Abstract
The increasing use of Fiber-Reinforced Polymer (FRP) composites in bridge infrastructure presents both opportunities and challenges for structural inspection and asset management. Although FRP systems offer superior corrosion resistance and high strength-to-weight ratios, their distinct material behavior and deterioration mechanisms are not adequately addressed in existing bridge inspection standards. This study presents a comprehensive framework for the field inspection and condition assessment of in-service FRP-reinforced and FRP-strengthened concrete bridge elements, developed in a research project funded by the Federal Highway Administration (FHWA). The framework integrates findings from experimental evaluation, nondestructive testing (NDT), and literature synthesis to produce a standardized methodology compatible with the Specifications for the National Bridge Inventory (SNBI) and the AASHTO Manual for Bridge Element Inspection (MBEI). It introduces FRP-specific element identifiers, defect typologies, and condition-rating scales consistent with national bridge data structures, enabling quantitative evaluation and uniform reporting across transportation agencies. The framework represents a foundational step toward incorporating composite materials into the federally mandated bridge management systems established under 23 CFR 650.317, facilitating data-driven maintenance, lifecycle analysis, and policy development.
Keywords
Introduction
The widespread implementation of Fiber-Reinforced Polymer (FRP) composites in bridge engineering has transformed construction industry.1,2 FRP materials, typically composed of carbon, glass, or aramid fibers embedded in a polymeric matrix, offer superior tensile strength-to-weight ratios and exceptional resistance to environmental degradation compared with conventional steel reinforcement.3–5 These advantages have led to their adoption in both internal reinforcement as FRP bars, grids, and prestressing tendons and external strengthening systems as bonded sheets, laminates, or near-surface mounted (NSM) reinforcements.3,4,6 Additionally, application of FRP as fully composite bridge decks, girders, and stay-in-place forms demonstrate the growing role of FRP in primary load-bearing elements of modern infrastructure. 2
Despite these advances, inspection and condition assessment of in-service FRP systems remain largely unstandardized. 7 Existing guidelines such as the National Bridge Inspection Standards (NBIS), 8 the Specifications for the National Bridge Inventory (SNBI), 9 and the AASHTO Manual for Bridge Element Inspection (MBEI) 10 were primarily developed for steel and concrete materials and thus lack material-specific defect categories, inspection protocols, and rating criteria for FRP. As a result, agencies face challenges in identifying and evaluating deterioration mechanisms unique to FRP composites, which include delamination between plies, resin matrix cracking, fiber exposure, discoloration, and debonding at adhesive interfaces. 11 These deficiencies hinder consistent data collection, national-level asset management, and lifecycle performance modeling of bridges incorporating FRP components.
To address this critical gap, this study develops a comprehensive framework for field inspection and condition assessment of FRP-reinforced and FRP-strengthened concrete bridge elements.12,13 The framework aligns experimental findings and nondestructive testing (NDT) evaluations with the reporting formats of the SNBI 9 and MBEI. 10 It proposes standardized defect typologies, inspection procedures, condition-state classifications (CS1–CS4) for MBEI and condition rating protocols (on a scale of 0-9) for SNBI, specific to FRP systems. Moreover, it introduces new FRP material codes and bridge-element identifiers for integration within existing bridge management databases.
By embedding FRP-specific parameters into the established federal inspection framework, this research enables bridge owners and engineers to record, interpret, and manage the condition of FRP elements using a nationally uniform methodology. Such integration enhances data comparability across jurisdictions, facilitates long-term durability modeling, and supports decision-making for maintenance and rehabilitation strategies. Ultimately, the proposed framework that has already garnered significant support among stakeholders represents a foundational step toward the inclusion of composite materials within the national bridge inventory and asset-management systems.
Background
The increasing use of FRP composites in bridge infrastructure reflects an industry-wide transition toward materials that combine high mechanical efficiency with exceptional corrosion resistance.14,15 FRP bars, strands, laminates, and fabrics have been deployed in concrete bridge elements to address the persistent durability limitations of steel reinforcement, particularly in coastal and deicing-salt environments.3,4 Their application falls into three principal categories: (i) internal reinforcement or prestressing within concrete members, (ii) external strengthening and repair systems bonded to existing structures,
16
and (iii) fully composite or hybrid structural components such as decks, girders, and stay-in-place forms as shown in Figure 1. Applications of FRP composites in bridge construction.
