion exposure time, surface preparation). There is also a lack of consistent reporting of result dispersion (number of repetitions, deviations, confidence intervals).
- Energy metrics with definitions (calculation variant, instantaneous vs. average values, efficiency/assumptions);
- Full thermal context (preheat, interpass, component geometry, cooling/clamping conditions);
- Parameters achieved: dilution (with determination method), weld geometry, heat-affected zone, defects;
- Quantitative characteristics of the structure (hardness profile, phase/carbide content, transition zone features);
- Explicit functional test conditions and statistical evaluation of the repeatability of results.
4. From Process Parameters to Technological Quality and Performance Characteristics
4.1. Benefits and Drawbacks of the Feedstock Materials for Hardfacing
- The chemical composition and dilution of the hardfacing.
- Solidification mechanisms and phase transformations (and thus, microstructure).
- Susceptibility to defects (e.g., cracks, porosity, lack of fusion).
- Functional properties (wear resistance, corrosion resistance, fatigue life, adhesion).
- Design possibilities (including composites and phase additives).
- Process compatibility (arc/jet stability, susceptibility to automation).
- Metallurgical and technological quality (dilution, heat-affected zone, defects, repeatability).
- Economics and logistics (cost, availability, storage, health and safety requirements).
4.2. Key Indicators of Technological Quality
- Uneven heating and cooling (hot weld + cool substrate → during cooling, the weld shrinks but is “held” by the substrate ⇒ tensile stresses in the layer and/or heat-affected zone, compressive stresses in other areas, the system balances itself);
- Phase transformations (e.g., austenite → martensite/bainite) accompanied by a change in volume;
- Sequence of bead/layer deposition and interpass cooling cycles.
4.3. Performance Indicators and Their Dependence on Technological Quality
- Austenitic stainless steels (e.g., 304L/316L) and duplex steels: An increase in D reduces the effective Cr/Mo/N content in the weld (especially in the first layer), which impairs local corrosion resistance. In this group, PREN (pitting resistance equivalent number) indices are often cited, which approximately rank the influence of passivating elements on susceptibility to pitting corrosion. A decrease in the Cr/Mo/N content due to dilution translates into a decrease in the passivation potential of the layer. At the same time, thermal cycling and dilution can disturb the phase equilibrium (important for duplex) and generate zones of increased corrosion susceptibility near the fusion line.
- Co-based alloys (e.g., stellite): In many applications, they combine wear resistance with good stability in corrosive environments and/or at elevated temperatures, but their protective effectiveness also depends on maintaining the composition in the layer and limiting local discontinuities (porosity, micro-shrinkage), and material costs often force the optimization of thickness and number of layers.
- Fe-Cr alloys and Fe-Cr-(Mo, Ni) systems: Corrosion resistance is strongly related to the minimum Cr content in the layer. Dilution can locally reduce the Cr content below the effective passivation threshold, while uneven stitch geometry and surface roughness can create sites for crevice/pitting corrosion initiation.
- Composite systems (metallic matrix + hard phase): The presence of hard phases increases wear resistance but may introduce micro-pores/discontinuities and local galvanic cells. In such layers, corrosion behavior is determined by matrix continuity, tightness, and chemical homogeneity on a local scale, which remain sensitive to D and the stitching strategy.
5. Conclusions
- Technological windows for the process of hardfacing on steel substrates with difficult weldability using the GMAW method. The current state of research does not provide complete, experimentally verified ranges of settings I, U, v, contact tip to work distance (CTWD), and shielding gas composition/flow for surfacing steel with difficult weldability. This results in large fluctuations in D, heat-affected zone width, and surface smoothness. In PSP logic, this means that there is no stable transition from process descriptors → process effects, which makes it impossible to predict the performance properties. The priority is to develop process maps and practical setting cards based on WPS/WPQR, with clear acceptance criteria: target D range, no LOF, and repeatable geometry.
- Composition of shielding mixtures—no quantitative thresholds. The effect of Ar-CO2 mixtures with added O2 on edge wetting, surface smoothness, and dilution is described mainly in qualitative terms in the literature. To generalize the PSP, it is necessary to determine the threshold content of components (CO2, O2), ensuring a simultaneous reduction in LOF and the required face topography when surfacing steel with increased hardenability.
