Advancements in Surface Coatings and Inspection Technologies for Extending the Service Life of Concrete Structures in Marine Environments: A Critical Review
Abstract
:1. Introduction
2. Surface Coatings for Marine Concrete Structures
2.1. Existing Materials, Surface Preparation, and Performance Analysis
2.1.1. Polymer-Based Coatings
2.1.2. Cementitious and Bituminous Coatings
2.2. Emerging Materials and Performance Comparisons
2.2.1. Nanotechnology-Enhanced Coatings
2.2.2. Hybrid and Multi-Layer Coatings
2.2.3. Bio-Based and Eco-Friendly Coatings
2.3. Performance Comparisons Between Surface Coatings
3. Inspection Methods for Marine Concrete Structures
3.1. Conventional Non-Destructive Testing Methods to Examine Marine Concrete Structures
3.2. New and Emerging Inspection Technologies for Marine Concrete Structures
3.3. Additional Repair Technologies for Marine Concrete Structures
3.4. Comparison of Conventional and Emerging Inspection Methods and Repair Strategies for Marine Concrete Structures
4. Limitations and Future Studies
5. Conclusions
- Recent progress in polymer-based systems, hybrid coatings, and nanotechnology-enhanced materials has significantly improved resistance to chloride ingress, sulfate exposure, and moisture penetration. Enhanced application techniques and rigorous quality control further bolster their effectiveness and longevity, making coatings a vital strategy for mitigating environmental stressors.
- Conventional NDI methods—such as ground-penetrating radar, infrared thermography, acoustic emission monitoring, and electrochemical sensors—reliably provide non-invasive assessments of structural integrity. These technologies facilitate early damage detection, monitor corrosion processes, and offer valuable insights into coating performance.
- The fusion of advanced protective coatings with real-time monitoring systems holds considerable potential for improving structural durability. Emerging research on embedding sensors within coatings may lead to optimized protection and diagnostic capabilities, enabling a holistic approach to infrastructure health management.
- Concrete deterioration in marine environments entails substantial economic costs associated with repair, maintenance, and service disruptions. Eco-friendly options, including bio-based and nanotechnology-enhanced coatings, present viable, sustainable solutions aligned with modern environmental standards while reducing long-term expenses.
- Although laboratory studies and short-term field tests show promising results, long-term performance data across diverse real-world conditions remain limited. The lack of unified standards specific to marine applications, coupled with high initial costs and complex implementation procedures, hampers widespread adoption.
- To address these gaps, future work should emphasize both advanced experimental investigations and refined numerical simulations. Large-scale field trials, coupled with accelerated aging experiments and sophisticated computational models, can provide deeper insights into the long-term behavior of protective coatings. Additionally, implementing machine learning or artificial intelligence frameworks could help predict coating performance and degradation processes, guiding more effective maintenance strategies.
Author Contributions
Funding
Data Availability Statement
Acknowledgments
Conflicts of Interest
References
- Yang, Z.; Barroca, B.; Laffréchine, K.; Weppe, A.; Bony-Dandrieux, A.; Daclin, N. A Multi-Criteria Framework for Critical Infrastructure Systems Resilience. Int. J. Crit. Infrastruct. Prot. 2023, 42, 100616. [Google Scholar] [CrossRef]
- Cadenazzi, T.; Lee, H.; Suraneni, P.; Nolan, S.; Nanni, A. Evaluation of Probabilistic and Deterministic Life-Cycle Cost Analyses for Concrete Bridges Exposed to Chlorides. Clean. Eng. Technol. 2021, 4, 100247. [Google Scholar] [CrossRef]
