Technical Resources

Architectural Appearance Optimization for Hot-Dip Galvanized Exposed Structural Steel

9.27.2018
12 minutes

The Architectural Galvanizing Opportunity

Contemporary architectural design increasingly embraces exposed structural steel as both functional framing and expressive design element, celebrating industrial materiality and structural honesty. Architects and engineers progressively specify hot-dip galvanizing for these architecturally exposed structural steel (AESS) applications, recognizing galvanized steel's distinctive aesthetic character, exceptional durability requiring minimal maintenance, and sustainability credentials supporting long-lifecycle building design philosophies.

However, a persistent misconception suggests batch hot-dip galvanizing cannot achieve the appearance consistency and surface quality standards required for prominent architectural applications. This perception stems from legitimate challenges: galvanized coating appearance variability from steel chemistry differences, cooling rate influences, and residual stress effects creates less predictable initial aesthetics compared to paint systems or other architectural finishes. Furthermore, surface conditions acceptable under ASTM A123 functional requirements—runs, dross inclusions, roughness, excess zinc—may not satisfy architectural appearance expectations for showcase elements.

Despite these challenges, achieving exceptional galvanized appearance quality for AESS applications is entirely feasible through systematic application of industry-developed categorical specification frameworks, comprehensive stakeholder communication protocols, optimized design detailing, and coordinated quality enhancement measures implemented collaboratively by designers, fabricators, and galvanizers.

Understanding AESS: Architecturally Exposed Structural Steel

AESS encompasses structural steel members visible in completed buildings where appearance quality affects architectural intent and occupant experience:

AESS Applications

Exterior Exposed Structure:

  • Bridge structural elements visible to public
  • Building facades incorporating exposed steel frames
  • Canopies and porte-cochères with exposed framing
  • Pedestrian overpasses and architectural walkways

Interior Exposed Structure:

  • Open-plan buildings celebrating structure (museums, transit facilities, civic buildings)
  • Retail and hospitality spaces featuring industrial aesthetic
  • Academic and institutional buildings with exposed framing
  • Residential and commercial loft conversions

Feature Elements:

  • Sculptural structural components
  • Monumental staircases
  • Decorative trusses and bracing
  • Architectural columns and beams

Viewing Distance and Quality Expectations

Viewer proximity substantially influences appearance quality requirements. Structural members viewed from 100 feet exhibit different quality thresholds than handrails touched and examined from inches away. This viewing distance principle underlies categorical specification approaches.

The AISC/CISC Categorical Framework

Recognizing the need for standardized communication about AESS quality expectations, the American Institute of Steel Construction (AISC) and Canadian Institute of Steel Construction (CISC) developed comprehensive categorical frameworks published in updated guidelines (AISC 2017, CISC 2011):

AESS Category Definitions

AESS 1: Basic Elements

Viewing Conditions:

  • Elements visible but not architecturally prominent
  • Distant viewing (>40 feet typical)
  • May receive heavy fireproofing or concealing coatings
  • Background structural members

Quality Level: Standard fabrication quality with basic surface preparation, sharp edges ground smooth, continuous weld appearance, and weld spatter removal

Cost Premium: 10-20% over conventional structural steel

Galvanizing Considerations: Standard ASTM A123 compliance adequate; no special aesthetic requirements beyond functional coating quality

AESS 2: Feature Elements Viewed at Distance Greater Than 20 Feet

Viewing Conditions:

  • Architecturally significant exposed elements
  • Viewing distance beyond 20 feet (6 meters)
  • Contributes to overall architectural composition
  • Casual observation rather than detailed scrutiny

Quality Level: Enhanced fabrication tolerances (one-half standard tolerances), welds uniform and smooth, fabrication marks minimized or removed, optional visual samples

Cost Premium: 25-30% over conventional structural steel

Galvanizing Considerations: Enhanced appearance coordination; may require selective component grouping, optimized venting/drainage, and post-galvanizing detailing of obvious imperfections

AESS 3: Feature Elements Viewed at Distance Less Than 20 Feet

Viewing Conditions:

  • Prominent architectural elements
  • Close viewing distance (under 20 feet/6 meters)
  • Detailed observation likely
  • Touchable surfaces in some applications