While the structural performance of FRP systems has been extensively validated through laboratory and field research, their inspection and long-term condition assessment remain underdeveloped. 7 Conventional bridge inspection standards originally designed for steel and concrete do not capture the unique deterioration modes of FRP materials. These modes include resin matrix cracking, fiber-matrix debonding, interlaminar delamination, surface blistering, discoloration from ultraviolet exposure, and bond degradation at the FRP-concrete interface.17,18 Unlike corrosion in steel reinforcement, such defects often evolve internally and are not readily visible, 19 necessitating nondestructive testing (NDT) techniques for reliable detection.
Recent studies have evaluated multiple NDT methods such as ground-penetrating radar (GPR),20,21 phased-array ultrasonic testing (PAU),22–24 infrared thermography (IR),19,25,26,27–33,34–43,44 and tap testing (TT) 45 to determine their sensitivity to FRP-specific defects. However, there has been no unified guidance on method selection, inspection frequency, or integration of NDT data into bridge management databases. Consequently, agencies lack consistent criteria for rating FRP components, comparing their performance with traditional materials, or incorporating their data into the National Bridge Inventory (NBI).
The motivation for this research, therefore, arises from the need to standardize FRP inspection and condition evaluation within national bridge management frameworks. Building upon experimental work performed at Florida International University and collaborating institutions, this study proposes an inspection framework compatible with the SNBI 9 and the AASHTO MBEI. 10 By introducing new FRP-specific item codes, defect severity tables, and condition-state definitions, the framework provides bridge owners with a structured methodology for identifying, documenting, and rating deficiencies in FRP-reinforced or FRP-strengthened concrete elements.
This alignment ensures that FRP components can be inventoried and managed using the same hierarchical data systems already in place for steel and concrete, thereby enabling consistent lifecycle analysis and supporting the broader adoption of composite materials in the U.S. transportation infrastructure.
Methodology
The methodology adopted to develop the proposed framework for the inspection of FRP-reinforced and FRP-strengthened concrete bridge elements combined three major components: (i) a comprehensive literature review and synthesis of existing practices, (ii) experimental evaluation of nondestructive testing (NDT) methods for FRP systems, and (iii) formulation and validation of an inspection framework aligned with the SNBI 9 and the AASHTO MBEI. 10
Literature review and data synthesis
A systematic review of over 150 publications, technical specifications, and case studies was conducted to identify inspection practices applicable to FRP-reinforced or FRP-strengthened concrete elements.46–48 Key references included prior FHWA and NCHRP reports, ASCE and ACI guidelines, and peer-reviewed research addressing the mechanical behavior, durability, and field performance of FRP composites. 49
The review revealed significant variability in terminology, defect classification, and NDT application, underscoring the absence of a standardized inspection protocol comparable to those used for steel or reinforced-concrete structures. From this synthesis, the authors of this study categorized defects associated with FRP reinforced/strengthened concrete (FRP-RSC) elements into following
50
which is also shown in Figure 2: Deficiencies in FRP-RSC members.
1. Defect categories related to external FRP application. • FRP composite material defects • Bond or interface defects • Concrete Substrate defects
2. Defect categories related to internal FRP application. • Concrete-related defects • FRP-reinforcement-related defects
This taxonomy formed the foundation for the defect-severity tables and condition-state definitions introduced in the later sections.
Experimental evaluation of nondestructive testing methods
To evaluate the capability of different NDT techniques for detecting FRP-specific defects, a series of laboratory experiments were performed on both externally bonded and internally reinforced FRP-concrete specimens.22–24 The specimens were designed to replicate realistic field conditions, incorporating controlled delaminations, voids, cracks, and debonded zones.
The following NDT methods were investigated: Ground Penetrating Radar (GPR): assessed for detecting internal FRP bars, strands, and voids at the FRP–concrete interface and inside concrete. Phased Array Ultrasonic Testing (PAU): evaluated for internal defects, or cross-sectional loss in embedded FRP reinforcement. Infrared Thermography (IR): tested for surface and near-surface delamination, blistering, and bond anomalies in externally bonded FRP. Tap Testing (TT) and Visual Inspection (VI): used as baseline, low-cost techniques for preliminary field evaluation.