- Melchers, R.E.; Chaves, I.A. Durability of reinforced concrete bridges in marine environments. Struct. Infrastruct. Eng. 2019, 16, 169–180. [Google Scholar] [CrossRef]
- Krivy, V.; Kuzmova, M.; Kreislova, K.; Urban, V. Characterization of corrosion products on weathering steel bridges influenced by chloride deposition. Metals 2017, 7, 336. [Google Scholar] [CrossRef]
- Cavaco, E.S.; Neves, L.A.C.; Casas, J.R. On the robustness to corrosion in the life cycle assessment of an existing reinforced concrete bridge. Struct. Infrastruct. Eng. 2018, 14, 137–150. [Google Scholar] [CrossRef]
- Andisheh, K.; Scott, A.; Palermo, A.; Clucas, D. Influence of chloride corrosion on the effective mechanical properties of steel reinforcement. Struct. Infrastruct. Eng. 2019, 15, 1036–1048. [Google Scholar] [CrossRef]
- Yi, Y.; Zhu, D.; Guo, S.; Zhang, Z.; Shi, C. A review on the deterioration and approaches to enhance the durability of concrete in the marine environment. Cem. Concr. Compos. 2020, 113, 103695. [Google Scholar] [CrossRef]
- Atahan, H.N.; Dikme, D. Use of mineral admixtures for enhanced resistance against sulfate attack. Constr. Build. Mater. 2011, 25, 3450–3457. [Google Scholar] [CrossRef]
- Irassar, E.F. Sulfate attack on cementitious materials containing limestone filler—A review. Cem. Concr. Res. 2009, 39, 241–254. [Google Scholar] [CrossRef]
- Fan, Y.; Zhang, S.; Wang, Q.; Shah, S.P. Effects of nano-kaolinite clay on the freeze–thaw resistance of concrete. Cem. Concr. Compos. 2015, 62, 1–12. [Google Scholar] [CrossRef]
- Kazmi, S.M.S.; Munir, M.J.; Wu, Y.-F.; Patnaikuni, I.; Zhou, Y.; Xing, F. Effect of different aggregate treatment techniques on the freeze-thaw and sulfate resistance of recycled aggregate concrete. Cold Reg. Sci. Technol. 2020, 178, 103126. [Google Scholar] [CrossRef]
- Zhang, M.H.; Xu, R.H.; Liu, K.; Sun, S.H. Research progress on durability of marine concrete under the combined action of Cl− erosion, carbonation, and dry–wet cycles. Rev. Adv. Mater. Sci. 2022, 61, 622–637. [Google Scholar] [CrossRef]
- Ma, D.; Zhang, M.; Cui, J. A review on the deterioration of mechanical and durability performance of marine-concrete under the scouring action. J. Build. Eng. 2023, 66, 105924. [Google Scholar] [CrossRef]
- Mehta, P.K. Durability of Concrete Exposed to Marine Environment—A Fresh Look. ACI Struct. J. 1988, 109, 1–30. [Google Scholar]
- Francois, R.; Arliguie, G. Effect of microcracking and cracking on the development of corrosion in reinforced concrete members. Mag. Concr. Res. 1999, 51, 143–150. [Google Scholar] [CrossRef]
- Costa, A.; Appleton, J. Case studies of concrete deterioration in a marine environment in Portugal. Cem. Concr. Compos. 2002, 24, 169–179. [Google Scholar] [CrossRef]
- Capacci, L.; Biondini, F.; Frangopol, D.M. Resilience of Aging Structures and Infrastructure Systems with Emphasis on Seismic Resilience of Bridges and Road Networks: Review. Resilient Cities Struct. 2022, 1, 23–41. [Google Scholar] [CrossRef]
- Yang, Z.; Clemente, M.F.; Laffréchine, K.; Heinzlef, C.; Serre, D.; Barroca, B. Resilience of Social-Infrastructural Systems: Functional Interdependencies Analysis. Sustainability 2022, 14, 606. [Google Scholar] [CrossRef]
- Rincon, L.F.; Moscoso, Y.M.; Hamami, A.E.A.; Matos, J.C.; Bastidas-Arteaga, E. Degradation Models and Maintenance Strategies for Reinforced Concrete Structures in Coastal Environments under Climate Change: A Review. Buildings 2024, 14, 562. [Google Scholar] [CrossRef]
- Rizzo, P. Sensing solutions for assessing and monitoring underwater systems. Sens. Technol. Civ. Infrastruct. 2014, 2, 525–549. [Google Scholar]
- Gharehbaghi, V.R.; Noroozinejad Farsangi, E.; Noori, M.; Yang, T.; Li, S.; Nguyen, A.; Málaga-Chuquitaype, C.; Gardoni, P.; Mirjalili, S. A critical review on structural health monitoring: Definitions, methods, and perspectives. Arch. Comput. Methods Eng. 2021, 29, 2209–2235. [Google Scholar] [CrossRef]