Quality Level: Strict fabrication tolerances, mill marks removed, butt and plug welds ground smooth and filled, HSS weld seams oriented for reduced visibility, cross-sectional surfaces aligned, joint gaps minimized, mandatory visual samples

Cost Premium: 40-75% over conventional structural steel

Galvanizing Considerations: Comprehensive aesthetic optimization required including material selection coordination, extensive post-galvanizing smoothing and detailing, selective blast cleaning before galvanizing, and rigorous quality control protocols

AESS 4: Showcase Elements

Viewing Conditions:

  • Signature architectural features
  • Intimate viewing and physical contact
  • Centerpiece design elements
  • Museum-quality presentation expectations

Quality Level: Premium fabrication including HSS seams made non-apparent, welds fully contoured and blended, surfaces filled and sanded, weld show-through minimized, all welded connections (bolts eliminated where possible)

Cost Premium: 100-150% over conventional structural steel

Galvanizing Considerations: Maximum aesthetic effort including potential multiple blast cleaning and smoothing cycles, premium steel selection with chemistry verification, optimized galvanizing sequence, extensive post-galvanizing finishing, and potential for partial galvanizing with selective masking

AESS C: Custom Elements

Definition: Elements with specific characteristics defined in contract documents not captured by standard categories

Specification Approach: Project-specific quality criteria explicitly documented

Cost Premium: Variable based on custom requirements

Strategic Category Application Across Projects

A critical principle of the categorical framework involves selective application of appropriate categories to different structural members within single projects:

Optimization Strategy

Tiered Quality Assignment:

Not all exposed steel requires identical appearance standards. Projects achieve cost-effective quality by matching categories to viewing conditions:

Example Building Application:

  • Roof framing (40+ feet above floor): AESS 1 - Basic elements acceptable as detail visibility is minimal
  • Upper-level framing (20-40 feet): AESS 2 - Feature quality adequate for distant viewing
  • Ground floor columns and beams (<20 feet): AESS 3 - Enhanced quality for close observation
  • Entry feature stair (intimate contact): AESS 4 - Showcase quality for signature element

Economic Benefit:

Applying uniform AESS 4 quality across an entire project would multiply costs prohibitively. Selective category assignment delivers architectural intent economically.

Cost Structure and Premium Analysis

Understanding cost premiums enables realistic budgeting and value engineering:

Baseline Cost Components

Standard Structural Steel Fabrication and Galvanizing: Baseline (100%)

Incremental Cost Additions

The AISC/CISC framework identifies cost premiums for specific quality enhancement characteristics:

Characteristics Included in Base Category Requirements:

These features come standard with category designation and are included in general cost premium:

  • Steel surface preparation (SSPC-SP 6 commercial blast cleaning)
  • Sharp edges ground smooth
  • Continuous weld appearance
  • Standard structural bolts
  • Weld spatter removal
  • Special care in fabrication and erection

Optional Enhancements Beyond Base Requirements:

Specific characteristics can be added to any category with associated incremental cost premiums:

Enhancement                                                                         Cost Premium

Visual samples                                                              +5-25%

One-half standard fabrication tolerances                  +5-15%

Fabrication marks not apparent                                  +5-15%

Welds uniform and smooth                                          +5-15%

Mill marks removed                                                      +5-15%

Butt and plug welds ground smooth and filled          +5-10%

HSS weld seam oriented for reduced visibility          +1-5%

Cross-sectional abutting surfaces aligned                +5-15%

Joint gap tolerances minimized                                  +5-10%

All welded connections (eliminating bolts)                +15-30%

HSS seam not apparent                                               +5-20%

Welds contoured and blended                                   +25-40%

Surfaces filled and sanded                                          +30-50%

Weld show-through minimized.                                   +5-20%

Galvanizing finish enhancement                                     +20-40%

Galvanizing Premium Explanation:

The 20-40% galvanizing premium reflects additional efforts beyond standard ASTM A123 compliance including:

  • Enhanced pre-galvanizing coordination
  • Selective component processing
  • Optimized bath parameters
  • Extended post-galvanizing inspection
  • Selective smoothing and detailing
  • Touch-up material selection for appearance matching
  • Quality documentation and verification

The Visual Sample Challenge

AISC/CISC guidelines require visual samples for AESS 3 and 4 categories, with optional samples for AESS 2. While samples demonstrate fabricator and galvanizer capability, critical limitations apply:

