3D Weld Overlay-Based Direct Metal Rapid Manufacturing (WAAM) Technology
1. Definition and Fundamental Principles
3D Weld Overlay-Based Direct Metal Rapid Manufacturing Technology, commonly referred to in the international industry as Wire Arc Additive Manufacturing (WAAM), is a subset of additive manufacturing processes that employs welding heat sources—typically MIG (GMAW), TIG (GTAW), or plasma arc—to deposit molten metal wire layer by layer along a programmed toolpath, building three-dimensional metallic components directly from wire feedstock without the need for powder, molds, or subtractive tooling.
The fundamental principle relies on the controlled fusion of a continuously fed welding wire into a localized melt pool created by the arc. As the wire melts and solidifies, a new layer is formed. The welding torch, guided by a CNC motion system (typically 5-axis), then repositions to deposit the next layer with a programmed interlayer spacing and travel speed. The resulting solidified layer serves as the substrate for the subsequent layer, progressively building up the part geometry layer by layer.
Unlike conventional welding, which is intended for joining two or more pre-formed parts, WAAM treats the welding process as a material deposition tool. The key differentiator is the integration of real-time motion control, thermal monitoring, and geometric programming with the welding process to achieve dimensional accuracy, surface finish, and metallurgical quality comparable to conventional manufacturing for many applications.
2. Category and Business Positioning3D Weld Overlay-Based Direct Metal Rapid Manufacturing Technology occupies a unique strategic position within Cladding Technology Shanxi Co., Ltd.'s capability portfolio. The company's three primary technology routes—TIG/MIG weld overlay, hydraulic explosive bonding, and explosion welding—address traditional clad plate, clad pipe, and overlay repair applications. WAAM technology extends these core competencies into the additive manufacturing domain, leveraging the company's deep expertise in weld metallurgy, wire selection, heat input control, and weld quality assurance.
The business positioning of WAAM within the company is as follows:
- Technology Extension: WAAM is a direct evolution of the company's MIG and TIG weld overlay capabilities. The metallurgical knowledge, wire selection expertise, and weld inspection protocols developed over years of overlay work translate directly into WAAM process development.
- Product Diversification: WAAM enables the company to manufacture complex 3D metallic components—such as large-scale molds, tooling inserts, wear parts, and structural components—that are beyond the scope of traditional clad plate or overlay repair services.
- Service Differentiation: By offering rapid prototyping and low-volume production of custom metallic parts, the company can serve customers who require short lead times, complex geometries, or specialized materials that are difficult to source through conventional supply chains.
- Qualification Building: WAAM process qualification generates proprietary WPS and PQR data that strengthen the company's overall qualification portfolio and demonstrate advanced manufacturing capability to prospective customers.
3. Technical Purpose and Value
The adoption of 3D weld overlay-based direct metal rapid manufacturing serves several critical technical purposes:
3.1 Rapid Prototyping and Design Iteration
WAAM enables the rapid fabrication of functional metallic prototypes with lead times of days rather than weeks or months. For customers in mold and die, aerospace, and energy sectors, this dramatically accelerates the design-validation cycle. A mold insert that would require 6–8 weeks of machining from a steel billet can be WAAM-built in 2–5 days, allowing for rapid design iteration and customer feedback incorporation.
3.2 Complex Geometry Realization
WAAM can produce internal channels, conformal cooling passages, and complex 3D geometries that are extremely difficult or impossible to achieve through conventional machining. This is particularly valuable for injection molds, where conformal cooling channels reduce cycle times by 20–50% compared to traditional drilled-hole cooling.
3.3 Material Efficiency and Sustainability
Compared to conventional machining, WAAM achieves material utilization rates of 80–90%, compared to 5–20% for subtractive machining of complex parts. This translates to significant cost savings on expensive materials (e.g., tool steels, superalloys, titanium alloys) and reduced environmental impact.
3.4 Functional Grading and Multi-Material Deposition
WAAM can switch wire feedstock mid-build, enabling functionally graded components. For example, a wear-resistant overlay layer can be deposited on top of a ductile structural substrate, creating a single component with optimized surface and bulk properties. This capability directly leverages the company's expertise in clad plate metallurgy and overlay material selection.