- Boldrin, P.; Fornasari, G.; Rizzo, E. Review of Ground Penetrating Radar Applications for Bridge Infrastructures. NDT 2024, 2, 53–75. [Google Scholar] [CrossRef]
- Palma, V.; Iovane, G.; Hwang, S.; Mazzolani, F.M.; Landolfo, R.; Sohn, H.; Faggiano, B. Innovative Technologies for Structural Health Monitoring of SFTs: Proposal of Combination of Infrared Thermography with Mixed Reality. J. Civ. Struct. Health Monit. 2023, 13, 1653–1681. [Google Scholar] [CrossRef]
- Anastasopoulos, A.; Kourousis, D.; Botten, S.; Wang, G. Acoustic emission monitoring for detecting structural defects in vessels and offshore structures. Ships Offshore Struct. 2009, 4, 363–372. [Google Scholar] [CrossRef]
- Jeong, J.-A.; Jin, C.-K.; Kim, Y.-H.; Chung, W.-S. Electrochemical Performance Evaluation of Corrosion Monitoring Sensor for Reinforced Concrete Structures. J. Adv. Concr. Technol. 2013, 11, 1–6. [Google Scholar] [CrossRef]
- Verma, S.; Mohanty, S.; Nayak, S. A review on protective polymeric coatings for marine applications. J. Coat. Technol. Res. 2019, 16, 307–338. [Google Scholar] [CrossRef]
- Thomas, C.; Lombillo, I.; Polanco, J.A.; Villegas, L.; Setien, J.; Biezma, M.V. Polymeric and cementitious mortars for the reconstruction of natural stone structures exposed to marine environments. Compos. Part B 2010, 41, 663–672. [Google Scholar] [CrossRef]
- Esteban-Arranz, A.; de la Osa, A.R.; García-Lorefice, W.E.; Sacristan, J.; Sánchez-Silva, L. Long-Term Performance of Nanomodified Coated Concrete Structures under Hostile Marine Climate Conditions. Nanomaterials 2021, 11, 869. [Google Scholar] [CrossRef] [PubMed]
- Lorwanishpaisarn, N.; Srikhao, N.; Jetsrisuparb, K.; Knijnenburg, J.T.N.; Theerakulpisut, S.; Okhawilai, M.; Kasemsiri, P. Self-healing Ability of Epoxy Vitrimer Nanocomposites Containing Bio-Based Curing Agents and Carbon Nanotubes for Corrosion Protection. J. Polym. Environ. 2022, 30, 472–482. [Google Scholar] [CrossRef]
- Santos, D.S.; Santos, P.M.D.; Dias-da-Costa, D. Effect of surface preparation and bonding agent on the concrete-to-concrete interface strength. Constr. Build. Mater. 2012, 37, 102–110. [Google Scholar] [CrossRef]
- Yazdi, M.A.; Dejager, E.; Debraekeleer, M.; Gruyaert, E. Bond strength between concrete and repair mortar and its relation with concrete removal techniques and substrate composition. Constr. Build. Mater. 2020, 230, 116900. [Google Scholar] [CrossRef]
- Momayez, A.; Ehsani, M.R.; Ramezanianpour, A.A.; Rajaie, H. Comparison of methods for evaluating bond strength between concrete substrate and repair materials. Constr. Build. Mater. 2005, 35, 748–757. [Google Scholar] [CrossRef]
- Zhang, Y.; Zhu, P.; Liao, Z.Q.; Wang, L. Interfacial bond properties between normal strength concrete substrate and ultra-high performance concrete as a repair material. Constr. Build. Mater. 2020, 235, 117431. [Google Scholar] [CrossRef]
- Kim, S.; Hong, H.; Han, T.H.; Kim, M.O. Early-age tensile bond characteristics of epoxy coatings for underwater applications. Coatings 2019, 9, 757. [Google Scholar] [CrossRef]
- Yang, X.F.; Tallman, D.; Bierwagen, G.; Croll, S.; Rohlik, S. Blistering and degradation of polyurethane coatings under different accelerated weathering tests. Polym. Degrad. Stab. 2002, 77, 103–109. [Google Scholar] [CrossRef]
- Luo, S.; Wei, J.; Xu, W.; Chen, Y.; Huang, H.; Hu, J.; Yu, Q. Design, preparation, and performance of a novel organic–inorganic composite coating with high adhesion and protection for concrete. Compos. Part B Eng. 2022, 234, 109695. [Google Scholar] [CrossRef]
- Lam, H.T.; Zupančič, O.; Laffleur, F.; Bernkop-Schnürch, A. Mucoadhesive properties of polyacrylates: Structure–function relationship. Int. J. Adhes. Adhes. 2021, 107, 102857. [Google Scholar] [CrossRef]
- Armelin, E.; Oliver, R.; Liesa, F.; Iribarren, J.I.; Estrany, F.; Alemán, C. Marine paint formulations: Conducting polymers as anticorrosive additives. Prog. Org. Coat. 2007, 59, 46–52. [Google Scholar] [CrossRef]