Sample Purpose and Value

Capability Demonstration: Samples verify that fabricator and galvanizer can:

  • Achieve specified fabrication quality
  • Execute galvanizing without excessive coating defects
  • Meet dimensional tolerance requirements
  • Deliver acceptable baseline appearance quality

Stakeholder Alignment: Samples facilitate discussion among architects, engineers, fabricators, and galvanizers regarding appearance expectations and achievability

Sample Limitations

Appearance Variability:

Expecting production articles to precisely match sample appearance proves unrealistic due to:

Steel Chemistry Variation: Different steel heats exhibit varying silicon and phosphorus content producing different coating appearances even under identical galvanizing parameters. Sample steel chemistry may not represent production steel chemistry.

Cooling Rate Effects: Ambient temperature, article mass, and handling during galvanizing affect cooling rates, which substantially influence coating appearance. Production articles with different geometries or processed under different ambient conditions will cool differently than samples.

Residual Stress: Steel manufacturing, cutting, forming, and welding induce residual stresses affecting zinc-iron reaction behavior. Production articles with complex geometries or extensive fabrication develop different stress patterns than simple samples.

Batch-to-Batch Variability: Identical articles galvanized simultaneously can exhibit appearance differences. Requiring exact appearance matching proves impossible to guarantee.

Realistic Sample Use

Acceptable Approach: Use samples to establish acceptable appearance range rather than exact target

Documentation: Photograph samples from multiple distances matching anticipated viewing conditions, documenting acceptable appearance variation

Multiple Samples: Request several samples showing appearance variation range rather than single "ideal" sample

Natural Weathering and Long-Term Appearance

A critical consideration for AESS galvanizing involves natural weathering:

Weathering Timeline

Initial Appearance (0-6 Months): Fresh galvanizing exhibits variable appearance:

  • Bright metallic spangled finish
  • Matte gray where intermetallics dominate
  • Mixed bright and matte zones
  • Possible appearance differences among components

Transitional Weathering (6 Months - 2 Years): Atmospheric exposure initiates zinc patina development:

  • Zinc oxide initial formation
  • Zinc hydroxides and carbonates building
  • Gradual appearance uniformity development
  • Reduced reflectivity and surface brightness

Mature Patina (2+ Years): All galvanized surfaces converge toward:

  • Uniform matte gray appearance
  • Soft, low-contrast visual character
  • Minimal appearance variation among components
  • Stable, permanent appearance

Specification Implications

Time-Dependent Quality: Initial appearance variations that might concern stakeholders often resolve through natural weathering. Specifications should acknowledge this evolution.

Viewing Timeframe: Establish whether acceptance criteria apply to:

  • Initial galvanized appearance
  • Post-weathering appearance
  • Both phases with different standards

Weathering Simulation: Some specifiers request artificial weathering (passivation treatments) to accelerate uniform appearance development, though this adds cost.

Responsibility Assignment Beyond ASTM A123

ASTM A123 establishes functional coating quality requirements but does not address many aesthetic concerns critical for AESS:

ASTM A123 Acceptance Criteria

Standard galvanizing specifications permit:

  • Surface roughness from coating thickness variations
  • Drainage runs and drip marks
  • Dross inclusions (except gross deposits)
  • Coating thickness variation producing appearance differences
  • Flux residue (if readily removable)
  • Minor surface irregularities not affecting corrosion protection

Functional Focus: A123 prioritizes coating completeness, adequate thickness, proper adhesion, and corrosion protection rather than aesthetic uniformity

AESS-Specific Aesthetic Requirements

Architectural applications may require:

  • Smooth, uniform coating texture
  • Minimized drainage marks
  • No visible dross particles
  • Consistent appearance across components
  • Filled and smoothed surface depressions
  • Uniform coating on thermal-cut edges

Gap Analysis: The difference between A123 functional acceptance and AESS aesthetic expectations creates responsibility assignment challenges

Critical Coordination Examples

Weld Area Appearance:

Challenge: Weld metal often contains different silicon content than base steel, producing darker, thicker galvanized coating over welds even when welds are ground flush before galvanizing

Responsibility Options:

Fabricator pre-galvanizing:

  • Grind welds flush with base metal
  • Use weld consumables matching base steel chemistry
  • Accept that appearance differences may remain

Galvanizer post-galvanizing:

  • Grind high areas in weld zone coatings
  • Blend weld coating appearance into surrounding surfaces

Cost Allocation: Who pays for post-galvanizing weld grinding? Specification must explicitly assign responsibility.