3.5 Repair and Restoration
WAAM can be used for the restoration of worn or damaged components by rebuilding material to specification. This is particularly valuable for large components (e.g., turbine blades, ship propellers, mining equipment) where replacement is prohibitively expensive.
4. Key Process and Implementation Points
4.1 Process Parameters
The WAAM process is governed by a set of interdependent parameters that must be carefully controlled to achieve the desired dimensional accuracy, surface finish, and metallurgical quality. The following table summarizes typical parameter ranges for MIG-based WAAM (the most common configuration):
| Parameter | Typical Range (MIG WAAM) | Influence |
|---|---|---|
| Wire Diameter | 1.0 – 2.0 mm | Larger diameter increases deposition rate but reduces layer resolution |
| Wire Feed Speed | 3 – 12 m/min | Controls deposition rate and bead geometry |
| Arc Current | 100 – 300 A | Higher current increases penetration and deposition rate |
| Travel Speed | 100 – 600 mm/min | Controls bead width and overlap; too fast causes underfill, too slow causes excessive heat input |
| Interlayer Spacing | 0.3 – 0.8 × bead width | Controls bead overlap; insufficient overlap causes gaps, excessive overlap causes undercut |
| Interlayer Time | 0 – 30 s (or temperature-controlled) | Affects interlayer temperature; critical for residual stress control |
| Shielding Gas | Ar, CO₂, or Ar/CO₂ mix | Affects arc stability, spatter, and metallurgical properties |
| Travel Height | 5 – 15 mm | Maintains consistent arc length; critical for process stability |
4.2 Toolpath Planning and Slicing
WAAM requires a digital model (typically STEP or STL format) to be converted into a set of 2D contour paths at each layer height. This slicing process determines the deposition sequence, which directly affects residual stress distribution, dimensional accuracy, and build quality. Key considerations include:
- Build Orientation: The orientation of the part relative to the build direction significantly affects residual stress, surface finish, and post-processing requirements. Optimizing build orientation is critical for minimizing distortion and maximizing mechanical properties.
- Support Structure: Unlike powder-based AM, WAAM cannot easily build overhangs without support. Support structures or build fixtures must be designed for parts with significant overhangs or cantilevers.
- Infill Strategy: The internal fill pattern (e.g., contour, zigzag, spiral) affects mechanical properties, thermal distortion, and build time. For structural components, a dense infill is required; for molds, a hollow or reduced-density infill may be acceptable.
- Layer Height: Typical layer heights range from 1.0 to 2.5 mm for standard wire diameters. Smaller layer heights improve surface finish and dimensional accuracy but increase build time.
4.3 Thermal Management and Residual Stress Control
Thermal management is the most critical technical challenge in WAAM. The rapid solidification of each layer on top of the still-warm previous layer creates significant thermal gradients, leading to residual stresses, distortion, and potentially cracking. Key control strategies include:
- Preheating: Substrate preheating to 100–300°C reduces thermal gradients and minimizes residual stress. The preheat temperature is material-dependent and must be specified in the WPS.
- Interlayer Temperature Monitoring: Real-time temperature monitoring (via infrared pyrometry or embedded thermocouples) allows for dynamic adjustment of interlayer time or travel speed to maintain the interlayer temperature within a specified window (typically 100–400°C for steels).
- Stress Relief Heat Treatment: Post-build stress relief annealing (e.g., 600–700°C for 1–4 hours for low-carbon steels) is typically required to reduce residual stresses to acceptable levels.
- Build Sequence Optimization: Symmetric build sequences, strategic placement of sacrificial material, and controlled deposition direction can minimize warping and distortion.
4.4 Material Selection
WAAM is compatible with a wide range of metallic materials. The following table summarizes common WAAM materials and their typical applications:
| Material Category | Example Grades | Typical Applications | Key Considerations |
|---|---|---|---|
| Low-Carbon Steel | AISI 1045, AISI 1020, Q345 | Structural components, tooling, fixtures | Low cracking susceptibility; good weldability |
| Tool Steel | AISI D2, AISI H13, AISI A2 | Molds, dies, wear parts | High carbon content increases cracking risk; requires preheating and controlled cooling |
| Stainless Steel | AISI 304, AISI 316L, AISI 309 | Chemical processing components, sanitary parts | Good weldability; intergranular corrosion risk in sensitized zones |
| Aluminum Alloy | Al 6061, Al 7075 (with compatible wire) | Aerospace brackets, lightweight structures | High thermal conductivity causes rapid heat dissipation; hot cracking susceptibility |
| Nickel Superalloy | Inconel 625, Inconel 718 | Turbine components, high-temperature parts | High cost; excellent high-temperature properties; HIP treatment often required |
| Copper Alloy | Cu-Cr-Zr, Bronze | Electrical components, molds (high thermal conductivity) | Excellent thermal conductivity; oxidation control critical |
4.5 Post-Processing
WAAM-built parts typically require post-processing to achieve final dimensional accuracy and surface finish. The post-processing sequence depends on the application:
- Stress Relief Heat Treatment: Required for most structural applications to reduce residual stresses. Parameters are specified in the WPS and validated through PQR.