- Safiuddin, M. Concrete damage in field conditions and protective sealer and coating systems. Coatings 2017, 7, 90. [Google Scholar] [CrossRef]
- Moradllo, M.K.; Shekarchi, M.; Hoseini, M. Time-dependent performance of concrete surface coatings in tidal zone of marine environment. Constr. Build. Mater. 2012, 30, 198–205. [Google Scholar] [CrossRef]
- Sadati, S.; Arezoumandi, M.; Shekarchi, M. Long-term performance of concrete surface coatings in soil exposure of marine environments. Constr. Build. Mater. 2015, 94, 656–663. [Google Scholar] [CrossRef]
- Medeiros, M.H.; Helene, P. Surface treatment of reinforced concrete in marine environment: Influence on chloride diffusion coefficient and capillary water absorption. Constr. Build. Mater. 2009, 23, 1476–1484. [Google Scholar] [CrossRef]
- Lu, S.; Zhao, P.; Liang, C.; Liu, L.; Qin, Z.; Wang, S.; Hou, P.; Lu, L. Utilization of polydimethylsiloxane (PDMS) in polymer cement-based coating to improve marine environment service performance. Constr. Build. Mater. 2023, 367, 130359. [Google Scholar] [CrossRef]
- Liang, C.; Zhao, P.; Gong, X.; Liu, H.; Yang, L.; Li, Q.; Lu, L. Investigation on the mechanical properties of CSA cement-based coating and its application. Constr. Build. Mater. 2021, 305, 124724. [Google Scholar] [CrossRef]
- Bi, H.; Zhang, W.; Xu, X.; Ming, A.; Shen, Y.; Wang, S.; Cheng, X. Chloride binding and transport characteristic of phosphoaluminate cement-based marine sand coating subjected to marine environment. Constr. Build. Mater. 2021, 281, 122505. [Google Scholar] [CrossRef]
- Xue, X.; Yang, J.; Zhang, W.; Jiang, L.; Qu, J.; Xu, L.; Zhang, H.; Song, J.; Zhang, R.; Li, Y. The study of an energy efficient cool white roof coating based on styrene acrylate copolymer and cement for waterproofing purpose—Part I: Optical properties, estimated cooling effect and relevant properties after dirt and accelerated exposures. Constr. Build. Mater. 2015, 98, 176–184. [Google Scholar] [CrossRef]
- Xue, X.; Yang, J.; Zhang, W.; Jiang, L.; Qu, J.; Xu, L.; Zhang, H.; Song, J.; Zhang, R.; Li, Y. The study of an energy efficient cool white roof coating based on styrene acrylate copolymer and cement for waterproofing purpose—Part II: Mechanical and water impermeability properties. Constr. Build. Mater. 2015, 96, 666–672. [Google Scholar] [CrossRef]
- Zhao, Z.; Qu, X.; Li, J. Application of polymer modified cementitious coatings (PCCs) for impermeability enhancement of concrete. Constr. Build. Mater. 2020, 249, 118769. [Google Scholar] [CrossRef]
- Guo, S.-Y.; Zhang, X.; Chen, J.-Z.; Mou, B.; Shang, H.-S.; Wang, P.; Zhang, L.; Ren, J. Mechanical and interface bonding properties of epoxy resin reinforced Portland cement repairing mortar. Constr. Build. Mater. 2020, 264, 120715. [Google Scholar] [CrossRef]
- Zhao, P.; Wang, H.; Wang, S.; Du, P.; Lu, L.; Cheng, X. Assessment of nano-TiO2 enhanced performance for photocatalytic polymer-sulphoaluminate cement composite coating. J. Inorg. Organomet. Polym. Mater. 2018, 28, 2439–2446. [Google Scholar] [CrossRef]
- Sadati, S.; Khanzadeh Moradllo, M.; Shekarchi, M. Long-term performance of silica fume concrete in soil exposure of marine environments. J. Mater. Civ. Eng. 2017, 29, 04017126. [Google Scholar] [CrossRef]
- Elnaggar, E.M.; Elsokkary, T.M.; Shohide, M.A.; El-Sabbagh, B.A.; Abdel-Gawwad, H.A. Surface protection of concrete by new protective coating. Constr. Build. Mater. 2019, 220, 245–252. [Google Scholar] [CrossRef]
- Mellott, I.J.W.; Smith, J.D. Polyurethane Dispersions in an Aqueous Asphalt Emulsion. U.S. Patent US20090069460A1, 27 April 2010. [Google Scholar]
- Hernandez, P.; Peters, S.R. Water-Based Asphalt Coating Composition. U.S. Patent US20090251969A1, 17 February 2009. [Google Scholar]
- Bonnet, E.; Martin, L. Compositions Based on Aqueous Dispersions of Bitumen and Polyurethane: Method for the Preparation Thereof and Uses Thereof. U.S. Patent Application No. 10/504,827, 9 June 2005. [Google Scholar]