Thermal-Cut Edges:

Challenge: Flame cutting and plasma cutting produce thin coatings on cut edges due to:

  • Heat-affected zone metallurgical changes
  • Scale formation during cutting
  • Surface contamination from cutting process

Standard fabricator edge grinding removes sharp burrs but doesn't address coating thinness or potential flaking

Solution: Specification must require grinding thermal-cut edges 1/16 inch deep into base metal, removing entire heat-affected zone before galvanizing

Responsibility: Fabricator responsibility must be explicit; otherwise, cost may not be included in bid

Drainage and Vent Hole Impacts:

Challenge: Vent and drain holes necessary for galvanizing may be visible on finished structure, creating appearance concerns from:

  • Plug marks if holes are filled
  • Visible holes if left open
  • Coating irregularities around hole perimeters

Solution Options:

  • Optimize hole placement on non-visible surfaces
  • Specify acceptable hole treatment methods
  • Allocate costs for cosmetic hole treatment

Design Optimization for Galvanizing Aesthetics

Proactive design decisions substantially influence achievable aesthetic quality:

Material Selection Strategies

Steel Chemistry Coordination:

Challenge: Mixing steel from different mills, heats, or product forms creates appearance variation from silicon/phosphorus content differences

Optimal Approach:

Single-Source Steel: Specify all visible components from single mill and heat when possible

Chemistry Documentation: Request mill test reports during procurement, verifying chemistry consistency across components

Segregated Processing: When chemistry mixing is unavoidable, galvanize different chemistries separately, allowing appearance matching before final assembly

Pre-Galvanizing Blast Cleaning: Abrasive blast cleaning before galvanizing can moderate appearance differences by creating uniform surface condition, though complete appearance matching cannot be guaranteed

Section Thickness Uniformity:

Challenge: Thin and thick steel sections develop different coating thicknesses due to thermal mass effects. Assembling ½-inch plate with 1½-inch plate creates inevitable appearance variation.

Approach: Minimize thickness variation in visible assemblies or accept appearance differences as characteristic of fabrication

Fabrication Detailing

Weld Consumable Selection:

Specify weld filler metals with silicon content matching base steel. Standard AWS E70XX electrodes (0.5-0.8% silicon) produce darker, thicker coatings. Lower-silicon consumables (AWS E7018-A1, E70S-3) minimize weld zone appearance differences.

HSS Orientation:

Hollow structural sections manufactured by welding exhibit longitudinal weld seams. Orienting seams:

  • Upward on horizontal members (least visible)
  • Toward interior on vertical members
  • Away from primary viewing angles

Joint Gap Minimization:

Tight fit-up reduces zinc entrapment in gaps, minimizing drainage runs and irregularities

Connection Detailing:

Welded connections provide cleaner appearance than bolted connections. When bolts are necessary:

  • Recess bolt heads in counterbores
  • Locate connections on non-visible surfaces
  • Use consistent bolt grades for uniform appearance

Venting and Drainage Optimization

Hole Placement Strategy:

Working with galvanizer to determine handling orientation enables:

  • Hole placement on non-visible surfaces
  • Optimized hole size (minimum necessary)
  • Strategic hole positioning preventing zinc entrapment

Temporary Lifting Points:

Designating temporary attachment points for galvanizing handling:

  • Minimizes chain marks on visible surfaces
  • Allows optimal article orientation in zinc bath
  • Permits post-galvanizing removal of attachment hardware

Galvanizing Process Controls for Enhanced Aesthetics

Galvanizers can implement several process modifications enhancing appearance, though not all controls prove effective for every steel chemistry or geometry:

Immersion Angle Optimization

Strategy: Hang articles at steepest practical angle during immersion

Benefit: Promotes zinc drainage during withdrawal, reducing runs and thickness buildup on downward-facing surfaces

Limitation: Geometry constraints and racking limitations restrict achievable angles

Dross Layer Clearance

Strategy: Maintain article suspension height above bottom dross layer

Benefit: Prevents dross particle adherence to surfaces

Limitation: Kettle depth and article size may limit clearance capability

Rapid Immersion

Strategy: Lower articles into zinc bath quickly

Benefit: Minimizes exposure time to bath surface dross and oxide layers

Limitation: Rapid immersion increases entrapped air risk requiring adequate venting