- Hot Isostatic Pressing (HIP): Recommended for critical components (especially superalloys and high-strength steels) to close internal porosity and improve fatigue life.
- Machining: CNC milling, turning, or grinding to achieve final dimensions and surface finish. WAAM parts are designed with machining allowances (typically 3–10 mm per side).
- Heat Treatment: For tool steels and other materials requiring hardening, tempering, or solution treatment. The WAAM microstructure may differ from wrought material, requiring modified heat treatment parameters.
- Surface Finishing: Shot peening, polishing, or chemical etching for surface integrity and cosmetic requirements.
5. Applicable Standards and Acceptance Criteria
5.1 International Standards for Additive Manufacturing
- ISO 52900 (Additive Manufacturing — General — Terminology): Defines standard terminology for additive manufacturing processes, including WAAM.
- ISO 52917 (Additive Manufacturing — General — Design for Additive Manufacturing): Provides guidelines for designing parts for additive manufacturing, including build orientation, support, and tolerance considerations.
- ISO 10448 (Additive Manufacturing — General Requirements for Wire Arc Additive Manufacturing): Specifies general requirements for WAAM processes, including equipment, materials, process parameters, and quality assurance.
- ASTM F3300 (Standard Specification for Additive Manufacturing Using Directed Energy Deposition): Covers directed energy deposition (DED) processes, which include WAAM, specifying requirements for materials, processes, and testing.
- ASTM F2924 (Standard Specification for Laser Net Shape Additive Manufacturing): While primarily for powder-based AM, provides useful testing and acceptance criteria frameworks applicable to WAAM.
- SAE J2917 (Standard Practice for Additive Manufacturing Terminology): Automotive industry standard for AM terminology.
5.2 Welding Standards Applicable to WAAM
Because WAAM is fundamentally a welding process, the company's existing welding qualification framework is directly applicable:
- ASME Section IX: Governs welding procedure qualification and performance qualification. WAAM WPS must be qualified per ASME Section IX (or equivalent) with appropriate essential variables.
- ASME Section VIII, Division 1 & 2: For pressure vessel applications, WAAM-built components must comply with ASME BPV Code requirements.
- API 1104 / API 16F: For piping and flare applications, WAAM procedures must be qualified per API standards.
- EN ISO 15614 (Qualification Tests for Welding Procedures for Metallic Materials): European standard for weld procedure qualification, applicable to WAAM.
- GB/T 985 (Welding Procedure Specification): Chinese national standard for welding procedure specifications, applicable to WAAM in the Chinese market.
- GB/T 3375 (Additive Manufacturing — Terminology): Chinese national standard for AM terminology.
- NB/T 47014 (Qualification Tests for Welding Procedures for Metallic Materials): Chinese industry standard for welding procedure qualification in the pressure vessel industry.
5.3 Material and Testing Standards
- ASTM A370 / ASTM E8: Tensile testing of metallic materials.
- ASTM E10 / ASTM E92: Hardness testing (Rockwell, Brinell, Vickers).
- ASTM E23 / ASTM E1820: Charpy V-notch impact testing.
- ASTM E165: Magnetic particle testing for surface defect detection.
- ASTM E164 / ASTM E1417: Liquid penetrant testing.
- ASTM E2317 / ASTM E2130: Ultrasonic testing for internal defect detection.
- ASTM E1444: Radiographic testing.
- ASTM E396 / ASTM E397: Chemical analysis of metallic materials.