In addition, the research explored innovative enhancements such as coating FRP bars with metallic particles and wire-winding to increase the electromagnetic reflectivity and improve NDT signal interpretation in embedded applications.
51
Comparative analysis of these techniques demonstrated that IR and TT were most effective for external FRP, while GPR and PAU were best suited for internal FRP detection. These findings guided the method-selection hierarchy as shown in Figure 3, which provides a generalized framework showing the suggested NDT methods suitable for each major defect category in FRP-strengthened and FRP-reinforced bridge elements. Suggested methods suitable for each type of defect
Development of inspection framework and condition rating protocols
Inspection procedures for FRP strengthened bridge elements (external application).
Inspection procedure for FRP reinforced concrete elements (internal application).
The inspection framework was explicitly formatted to align with the terminology, coding structure, and rating system of the SNBI 9 and the AASHTO MBEI, 10 both incorporated by reference in 23 CFR 650.317. 8
MBEI provisions
New Items Proposed to be Included in New Table 3.1.5A—FRP in the AASHTO MBEI.
SNBI provisions
Suggested defect severity for component condition ratings for FRP external application and FRP deck and slabs.
Suggested defect severity for component condition ratings specific to FRP deck and slabs.
Bridge owners can correlate the defect-severity language in Table 4 and Table 5 with the component condition-rating framework available in SNBI to assign a uniform 0–9 SNBI condition rating for FRP components and systems. In this way, the proposed tables serve as the FRP counterpart to the existing SNBI Appendix C, ensuring that deterioration in FRP materials can be interpreted and reported using the same national condition-rating protocol applied to steel or concrete components.
Results
The development of the field-inspection framework for FRP-reinforced and FRP-strengthened concrete bridge elements yielded a set of interlinked deliverables: a decision-support flowchart for NDT method selection, detailed inspection procedures, standardized defect classification, and integrated condition-rating tools compatible with national bridge-management systems. Collectively, these results transform disparate research findings on FRP inspection into an operational methodology consistent with the NBIS, 8 SNBI, 9 and the AASHTO MBEI. 10
Flowchart for NDT method selection
The first output of the study was a decision-support flowchart that guides inspectors through NDT method selection according to defect type and FRP application (internal vs external). The flowchart (Figure 3) distinguishes between surface-observable anomalies and subsurface or bond-related deficiencies. For externally bonded FRP, visual inspection (VI) and tap testing (TT) are prioritized for identifying surface blisters, discoloration, and delamination, while infrared thermography (IR) is recommended for deeper interfacial voids or moisture-induced debonding. For internally reinforced FRP, ground-penetrating radar (GPR) and phased-array ultrasonic testing (PAU) are the primary methods for detecting bar misalignment, debonding, and voids.
The hierarchy emphasizes a progressive inspection approach beginning with low-cost, widely accessible methods and escalating to specialized NDT only when preliminary findings warrant further investigation. This structure mirrors the inspection progression defined in NBIS (routine, in-depth, special) while incorporating the unique material responses of FRP composites.
Inspection procedures
Table 1 and Table 2 of this study detail the inspection procedures for external and internal FRP applications. Each table identifies observable conditions, NDT options, and documentation requirements for specific defect classes. For external systems, inspectors record surface anomalies (blistering, fiber exposure, cracks) and bond defects (delamination, voids, adhesive failure), followed by substrate evaluation when spalling, efflorescence, or moisture intrusion is present. For internal FRP reinforcement, procedures emphasize inspection for visible distress (cracks, spalls, discoloration), water ingress, and other indirect indicators of potential issues related to the internal FRP. In both cases, the framework prescribes guidelines specifying when standard visual inspection should be escalated to specialized nondestructive testing (NDT) to confirm the nature and extent of the observed deterioration. These standardized procedures enable consistent documentation and minimize subjectivity among inspectors with varying levels of FRP experience.