- Limits of metal transfer modes for difficult-to-weld steels. The location of the boundaries between short-circuit, globular metal, and spray transfer as a function of U, v, wire diameter, and CTWD is not clearly defined for difficult-to-weld steels. The lack of this data limits the possibility of reducing the energy input without increasing the risk of LOF and porosity, thus hindering the simultaneous control of two key PSP nodes: Q-D-LOF.
- CTWD and current intensity as variables controlling short-circuit dynamics and dilution. The contact tip to work distance and the current intensity determine the dynamics of short circuits, droplet size, splashing, penetration depth, and, indirectly, dilution. A methodology for selecting CTWD for a specific wire diameter and source characteristics is required, formulated as a technological compromise: minimization of LOF ↔ minimization of D.
- Deficit of multi-response models of technological quality. Statistical models simultaneously covering D, weld geometry, porosity, and surface roughness are rare. In terms of CE, local process models (material–wire–gas–source) are desirable, which will enable the selection of settings that ensure the reduction in energy input while meeting quality criteria (no LOF, porosity control, acceptable face topography).
- Preheat and interpass—compromise between heat-affected zone ↔ D ↔ deformation. Increasing the preheat and interpass temperatures reduces the tendency for hardening structures and cracks in the heat-affected zone but may increase D and deformation. It is necessary to determine the functional relationships linking these temperatures with the base metal content and deformations as a function of the geometry of the component and the cooling conditions, which has a direct impact on the reliability of the regeneration of high-value components.
- Welds layout strategy, stresses, and fatigue life. Coverage, oscillation, welds layout sequence, and cooling intervals determine the distribution of residual stresses and deformation and consequently, fatigue life. For steels with difficult weldability, there is a lack of quantitative data linking the welds strategy to stresses and durability, which limits the informed design of regeneration in critical nodes.
- Feedstock material form—no comparisons at the same heat input. Solid wires, metal powders, and flux-cored wires differ in heat balance, face cleanliness, slag presence, melting efficiency, and dilution, which affects the finishing costs. There is a lack of systematic comparisons conducted at the same linear energy value and controlled conditions that would allow for an unambiguous assessment of quality–economic trade-offs under CE conditions.
- No consistent correlations: D and geometry → hardness/wear/corrosion resistance. In the literature, dilution and stitch geometry are not consistently linked to hardness, abrasion resistance, and pitting corrosion resistance within a single model. Quantitative correlations are needed, including tribocorrosion conditions, to enable the design of coatings based on operational criteria, rather than solely on geometric correctness.
- LOF as a critical criterion for joint reliability. The reliability of welded joints and connections between welds requires the elimination of lack of fusion (LOF), while maintaining a minimum penetration depth and the lowest possible D. This regime promotes welds’ composition stability and reduces heat-affected zone hardening and cracking, which is reflected in the PSP table by the dominant coupling between the metallurgical quality of the joint and its functional durability.
- Preferred technologies for high-hardenability substrates. For high-hardenability steels, technologies that reduce the heat input and D (e.g., pulsed GMAW, PTA, LC/LMD) with strict interpass temperature control and, if necessary, interpass rolling, are advantageous. These approaches reduce the risk of unfavorable structures in the heat-affected zone, promote homogeneity of welds, and can improve the corrosion and fatigue resistance of refurbished components.
- Definition and function of “technological windows” in CE. The limits of acceptance of process parameters (“technological windows”) should be defined using multiple criteria: ensuring that minimum performance requirements are met (tribological resistance, corrosion resistance, adhesion, fatigue life) while maintaining high technological quality (low D, repeatable geometry, no LOF, and limited porosity) and acceptable deformations. In practice, this means that the technological window is determined not only by the heat input range, but also by a set of criteria indicated in the PSP table, which is a prerequisite for the implementation of regeneration as a CE tool on an industrial scale.