5.4 Acceptance Criteria
Acceptance criteria for WAAM-built components are typically defined in the applicable code or customer specification. For pressure vessel and piping applications, acceptance criteria follow ASME Section VIII or API 1104. For general structural applications, acceptance criteria may follow ISO 5817 (Quality Levels for Welds in Steel, Cast Iron, and Nickel Alloys) or customer-specific requirements. Key acceptance parameters include:
- Dimensional Tolerance: Typically ±0.5–2.0 mm for as-built dimensions, depending on part size and application.
- Surface Roughness: As-built surface roughness is typically Ra 20–60 μm; post-machining can achieve Ra 0.8–3.2 μm.
- Internal Defects: Porosity, lack of fusion, and inclusions must be within the limits specified by the applicable code (e.g., ASME Section VIII acceptance limits for radiographic testing).
- Mechanical Properties: Tensile strength, yield strength, elongation, and impact energy must meet or exceed the specified requirements for the base material or component specification.
- Hardness: Must be within the specified range for the material and heat treatment condition.
6. Common Risks and Controls
6.1 Residual Stress and Distortion
Risk: WAAM processes generate high residual stresses due to rapid heating and cooling cycles. If not controlled, these stresses can cause distortion, warping, or even cracking during or after the build.
Controls:
- Implement interlayer temperature monitoring and control (maintain interlayer temperature within specified range).
- Use symmetric build sequences and strategic sacrificial material to balance thermal gradients.
- Perform stress relief heat treatment post-build per WPS specifications.
- Validate distortion through FEA simulation and compare with as-built measurements.
- Design fixtures that constrain the part during build to minimize distortion (with allowance for thermal expansion).
6.2 Cracking
Risk: Hot cracking (solidification cracking) and cold cracking (hydrogen-induced cracking) are significant risks, particularly for high-carbon steels, high-strength steels, and aluminum alloys.
Controls:
- Select appropriate wire material with controlled sulfur, phosphorus, and hydrogen content.
- Use preheating and controlled cooling rates to minimize cracking susceptibility.
- Optimize process parameters (current, travel speed, interlayer temperature) to control solidification rate and cooling rate.
- For high-strength steels, use low-hydrogen shielding gas and dry wire storage.
- Perform post-build NDT (MPI, UT, or RT) to detect any cracking.
6.3 Porosity
Risk: Gas porosity and shrinkage porosity can form due to inadequate shielding, wire contamination, or rapid solidification.
Controls:
- Ensure adequate shielding gas coverage and flow rate (typically 15–25 L/min for MIG WAAM).
- Use clean, dry wire feedstock stored in controlled conditions.
- Optimize process parameters to control solidification rate and minimize shrinkage.
- Consider HIP treatment for critical components to close internal porosity.
- Perform NDT (UT, RT) to detect and quantify porosity.
6.4 Dimensional Inaccuracy
Risk: Accumulation of layer-to-layer dimensional errors, thermal distortion, and process instability can result in significant dimensional deviations from the design model.
Controls:
- Use high-precision CNC motion systems with closed-loop control.
- Implement in-process monitoring (e.g., optical or laser scanning) to detect and correct dimensional deviations in real time.
- Design with adequate machining allowances (typically 3–10 mm per side).
- Validate dimensional accuracy through post-build metrology (CMM, laser scanning).
- Optimize toolpath planning and build orientation to minimize distortion.
6.5 Metallurgical Inhomogeneity
Risk: WAAM microstructure can vary significantly between layers, at layer boundaries, and between the as-built and heat-treated conditions. This inhomogeneity can affect mechanical properties and service performance.
Controls:
- Develop and qualify WPS with consistent process parameters to minimize layer-to-layer variation.
- Perform post-build heat treatment to homogenize microstructure and reduce residual stress.
- Conduct metallurgical evaluation (metallography, microhardness mapping, SEM) to characterize microstructure and validate homogeneity.
- For critical applications, consider HIP treatment to improve microstructural uniformity.
7. Application Scenarios Across the Company's Technology Routes
7.1 Integration with TIG/MIG Weld Overlay
WAAM technology is a direct extension of the company's TIG and MIG weld overlay capabilities. The following applications demonstrate the synergy between WAAM and traditional overlay technology:
- Complex Overlay Components: While traditional weld overlay is limited to surface coatings on flat or simple geometries, WAAM can deposit overlay material on complex 3D surfaces, creating conformal coatings that follow the part geometry. This is valuable for components with complex internal channels or irregular surfaces.