Defect classification and severity tables
The framework establishes a comprehensive defect-classification system that categorizes deficiencies as shown in Figure 2. Each defect type is paired with a quantitative severity definition and corresponding inspection methodology to support objective field evaluation. For example, using Table 4: Cracking or scratching is rated minor when shallow and parallel to fiber orientation, but moderate when deep or perpendicular to load direction. Blistering or voids are classified by geometric size (≤6 in. = minor; >6 in. = moderate). Delamination or debonding is considered critical when occurring near structural connections, anchors or regions of concentrated stress transfer.
By defining these parameters, the framework converts what were previously qualitative, inspector-dependent observations into measurable and repeatable indicators compatible with data-driven asset-management systems. The resulting defect-severity tables (Table 4 and Table 5) translate field observations into standardized terminology and rating criteria, ensuring that FRP deterioration can be documented and compared consistently across bridge inventories and inspection cycles.
This structured classification directly supports the integration of FRP-specific defect data into the national condition-rating systems described in the following section, enabling seamless correlation between field-identified deficiencies and the uniform 0–9 and CS1–CS4 rating frameworks used in the SNBI and MBEI, respectively.
Condition-rating
The framework extends both the SNBI 0–9 rating scale 9 and the MBEI condition-state (CS1–CS4) 10 protocol to FRP systems, allowing bridge owners to record FRP element conditions within the same national databases that are also used for steel and concrete.
The framework adopts the SNBI’s uniform 0–9 condition rating scale, historically used for conventional bridge materials such as steel, concrete, timber, and masonry. Figures 4, 5, 6 & 7, illustrate how the condition-rating language of SNBI
9
can be applied uniformly to different FRP component applications such as decks with internal FRP reinforcement (Figure 4), externally strengthened superstructures (Figure 5), FRP-wrapped columns and crash walls (Figure 6), and FRP decks (Figure 7). Similarly, Table 6 shows the defect listing and guidance on how to determine the condition state (CS) for each defect related to FRP elements or FRP strengthened elements using the four-level condition-state scale (CS1–CS4) prescribed in the MBEI.
10
In addition, Figure 8 provides visual guide on determining the condition states of each defect type. Illustrative Example. B.C.01 Deck condition rating—FRP internal application.
13
Illustrative Example. B.C.02 Superstructure condition rating—FRP external strengthened application.
13
Illustrative Example. B.C.03 Substructure condition rating—FRP external application.
13
Illustrative Example. B.C.01 Deck condition rating—FRP standalone application.
13
FRP-Specific Condition State definitions Proposed to be included in AASHTO MBEI.




Furthermore, to ensure interoperability, the framework introduces FRP-specific item codes and measurement units for AASHTO MBEI. These additions allow bridge owners to inventory FRP components alongside traditional materials and to track their condition through lifecycle performance models. The result is a unified methodology that brings FRP materials into the same regulatory and analytical ecosystem as conventional bridge components, facilitating long-term performance tracking, reliability analysis, and maintenance planning.
Additionally, the research team conducted field inspections using this procedure on two bridges in Broward County, Florida, to show the applicability of the inspection framework. One bridge was a newly constructed concrete bridge reinforced entirely with GFRP bars 56 and the other a prestressed concrete girder bridge along Interstate 95 strengthened using CFRP sheets.
Discussion
This study represents a major advancement toward the standardized inspection and rating of FRP-reinforced and FRP-strengthened concrete bridge elements. Its alignment with federally recognized standards, specifically the SNBI 9 and the AASHTO MBEI, 10 positions it for direct adoption by transportation agencies operating under the NBIS and the regulatory structure of 23 CFR 650.317. 8 It translates the qualitative understanding of FRP deterioration into measurable inspection parameters through standardized FRP item codes, unified 0–9 and CS1–CS4 rating schemes, and clear criteria for NDT application.
Integrating FRP components into federally mandated bridge data systems provides significant benefits for long-term asset management. Once FRP elements are coded within the SNBI database, agencies can quantify their distribution across bridge inventories, monitor deterioration trends, and develop material-specific deterioration models analogous to those used for steel and concrete. This supports predictive maintenance, lifecycle-cost analysis, and national performance targets established under the Moving Ahead for Progress in the 21st Century Act (MAP-21). The framework also enhances inspection consistency, and provides a uniform data structure that facilitates research, policy development, and cost-effectiveness evaluation of FRP retrofits. Bridge owners can evaluate whether FRP retrofits/reinforcement deliver the anticipated durability and cost-efficiency benefits compared with conventional repair methods.