- Pérez-Lepe, A.; Martínez-Boza, F.; Attané, P.; Gallegos, C. Destabilization mechanism of polyethylene-modified bitumen. J. Appl. Polym. Sci. 2006, 100, 260–267. [Google Scholar] [CrossRef]
- ELsawy, M.; Taher, M.; Ebraheme, A.A.; Farag, R.K.; Saleh, A. Improvement performance of soft asphalt for coating applications. Constr. Build. Mater. 2016, 128, 47–56. [Google Scholar] [CrossRef]
- Razali, M.N.; Ramli, N.M.; Zuhan, K.N.M.; Musa, M.; Nour, A.H. Coating and insulation effect using emulsified modification bitumen. Constr. Build. Mater. 2020, 260, 119764. [Google Scholar] [CrossRef]
- Yin, B.; Zhao, E.; Hua, X.; Xu, H.; Fan, F.; Qi, D.; Hua, X.; Zhen, J.; Hou, D. Polymer functional coatings modified by ZrP-based composites: Preparation and applications on marine concrete. J. Appl. Polym. Sci. 2022, 139, e52384. [Google Scholar] [CrossRef]
- Yang, S.; Zhu, S.; Hong, R. Graphene oxide/polyaniline nanocomposites used in anticorrosive coatings for environmental protection. Coatings 2020, 10, 1215. [Google Scholar] [CrossRef]
- Atta, A.M.; El-Saeed, A.M.; Al-Lohedan, H.A.; Wahby, M. Effect of montmorillonite nanogel composite fillers on the protection performance of epoxy coatings on steel pipelines. Molecules 2017, 22, 905. [Google Scholar] [CrossRef]
- Chang, J.; Wang, Z.; Han, E.-H.; Liang, X.; Wang, G.; Yi, Z.; Li, N. Corrosion resistance of tannic acid, d-limonene, and nano-ZrO2 modified epoxy coatings in acid corrosion environments. J. Mater. Sci. Technol. 2021, 65, 137–150. [Google Scholar] [CrossRef]
- Yin, B.; Zhang, L.; Li, J.; Liu, T. Change in interfacial properties of polymer antifouling coating by controlling ring architecture of functional nanocomposites. Mater. Res. Express 2014, 1, 045505. [Google Scholar] [CrossRef]
- Li, G.; Hu, W.; Cui, H.; Zhou, J. Long-term effectiveness of carbonation resistance of concrete treated with nano-SiO2 modified polymer coatings. Constr. Build. Mater. 2019, 201, 623–630. [Google Scholar] [CrossRef]
- Corcione, C.E.; Striani, R.; Capone, C.; Molfetta, M.; Vendetta, S.; Frigione, M. Preliminary study of the application of a novel hydrophobic photo-polymerizable nano-structured coating on concrete substrates. Prog. Org. Coat. 2018, 121, 182–189. [Google Scholar] [CrossRef]
- Woo, R.S.; Zhu, H.; Chow, M.M.; Leung, C.K.; Kim, J.-K. Barrier performance of silane–clay nanocomposite coatings on concrete structure. Compos. Sci. Technol. 2008, 68, 2828–2836. [Google Scholar] [CrossRef]
- Kim, J.; Choi, I. A Study on the Improvement of Multi-Layer Coating Methods for Molded Concrete. J. Korean Inst. Build. Constr. 2003, 3, 93–105. [Google Scholar]
- Lee, M.K.; Kim, D.; Kim, M.O. Experimental Study on the Chlorine-Induced Corrosion and Blister Formation of Steel Pipes Coated with Modified Polyethylene Powder. Polymers 2024, 16, 2415. [Google Scholar] [CrossRef] [PubMed]
- Gu, W.; Liu, R.; Zhang, Y.; Yu, X.; Feng, P.; Ran, Q.; Zhang, Y.; Zhang, Y. Robust water-borne multi-layered superhydrophobic coating on concrete with ultra-low permeability. Constr. Build. Mater. 2024, 411, 134573. [Google Scholar] [CrossRef]
- Radwan, S.; Winfrey, L.; Bourham, M. Simulation of particle impact on protective coating of high-level waste storage packages. Prog. Nucl. Energy 2015, 81, 196–202. [Google Scholar] [CrossRef]
- Fusco, M.A.; Winfrey, L.; Bourham, M.A. Shielding properties of protective thin film coatings and blended concrete compositions for high level waste storage packages. Ann. Nucl. Energy 2016, 89, 63–69. [Google Scholar] [CrossRef]
- Winfrey, L. Enhanced Shielding Performance of HLW Storage Packages via Multi-Component Coatings; Virginia Polytechnic Institute and State University (Virginia Tech): Blacksburg, VA, USA, 2017. [Google Scholar]
- Eom, S.-H.; Kim, S.-S.; Lee, J.-B. Assessment of anti-corrosion performances of coating systems for corrosion prevention of offshore wind power steel structures. Coatings 2020, 10, 970. [Google Scholar] [CrossRef]