Minimized Immersion Time

Strategy: Withdraw articles immediately upon complete coating formation

Benefit: Limits excess zinc accumulation and reduces coating thickness variation

Limitation: Insufficient immersion produces incomplete coating; careful timing essential

Slow Withdrawal

Strategy: Withdraw articles slowly from bath

Benefit: Promotes uniform drainage and reduces run formation

Limitation: Slow withdrawal extends processing time and may affect production throughput

Bath Chemistry Modifications

Strategy: Small additions of aluminum, nickel, or bismuth to zinc bath

Benefit:

  • Aluminum (0.005-0.015%): Improves fluidity and drainage; reduces ash formation
  • Nickel (0.04-0.08%): Moderates reactive steel coating formation
  • Bismuth: Enhances zinc fluidity

Limitation:

  • Effects vary by steel chemistry
  • Bath-wide impact affects all production
  • Requires careful control and monitoring
  • Not universally applicable or beneficial

Communication: Galvanizer's willingness and ability to implement modifications should be discussed during bidding

Post-Galvanizing Enhancement and Finishing

Many AESS projects require post-galvanizing surface work to achieve specified appearance:

Smoothing and Grinding

Applications:

  • Reducing high spots from drainage runs or excess zinc
  • Blending weld zone coating into surrounding surfaces
  • Removing dross particles or rough areas
  • Creating uniform texture across components

Methods:

  • Angle grinders with flap discs or wire wheels
  • Belt sanders for larger flat areas
  • Hand filing for detail work
  • Abrasive blasting for overall texture modification

Cautions:

  • Avoid grinding completely through coating to substrate
  • Feather edges to prevent abrupt coating thickness transitions
  • Minimize zinc dust generation requiring collection and PPE

Filling and Surface Preparation for Paint

When Painting Galvanized AESS:

Low Spot Filling: Surface depressions from vent hole plugs, weld defects, or steel surface irregularities may require filling for smooth painted appearance

Filler Materials:

  • Zinc-rich epoxy putties
  • Polyester body fillers (automotive type)
  • Two-part epoxy fillers

Compatibility: Verify filler compatibility with specified primer system before application

Surface Preparation: Sweep blast cleaning per SSPC-SP 16 or chemical treatment per ASTM D6386 before primer application

Repair Material Selection for Appearance

When coating repair is necessary:

Zinc Metallizing (Thermal Spray):

  • Best appearance match to galvanizing
  • Metallic zinc provides identical weathering
  • Suitable for large repair areas
  • Higher cost and equipment requirements

Zinc Solder:

  • Good appearance match
  • Smaller repair areas
  • Moderate cost
  • Requires torch and skill

Zinc-Rich Paint:

Weathered Gray Formulations:

  • Initial gray appearance contrasts with bright galvanizing
  • Appearance converges as galvanizing weathers to gray
  • Economical
  • Suitable for most repair sizes

Bright/Shiny Formulations:

  • Initial appearance matches bright galvanizing
  • Permanent contrast appears as galvanizing weathers
  • Not recommended for long-term appearance uniformity

Wet Storage Stain Prevention and Remediation

Wet storage stain—white to dark gray zinc corrosion products forming when galvanized steel is stored wet in stagnant conditions—poses appearance concerns for AESS:

Prevention

Proper Storage:

  • Store galvanized steel elevated off ground on spacers
  • Ensure air circulation around and between articles
  • Avoid stacking flat surfaces that trap moisture
  • Tarp protection if outdoor storage necessary, ensuring ventilation
  • Indoor storage when feasible for critical AESS components

Rapid Installation: Install galvanized steel promptly after delivery, minimizing storage duration

Remediation

Light to Moderate Staining:

Commercially available cleaners containing:

  • Dilute acids (phosphoric acid typical)
  • Chelating agents
  • Surfactants

Application: Apply with stiff nylon bristle brushes, scrubbing affected areas, then rinse thoroughly

Heavy Staining:

May require:

  • Multiple cleaning applications
  • Light abrasive cleaning
  • In severe cases, acceptance as cosmetic issue that will weather uniformly

Functional Impact: Wet storage stain does not affect corrosion protection; purely aesthetic concern