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Conflicts of Interest
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| Method No. | Welding/Hardfacing Method | Coefficient k |
|---|---|---|
| 121 | Submerged arc welding with wire electrode (SAW) | 1.0 |
| 111 | Manual-arc welding with a covered electrode (MMA) | 0.8 |
| 131 | Metal inert gas (MIG) welding | 0.8 |
| 135 | Metal active gas (MAG) welding | 0.8 |
| 114 | Flux-cored wire metal-arc welding without gas shield | 0.8 |
| 136 | Flux-cored wire metal-arc welding with active gas shield | 0.8 |
| 137 | Flux-cored wire metal-arc welding with inert gas shield | 0.8 |
| 138 | Metal-cored wire metal-arc welding with active gas shield | 0.8 |
| 139 | Metal-cored wire metal-arc welding with inert gas shield | 0.8 |
| 141 | Tungsten inert gas (TIG) welding | 0.6 |
| 15 | Plasma arc welding (PAW) | 0.6 |
| General description | Solid electrodes/wires/rods—this group of feedstock includes shielded metal arc welding (SMAW) electrodes, solid wires for GMAW/MAG and GTAW (mechanically fed), and rods for gas metal arc welding/GTAW. Their chemical composition is achieved by using a homogeneous metal without a “powder charge” in the core. |
| Advantages | High repeatability of composition and homogeneity of feedstock (lower risk of segregation of components in feedstock). |
| Good feeding stability (in the case of solid wires) and high reliability in robotic applications. | |
| Relatively simple logistics (storage, batch traceability, lower risk of material degradation due to improper storage than with some powders). | |
| Predictable behavior in the process (especially in GMAW/MAG), which promotes WPS/WPQR qualification and standardization. | |
| Limitations | Limited freedom in designing microstructure compared to powder feedstock (it is more difficult to introduce high proportions of hard phases/composites, e.g., carbides, in a technologically stable manner). |
| Less flexibility in shaping the chemical composition (especially for high-alloy brazing), where non-standard alloy systems or mixtures of components with different melting points are required. | |
| Depending on the method, greater sensitivity to dilution and thermal effects (wider heat-affected zone, greater deformation) is possible, which results not so much from the form of the additional material as from the typical energy of arc processes used with solid wires. |
| General description | Flux-cored/metal-cored and powder-cored electrodes consist of a metal casing (mantle) filled with powder(s). In practice, there are powder wires for GMAW/MAG/FCAW (including rutile/basic/metallic varieties) and coated electrodes of a “powder” nature (similar functions: process stabilization, composition shaping, and weld pool protection). |
| Advantages | High flexibility in composition design: possibility of introducing alloying additives, hard phases, and metallurgical modifiers in a manner that is difficult to achieve with solid wire. |
| High deposition efficiency (often higher than for solid wires under comparable conditions), which facilitates the regeneration of large-size components. | |
| Possibility of improving performance properties (e.g., abrasion/erosion resistance) by controlling the proportion and morphology of reinforcing particles and the composition of the matrix. | |
| Additional process stabilization mechanisms (depending on the type of core and coating), which can reduce spatter and facilitate face shaping. | |
| Limitations | Risk of variability related to filling quality (homogeneity, moisture, powder bulk density, mantle tightness), which may affect the repeatability of composition and susceptibility to porosity. |
| Sensitivity to operating parameters (electrode extension, feed stability, synergistic settings)—critical for repeatability of dilution and weld geometry. | |
| In slag-containing variants, the need to remove slag and the risk of interpass inconsistencies in multi-layer welds if the procedure is not strictly followed. |
| General description | Powders are used in processes such as PTA, LC/LMD, electron beam deposition, thermal spraying, and cold spray. The powder can be a single-component alloy, mixed, or composite (e.g., metallic matrix + hard phase). |
| Advantages | Maximum freedom in material design: possibility to compose multi-component systems (e.g., matrix + carbides, borides), control grain size and particle morphology, and thus the microstructure and properties of the coating/weld. |
| Possibility of supplying components with different properties and particle sizes, which is particularly important for composite layers and for coatings with an exceptionally high wear resistance. | |
| In many powder processes, it is possible to limit dilution (especially in LC) and precisely control the heat-affected zone. | |
| Limitations | Powder quality requirements—particle size distribution, sphericity, flowability, bulk density, purity, and degree of oxidation—directly affect feeding stability and layer quality. |
| Sensitivity to storage conditions (moisture, oxidation) and risk of segregation in mixtures of powders with different densities and granulations. | |