- Schmidt, M.J.; Li, L.; Spencer, J.T. Characteristics of high power diode laser removal of multilayer chlorinated rubber coatings from concrete surfaces. Opt. Laser Technol. 1999, 31, 171–180. [Google Scholar] [CrossRef]
- Yin, B.; Xu, T.; Hou, D.; Zhao, E.; Hua, X.; Han, K.; Zhang, Y.; Zhang, J. Superhydrophobic anticorrosive coating for concrete through in-situ bionic induction and gradient mineralization. Constr. Build. Mater. 2020, 257, 119510. [Google Scholar] [CrossRef]
- Ren, Y.; Cao, H.; Xu, H.; Xiong, X.; Krastev, R.; Liu, L. Improved aging properties of bio-bitumen coating sheets by using modified lignin. J. Environ. Manag. 2020, 274, 111178. [Google Scholar] [CrossRef] [PubMed]
- Lv, J.; Cao, Z.; Hu, X. Effect of biological coating (Crassostrea gigas) on marine concrete: Enhanced durability and mechanisms. Constr. Build. Mater. 2021, 285, 122914. [Google Scholar] [CrossRef]
- Coombes, M.A.; Viles, H.A.; Naylor, L.A.; La Marca, E.C. Cool barnacles: Do common biogenic structures enhance or retard rates of deterioration of intertidal rocks and concrete? Sci. Total Environ. 2017, 580, 1034–1045. [Google Scholar] [CrossRef] [PubMed]
- Chlayon, T.; Iwanami, M.; Chijiwa, N. Combined protective action of barnacles and biofilm on concrete surface in intertidal areas. Constr. Build. Mater. 2018, 179, 477–487. [Google Scholar] [CrossRef]
- Chlayon, T.; Iwanami, M.; Chijiwa, N. Impacts from concrete microstructure and surface on the settlement of sessile organisms affecting chloride attack. Constr. Build. Mater. 2020, 239, 117863. [Google Scholar] [CrossRef]
- Lv, J.; Mao, J.; Ba, H. Influence of Crassostrea gigas on the permeability and microstructure of the surface layer of concrete exposed to the tidal zone of the Yellow Sea. Biofouling 2015, 31, 61–70. [Google Scholar] [CrossRef] [PubMed]
- Lv, J.; Mao, J.; Ba, H. Influence of marine microorganisms on the permeability and microstructure of mortar. Constr. Build. Mater. 2015, 77, 33–40. [Google Scholar] [CrossRef]
- Loreto, G.; Di Benedetti, M.; De Luca, A.; Nanni, A. Assessment of Reinforced Concrete Structures in Marine Environment: A Case Study. Corros. Rev. 2019, 37, 57–69. [Google Scholar] [CrossRef]
- Pushpakumara, B.H.J.; Thusitha, G.A. Development of a Structural Health Monitoring Tool for Underwater Concrete Structures. J. Constr. Eng. Manag. 2021, 147, 04021135. [Google Scholar] [CrossRef]
- Osuji, S.O.; Ogirigbo, O.R.; Atakere, F.U.O. Assessment of the Condition of an Existing Marine Concrete Structure in the Niger Delta Region of Nigeria. J. Civ. Eng. Res. 2020, 10, 63–71. [Google Scholar]
- Celerinos, P.J.S.; Frigillana, S.J.; Jonielle, J.; Grande, D.; Ali, N.G.; Navarro, J.A.C.; Navarro, J.A.C. Influence of Seawater Exposure at the Splash Zone on the Reliability of the Rebound Hammer Test in Estimating Concrete Compressive Strength. Res. Eng. Struct. Mater. 2023, 9, 947–967. [Google Scholar] [CrossRef]
- Law, D.; Patrisia, Y.; Gunasekara, C.; Castel, A.; Nguyen, Q.D.; Wardhono, A. Durability Assessment of Alkali-Activated Concrete Exposed to a Marine Environment. J. Mater. Civ. Eng. 2023, 35, 04023275. [Google Scholar] [CrossRef]
- Villain, G.; Sbartaï, Z.M.; Dérobert, X.; Garnier, V.; Balayssac, J.P. Durability Diagnosis of a Concrete Structure in a Tidal Zone by Combining NDT Methods: Laboratory Tests and Case Study. Constr. Build. Mater. 2012, 37, 893–903. [Google Scholar] [CrossRef]
- Sharma, S.; Mukherjee, A. Monitoring Corrosion in Oxide and Chloride Environments Using Ultrasonic Guided Waves. J. Mater. Civ. Eng. 2011, 23, 207–211. [Google Scholar] [CrossRef]
- Martín, J.E.T.; Ramos, N.R.; Chinchón-Payá, S.; Arcila, I.H.; Toledo, A.S.; Montero, J.S.; de Haan, L. Durability of a Reinforced Concrete Structure Exposed to Marine Environment at the Málaga Dock. Case Stud. Constr. Mater. 2022, 17, e01582. [Google Scholar]