Communication Protocols and Pre-Construction Coordination

Successful AESS galvanizing requires systematic communication among all stakeholders:

Specification Development Phase

Explicit AESS Category Assignment: Drawings and specifications must clearly identify which structural members fall into each AESS category

Responsibility Matrix: Document specifically which party (fabricator, galvanizer, painting contractor) is responsible for each quality enhancement action and associated costs

Steel Selection Requirements: If chemistry control is critical, specify acceptable silicon and phosphorus ranges and require mill test report submittal

Bidding Phase

Pre-Bid Meetings: Convene meetings including architect, engineer, general contractor, fabricator, and galvanizer to:

  • Review AESS requirements
  • Clarify ambiguities in specifications
  • Discuss feasibility and cost implications
  • Align expectations regarding achievable appearance

Visual Sample Requirements: Specify sample submittal expectations including:

  • Number of samples
  • Fabrication details to be represented
  • Approval criteria
  • Understanding of appearance variation in production

Pre-Construction Phase

Detailed Coordination Meeting:

After contract award but before fabrication:

  • Review material selection and sourcing
  • Verify steel chemistry documentation
  • Finalize venting, drainage, and handling details
  • Establish inspection and acceptance protocols
  • Confirm responsibility assignments for post-galvanizing work

Mock-Up Installations:

For critical or extensive AESS, fabricate, galvanize, and install representative mock-up assemblies for:

  • Appearance approval
  • Installation procedure verification
  • Quality control protocol establishment

Inspection and Acceptance

Staged Inspection

Post-Fabrication, Pre-Galvanizing: Verify fabrication quality meets AESS category requirements before galvanizing

Post-Galvanizing, Pre-Enhancement: Inspect initial galvanized appearance, identifying areas requiring post-galvanizing work

Final Acceptance: Verify completed enhancements meet specification requirements

Acceptance Criteria Documentation

Viewing Distance Standards: Specify that acceptance inspection occurs at design viewing distance matching category definition

Photographic Documentation: Document accepted appearance for reference during construction and for comparison with later installations

Reasonable Variation Acknowledgment: Specifications should explicitly state that minor appearance variation among components is inherent to galvanizing and acceptable provided overall appearance meets category intent

Achieving exceptional aesthetic quality for hot-dip galvanized architecturally exposed structural steel requires comprehensive application of the AISC/CISC categorical framework enabling systematic communication of appearance expectations and cost-effective assignment of appropriate quality levels matching viewing distance and architectural prominence. The categorical approach—ranging from AESS 1 basic elements (10-20% cost premium) through AESS 4 showcase elements (100-150% premium)—permits selective quality application across projects, delivering architectural intent economically rather than applying uniformly expensive standards unnecessarily. Success demands explicit responsibility assignment for aesthetic enhancement measures beyond ASTM A123 functional requirements, particularly addressing weld zone appearance, thermal-cut edge treatment, surface smoothing, and coating repair material selection. Proactive design optimization including steel chemistry coordination, section thickness uniformity, strategic weld consumable selection, and collaborative venting/drainage placement with galvanizers substantially improves achievable appearance while minimizing post-galvanizing enhancement costs. Understanding that initial galvanized appearance naturally evolves toward uniform matte gray patina within 6-24 months of atmospheric exposure enables realistic acceptance criteria acknowledging this characteristic weathering behavior rather than demanding impossible initial uniformity. While visual samples demonstrate capability and facilitate stakeholder alignment, expecting exact appearance matching proves unrealistic given steel chemistry variation, cooling rate effects, and residual stress influences that create inherent batch-to-batch variability even under optimal controls. The 20-40% galvanizing cost premium for AESS applications reflects enhanced coordination, selective processing, optimized parameters, extended inspection, post-galvanizing smoothing and detailing, and quality documentation necessary to achieve architectural appearance standards. Comprehensive pre-construction coordination meetings convening architects, engineers, fabricators, and galvanizers establish shared understanding of requirements, feasibility, responsibilities, and costs, preventing specification ambiguities that generate disputes and budget overruns. Through systematic application of these principles and protocols, hot-dip galvanizing delivers distinctive, durable, low-maintenance architectural finishes for exposed structural steel celebrating material authenticity while providing century-scale corrosion protection supporting sustainable building design. For further discussion on the topic, see the original AGA resource article.

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