- Functionally Graded Components: WAAM can deposit multiple materials sequentially, creating functionally graded components. For example, a base layer of ductile steel can be deposited, followed by intermediate transition layers, and topped with a wear-resistant or corrosion-resistant overlay layer. This leverages the company's expertise in clad plate metallurgy and material selection.
- Rapid Prototype Overlay Development: WAAM can be used to rapidly fabricate test coupons with different overlay material combinations and process parameters, accelerating the development of new overlay WPS and PQR qualifications.
- Large-Scale Overlay Repair: For large components with significant material loss (e.g., worn dies, damaged molds), WAAM can rebuild material to specification more efficiently than manual welding, with better dimensional control and reduced labor time.
7.2 Integration with Hydraulic Explosive Bonding
While hydraulic explosive bonding (HEB) is a solid-state joining process that produces high-quality clad plates without fusion, WAAM complements HEB in the following ways:
- Post-Cladding Overlay: WAAM can be used to deposit additional overlay layers on HEB-produced clad plates, adding wear resistance, corrosion resistance, or functional properties to the clad surface. This creates a multi-functional component with the metallurgical bonding quality of HEB and the material versatility of WAAM.
- Repair of HEB Components: If an HEB-produced clad component is damaged in service, WAAM can be used to repair the damaged area by rebuilding material to specification. This extends the service life of expensive HEB components and reduces waste.
- Hybrid Manufacturing: HEB can produce the base clad plate, which is then used as a substrate for WAAM to build complex 3D components. This combines the superior metallurgical bonding of HEB with the geometric flexibility of WAAM.
- Material Qualification: WAAM can be used to rapidly fabricate test specimens from HEB-produced clad materials, enabling rapid qualification of these materials for new applications without the need for large-scale production runs.
7.3 Integration with Explosion Welding
Explosion welding produces high-quality clad plates through a high-velocity solid-state collision process. WAAM integrates with explosion welding in the following scenarios:
- Additive Clad Plate Production: For small quantities or custom sizes of clad plate, WAAM can be used as an alternative to explosion welding, depositing clad material directly onto a base plate. This is particularly valuable for short runs where explosion welding setup costs are prohibitive.
- Multi-Layer Clad Construction: WAAM can deposit multiple layers of different materials to create multi-layer clad components. For example, a base plate of carbon steel can be clad with stainless steel using WAAM, creating a corrosion-resistant surface without the need for explosion welding or roll bonding.
- Clad Pipe and Tube Repair: WAAM can be used to repair or rebuild the clad layer on explosion-welded clad pipes and tubes that have been damaged in service. This is particularly valuable for expensive clad pipes in oil and gas or chemical processing applications.
- Custom Clad Components: For components that require clad material in complex geometries (e.g., curved surfaces, internal channels), WAAM can deposit clad material directly onto the component, eliminating the need for fabrication from clad plate.
8. Qualification Building and Certification Strategy
8.1 WPS and PQR Development
Systematic development of Welding Procedure Specifications (WPS) and Performance Qualification Records (PQR) for WAAM is essential for building the company's qualification portfolio. The qualification strategy should include:
- Material Coverage: Qualify WPS for each material system intended for production (e.g., low-carbon steel, tool steel, stainless steel, superalloy). Each material system requires a separate WPS with appropriate essential variables.
- Process Parameter Coverage: Qualify WPS across the range of process parameters to be used in production (e.g., different wire diameters, current ranges, travel speeds). This ensures that production parameters are within the qualified range.
- Testing Requirements: Each PQR should include tensile testing, bend testing, hardness testing, impact testing (if required), chemical analysis, and NDT (MPI, UT, or RT). The testing requirements should be defined per the applicable code (ASME Section IX, EN ISO 15614, GB/T 985, NB/T 47014).
- Essential Variables: Identify and control all essential variables per the applicable code. For WAAM, essential variables typically include: material group, wire diameter, current range, voltage range, travel speed range, shielding gas composition, preheat temperature, interlayer temperature, and post-weld heat treatment.
8.2 Certification and Accreditation
To demonstrate compliance and build customer confidence, the company should pursue relevant certifications:
- ISO 9001: Quality management system certification demonstrating the company's commitment to quality and process control.