- Darmawan, M.S.; Bayuaji, R.; Anugraha, R.B.; Saputra, D.A.; Victoriawan, M.A. Case Study of Performance of a Jetty Structure after 25 Years of Exposure in a Marine Environment Considering Earthquake Load. Eng. Fail. Anal. 2024, 156, 107831. [Google Scholar] [CrossRef]
- Bayuaji, R.; Darmawan, M.S.; Husin, N.A.; Anugraha, R.B.; Budipriyanto, A.; Stewart, M.G. Corrosion Damage Assessment of a Reinforced Concrete Canal Structure of Power Plant after 20 Years of Exposure in a Marine Environment: A Case Study. Eng. Fail. Anal. 2018, 84, 287–299. [Google Scholar] [CrossRef]
- Malikov, A.K.U.; Kim, Y.H.; Yi, J.H.; Kim, J.; Zhang, J.; Cho, Y. Neural-Network-Based Ultrasonic Inspection of Offshore Coated Concrete Specimens. Coatings 2022, 12, 773. [Google Scholar] [CrossRef]
- Fenning, P.J.; McCann, D.M. Sea Defences: Geophysical and NDT Investigation Techniques. NDT E Int. 1995, 28, 359–366. [Google Scholar] [CrossRef]
- Quinn, J.A.; Patsia, O.; Giannopoulos, A.; Brádaigh, C.M.Ó.; McCarthy, E.D. Novel Application of Ground Penetrating Radar for Damage Detection in Thick FRP Composites. Compos. Part B Eng. 2024, 284, 111716. [Google Scholar] [CrossRef]
- Annan, A.P. Electromagnetic Principles of Ground Penetrating Radar. In Ground Penetrating Radar: Theory and Applications; Jol, H.M., Ed.; Elsevier: Amsterdam, The Netherlands, 2009; Volume 1, pp. 3–41. [Google Scholar]
- Xu, X.; Wu, J.; Shen, J.; He, Z. Case Study: Application of GPR to Detection of Hidden Dangers to Underwater Hydraulic Structures. J. Hydraul. Eng. 2006, 132, 12–20. [Google Scholar] [CrossRef]
- Ludeno, G.; Capozzoli, L.; Rizzo, E.; Soldovieri, F.; Catapano, I. A Microwave Tomography Strategy for Underwater Imaging via Ground Penetrating Radar. Remote Sens. 2018, 10, 1410. [Google Scholar] [CrossRef]
- Bagavathiappan, S.; Lahiri, B.B.; Saravanan, T.; Philip, J.; Jayakumar, T. Infrared Thermography for Condition Monitoring—A Review. Infrared Phys. Technol. 2013, 60, 35–55. [Google Scholar] [CrossRef]
- Goffin, B.; Banthia, N.; Yonemitsu, N. Use of Infrared Thermal Imaging to Detect Corrosion of Epoxy Coated and Uncoated Rebar in Concrete. Constr. Build. Mater. 2020, 263, 120162. [Google Scholar] [CrossRef]
- Nguyen, T.; Martin, J.W. Modes and Mechanisms for the Degradation of Fusion-Bonded Epoxy-Coated Steel in a Marine Concrete Environment. JCT Res. 2004, 1, 81–92. [Google Scholar] [CrossRef]
- Sindhu, R.; Joseph, R. Half-Cell Potentiostatic Study of Reinforced Concrete in Marine Environment. Pak. J. Biotechnol. 2018, 15, 917–919. [Google Scholar]
- Ahn, W.; Reddy, D.V. Galvanostatic Testing for the Durability of Marine Concrete under Fatigue Loading. Cem. Concr. Res. 2001, 31, 343–349. [Google Scholar] [CrossRef]
- Zheng, Y.; Zhou, Y.; Zhou, Y.; Pan, T.; Sun, L.; Liu, D. Localized Corrosion-Induced Damage Monitoring of Large-Scale RC Piles Using Acoustic Emission Technique in the Marine Environment. Constr. Build. Mater. 2020, 243, 118270. [Google Scholar] [CrossRef]
- Suma, A.B.; Ferraro, R.M.; Metrovich, B.; Matta, F.; Nanni, A. Nondestructive Evaluation Techniques and Acoustic Emission for Damage Assessment of Concrete Bridge in Marine Environment. Spec. Publ. 2011, 277, 109–128. [Google Scholar]
- Guo, R.; Zhang, X.; Lin, X.; Huang, S. Active and Passive Monitoring of Corrosion State of Reinforced Concrete Based on Embedded Cement-Based Acoustic Emission Sensor. J. Build. Eng. 2024, 89, 109276. [Google Scholar] [CrossRef]
- Chen, S.; Wang, J.; Zhang, C.; Li, M.; Li, N.; Wu, H.; Song, Y. Marine Structural Health Monitoring with Optical Fiber Sensors: A Review. Sensors 2023, 23, 1877. [Google Scholar] [CrossRef] [PubMed]
- Alwis, L.S.; Bremer, K.; Roth, B. Fiber Optic Sensors Embedded in Textile-Reinforced Concrete for Smart Structural Health Monitoring: A Review. Sensors 2021, 21, 4948. [Google Scholar] [CrossRef] [PubMed]
- Kumari, C.U.; Samiappan, D.; Kumar, R.; Sudhakar, T. Fiber Optic Sensors in Ocean Observation: A Comprehensive Review. Optik 2019, 179, 351–360. [Google Scholar] [CrossRef]