| Greater complexity of equipment (dispensers, powder flow calibration, process gas system), which increases qualification costs and repeatability requirements. | |
| For spray and cold spray processes: no classic metallurgical fusion (depending on the method), which shifts the quality criteria from heat-affected zone/dilution to adhesion, porosity, oxidation, and lamellar cohesion. |
| General description | Strip electrodes and strips are mainly used in high-performance hardfacing processes (e.g., SAW strip cladding) to produce wide layers, often in protective applications (cladding) and surface restoration of large components. |
| Advantages | Very high deposition rate and surface coverage efficiency with large weld widths, which significantly reduces regeneration time. |
| Good repeatability of geometry under stable operating and automation conditions. | |
| Possibility of achieving layers of uniform thickness on large surfaces. | |
| Limitations | Limited geometric flexibility (less suitable for local repairs with complex geometry). |
| Typically, higher “thermal inertia” of the process (depending on parameters) and the need to control deformation on slender elements. | |
| Less freedom in shaping complex composite systems than in the case of powders and powder wire parts. |
| General description | Pre-applied powders and mixtures—powder or mixture is pre-applied to the substrate (e.g., as a powder layer, paste with binder, powder tape) and then melted or consolidated by an energy source (flame, arc in special variants, laser, electron beam). This solution is sometimes used when it is important to control the location of the material and limit losses. |
| Advantages | Very high composition flexibility (like powders) and the ability to create gradient or multi-component layers. |
| Good material utilization in local applications (less waste than in some powder feed solutions). | |
| Easier implementation in selected spot repairs and hard-to-reach areas. | |
| Limitations | Risk of heterogeneity in the thickness and composition of the initial layer (segregation, uneven distribution, variability in binder content), which may translate into porosity and variability in properties. |
| Sensitivity to the remelting process (overheating, excessive dilution, loss of volatile components/oxidation) requiring a careful procedure. | |
| An additional technological stage (preparation and consolidation of the layer), which increases time and operating costs. |
| Process Parameters and Conditions (P) | → | Structural Effect (S) | → | Consequence in Functional Properties (P) |
|---|---|---|---|---|
| ↓ Q (pulse/short circuit, ↑ v, thinner wire, proper gas) | ↓ p, ↓ D, narrower heat-affected zone, less segregation | ↑ corrosion resistance (less Fe in the weld), ↑ hardness (finer grain), lower risk of cracking in the heat-affected zone | ||
| Stable transfer (pulse/CMT), correct U | Smooth surface, no pores/possible lack of fusion | ↓ notches, ↑ fatigue, ↓ adhesive wear | ||
| Interpass temperature control, cooling breaks | Uniformity of the layer microstructure and heat-affected zone | Repeatable HV, smaller property gradients, ↓ deformations | ||
| Interpass rolling/remelting (material-less passage of the heat source over the previously laid weld, aimed at re-melting only the upper part of the layer and its recrystallization and then re-solidification) | Grain refining, profile alignment (height and waviness) | ↓ tensile RS, ↑ fatigue; more stable geometry of subsequent paths | ||
| Coaxial powder feed (LC)/PTA | Low D, narrow heat-affected zone, few pores | High adhesion and tribological resistance with small allowances | ||
| Increasing U (at constant I) | ↑ b, ↓ p, risk of spatter/pores if U is too high | Possible reduced adhesion and corrosivity (surface defects) | ||
| Excessive Q/spray metal transfer mechanism in welding arc (SAW/GMAW) | ↑ p, ↑ D, wide heat-affected zone | ≥2–3 layers required for final composition; ↑ risk of cracks/deformation |
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Czapiewski, W.; Pałubicki, S.; Plichta, J.; Nadolny, K. State of Knowledge in the Field of Regenerative Hardfacing Methods in the Context of the Circular Economy. Appl. Sci. 2026, 16, 792. https://doi.org/10.3390/app16020792
Czapiewski W, Pałubicki S, Plichta J, Nadolny K. State of Knowledge in the Field of Regenerative Hardfacing Methods in the Context of the Circular Economy. Applied Sciences. 2026; 16(2):792. https://doi.org/10.3390/app16020792
Chicago/Turabian StyleCzapiewski, Wiesław, Stanisław Pałubicki, Jarosław Plichta, and Krzysztof Nadolny. 2026. "State of Knowledge in the Field of Regenerative Hardfacing Methods in the Context of the Circular Economy" Applied Sciences 16, no. 2: 792. https://doi.org/10.3390/app16020792
APA StyleCzapiewski, W., Pałubicki, S., Plichta, J., & Nadolny, K. (2026). State of Knowledge in the Field of Regenerative Hardfacing Methods in the Context of the Circular Economy. Applied Sciences, 16(2), 792. https://doi.org/10.3390/app16020792