- ISO 3834 (Quality Requirements for Welding of Metallic Materials): Certification demonstrating compliance with international welding quality requirements. This is particularly important for customers in Europe and the Middle East.
- NADCAP (National Aerospace Defense Contractors Accreditation Program): For aerospace applications, NADCAP accreditation demonstrates compliance with aerospace-specific welding and AM requirements.
- ASME 'U' Stamp or 'S' Stamp: For pressure vessel fabrication, ASME stamp certification is required. WAAM-built pressure vessel components must be fabricated under ASME Section VIII stamping rules.
- API Q1 / API Q9: For oil and gas applications, API quality system certification demonstrates compliance with API quality requirements.
- ISO 13485: For medical device applications, ISO 13485 certification demonstrates compliance with medical device quality management requirements.
8.3 Process Validation and Capability Demonstration
Beyond formal qualification, the company should invest in process validation and capability demonstration to build customer confidence and differentiate from competitors:
- Process Capability Studies (Cp/Cpk): Conduct process capability studies on critical dimensions and mechanical properties to demonstrate process consistency and capability.
- Microstructural Characterization: Conduct detailed microstructural analysis (metallography, SEM, EDS, XRD) to characterize the WAAM microstructure and validate that it meets or exceeds the requirements for the intended application.
- Mechanical Property Benchmarking: Compare WAAM-built material properties with wrought and cast material properties to demonstrate equivalence or superiority.
- Service Performance Testing: Conduct accelerated service testing (e.g., wear testing, fatigue testing, corrosion testing) to validate WAAM component performance under service conditions.
- Case Studies and Reference Projects: Document successful WAAM projects with detailed case studies, including application description, process parameters, quality results, and customer feedback. These serve as powerful marketing and qualification tools.
9. Implementation Roadmap
To successfully implement 3D weld overlay-based direct metal rapid manufacturing technology, the company should follow a structured implementation roadmap:
- Phase 1 — Equipment and Infrastructure (Months 1–3): Acquire WAAM system (MIG-based, 5-axis CNC), install shielding gas supply, set up wire storage and handling, install interlayer temperature monitoring system, and configure toolpath planning software.
- Phase 2 — Process Development and Qualification (Months 3–6): Develop and qualify WPS/PQR for initial material systems (low-carbon steel, stainless steel, tool steel). Conduct process parameter optimization, microstructural characterization, and mechanical property testing.
- Phase 3 — Pilot Production and Validation (Months 6–9): Produce pilot parts for internal validation and customer demonstration. Conduct post-build NDT, dimensional metrology, and mechanical testing. Iterate on process parameters and post-processing procedures based on pilot results.
- Phase 4 — Certification and Accreditation (Months 6–12): Pursue ISO 9001, ISO 3834, and other relevant certifications. Submit WPS/PQR for third-party review and approval. Develop quality management procedures specific to WAAM production.
- Phase 5 — Commercial Production and Market Development (Months 9–18): Begin commercial WAAM production for initial customer applications. Develop marketing materials, case studies, and technical presentations. Expand material qualification to additional material systems based on customer demand.
10. Conclusion
3D Weld Overlay-Based Direct Metal Rapid Manufacturing (WAAM) technology represents a significant strategic capability for Cladding Technology Shanxi Co., Ltd. By leveraging the company's deep expertise in weld metallurgy, material selection, and quality assurance, WAAM extends the company's service offerings into the additive manufacturing domain, enabling rapid prototyping, complex geometry realization, material efficiency, and functional grading.
The technology's integration with the company's existing TIG/MIG weld overlay, hydraulic explosive bonding, and explosion welding capabilities creates a comprehensive manufacturing platform that addresses the full spectrum of clad and overlay applications—from traditional clad plate production to advanced 3D metallic component fabrication.
Systematic qualification building, certification pursuit, and process validation are essential to demonstrating compliance, building customer confidence, and establishing the company as a leader in WAAM technology. By following the implementation roadmap outlined above, the company can successfully deploy WAAM technology to deliver high-value products and services that meet the most demanding customer requirements.
Key Takeaway: WAAM is not a replacement for the company's existing technology routes but a powerful complement that extends the company's metallurgical expertise into the additive manufacturing domain. The synergies between WAAM and traditional clad/overlay technology create unique value propositions that differentiate the company in the market and open new revenue streams in high-growth sectors such as aerospace, energy, and medical devices.