Conclusions
This study developed a comprehensive inspection and condition-assessment framework for FRP-reinforced and FRP-strengthened concrete bridge elements. The framework addresses the long-standing absence of standardized national guidance for evaluating the performance of FRP systems within the existing bridge inspection infrastructure. It translates the complex behavior of FRP composites into an operational methodology compatible with the NBIS and MBEI. The summary of the major contributions of this study is given below: 1. Development of Framework Aligning with National Standards: The proposed framework is fully aligned with the SNBI
9
and the AASHTO MBEI,
10
the two manuals incorporated by reference under 23 CFR 650.317. It introduces FRP-specific element identifiers, unit definitions, and condition-rating scales (SNBI 0–9
9
and MBEI CS1–CS4)
10
that enable direct compatibility with federally recognized bridge-management systems. 2. Defect Classification: A comprehensive defect classification covering FRP composites, bond interfaces, adhesives, substrate concrete, and FRP reinforcement, was established with quantitative severity level. The framework converts subjective field observations into structured, reproducible data suitable for long-term asset tracking and performance modeling. 3. NDT Method Selection and Inspection Procedures: The inspection flowchart guides inspectors from routine visual inspection to advanced nondestructive testing (NDT) based on defect type and severity. This systematic approach enhances consistency, reduces ambiguity, and promotes efficient allocation of resources during field inspections. 4. Condition-Rating: The SNBI 0–9 scale, ranging from 9 (Excellent) to 0 (Failed), was developed for FRP-specific deterioration mechanisms. Similarly, MBEI CS1–CS4 condition states were defined to capture element-level performance.
Adoption of the proposed framework will enable transportation agencies to inventory FRP components using standardized SNBI item codes, assign and track condition ratings through federally compliant systems, develop material-specific deterioration models, and incorporate FRP performance data into maintenance and lifecycle-cost analyses. This alignment promotes national data uniformity and supports performance-based asset management under MAP-21, extending the reach of the NBIS to advanced composite materials. It is recommended that FHWA and selected state DOTs should conduct pilot inspections using the proposed framework on bridges using FRP components/elements to evaluate field usability, consistency, and data integration. It is however realized that the inspectors who have no or little experience with the FRP material may face challenges in identifying the defects and determining the most applicable methods for damage detection. Accordingly, it is only prudent that the interested inspection firms and state department of transportation hold training sessions for their inspectors by the authors of the framework on the new inspection procedures. In the long term, the framework will help agencies evaluate the true lifecycle performance of FRP technologies, promote uniformity in national bridge data reporting, and guide future updates to AASHTO and FHWA standards. Overall, the framework provides the technical foundation for consistent condition assessment of FRP systems, facilitating their integration into national bridge inventories and advancing the shift toward data-driven, sustainable, and resilient infrastructure. More importantly, the availability of the inspection framework can promote the adoption of durable FRP material in bridge construction by removing one of the obstacles in evaluation and maintenance of this material.
In the longer term, the proposed framework has the potential to evolve toward integration with remote and image-based inspection technologies. As inspectors gain greater familiarity and confidence with hands-on FRP inspection procedures, these experiences can inform the development of automated or semi-automated assessment tools utilizing field-acquired imagery and data. Techniques such as drone-based photography, LiDAR scanning, and thermal imaging could facilitate the remote evaluation of externally bonded FRP systems, while internal FRP applications may benefit from sensor-based or vibration monitoring approaches. Such advancements would not only improve inspection efficiency and safety by reducing the need for physical presence in the field but also promote more standardized and data-driven evaluation practices across different inspection environments.
Footnotes
Funding
The authors received no financial support for the research, authorship, and/or publication of this article.
Declaration of conflicting interests
The authors declared no potential conflicts of interest with respect to the research, authorship, and/or publication of this article.
Disclaimer
The views expressed in this paper are those of the authors and do not necessarily reflect those of the sponsor. The authors are solely responsible for the accuracy of the information presented.