- Tang, F.; Zhou, G.; Li, H.N.; Verstrynge, E. A Review on Fiber Optic Sensors for Rebar Corrosion Monitoring in RC Structures. Constr. Build. Mater. 2021, 313, 125578. [Google Scholar] [CrossRef]
- Luo, D.; Li, P.; Yue, Y.; Ma, J.; Yang, H. In-Fiber Optic Salinity Sensing: A Potential Application for Offshore Concrete Structure Protection. Sensors 2017, 17, 962. [Google Scholar] [CrossRef]
- Lin, Z.; Ouyang, Q.; Guo, C.; Ni, Y. Fluorescent Probe-Based Fiber Optic Sensor for Real-Time Monitoring of Chloride Ions in Coastal Concrete Structures. Sensors 2024, 24, 3700. [Google Scholar] [CrossRef] [PubMed]
- Halder, S.; Afsari, K. Robots in Inspection and Monitoring of Buildings and Infrastructure: A Systematic Review. Appl. Sci. 2023, 13, 2304. [Google Scholar] [CrossRef]
- Waldner, J.F.; Sadhu, A. A Systematic Literature Review of Unmanned Underwater Vehicle-Based Structural Health Monitoring Technologies. J. Infrastruct. Intell. Resil. 2024, 3, 100112. [Google Scholar] [CrossRef]
- Tsaimou, C.N.; Sartampakos, P.; Tsoukala, V.K. UAV-Driven Approach for Assisting Structural Health Monitoring of Port Infrastructure. Struct. Infrastruct. Eng. 2023, 1–20. [Google Scholar] [CrossRef]
- Zhang, C.; Ma, H.; Chen, Z.; Li, S.; Ma, Z.; Huang, H.; Zhu, R.; Jiao, P. YOLOX-DG Robotic Detection Systems for Large-Scale Underwater Concrete Structures. iScience 2024, 27, 109337. [Google Scholar] [CrossRef] [PubMed]
- Chen, D.; Huang, B.; Kang, F. A Review of Detection Technologies for Underwater Cracks on Concrete Dam Surfaces. Appl. Sci. 2023, 13, 3564. [Google Scholar] [CrossRef]
- Venkatesh, V.; Kodoth, K.; Jacob, A.A.; Upadhyay, V.; Ravichandran, S.; Rajagopal, P.; Balasubramaniam, K. Assessment of Structural Integrity of Submerged Concrete Structures Using Quantitative Non-Destructive Techniques Deployed from Remotely Operated Underwater Vehicles (ROV). In Proceedings of the OCEANS 2022-Chennai, Chennai, India, 21–24 February 2022; IEEE: New York, NY, USA, 2022; pp. 1–6. [Google Scholar]
- Mukhti, J.A.; Gucunski, N.; Kee, S.H. AI-Assisted Ultrasonic Wave Analysis for Automated Classification of Steel Corrosion-Induced Concrete Damage. Autom. Constr. 2024, 167, 105704. [Google Scholar] [CrossRef]
- Ye, X.; Luo, K.; Wang, H.; Zhao, Y.; Zhang, J.; Liu, A. An Advanced AI-Based Lightweight Two-Stage Underwater Structural Damage Detection Model. Adv. Eng. Inform. 2024, 62, 102553. [Google Scholar] [CrossRef]
- Chou, J.S.; Ngo, N.T.; Chong, W.K. The Use of Artificial Intelligence Combiners for Modeling Steel Pitting Risk and Corrosion Rate. Eng. Appl. Artif. Intell. 2017, 65, 471–483. [Google Scholar] [CrossRef]
- Sun, G.; Yang, G.; Guo, B. CoCoMo: Toward Controllable and Reliable Corrosion Monitoring with a Wireless Sensor Network. Int. J. Distrib. Sens. Netw. 2017, 13, 1550147717734525. [Google Scholar] [CrossRef]
- Zhou, S.; Sheng, W.; Deng, F.; Wu, X.; Fu, Z. A Novel Passive Wireless Sensing Method for Concrete Chloride Ion Concentration Monitoring. Sensors 2017, 17, 2871. [Google Scholar] [CrossRef] [PubMed]
- Yuan, Y.; Wang, L.; Wu, Z.; Mou, W.; Feng, X.; Liu, J.; Yang, X. Full-Field Deformation-Aided Compressive Failure Evaluation of Seawater Concrete Using Digital Image Correlation Technique. J. Mar. Sci. Eng. 2022, 10, 518. [Google Scholar] [CrossRef]
- Zhang, S.; Gao, D.; Zhu, H.; Chen, L.; He, Z.; Yang, L. Flexural Behavior of Seawater-Mixed Steel Fiber Reinforced Concrete Exposed to Simulated Marine Environments. Constr. Build. Mater. 2023, 373, 130858. [Google Scholar] [CrossRef]
- Wang, X.; Jin, Z.; Liu, J.; Chen, F.; Feng, P.; Tang, J. Research on Internal Monitoring of Reinforced Concrete under Accelerated Corrosion Using XCT and DIC Technology. Constr. Build. Mater. 2021, 266, 121018. [Google Scholar] [CrossRef]
- Kim, S.; Yi, J.-H.; Hong, H.; Choi, S.I.; Kim, D.; Kim, M.O. Interfacial Bond Properties of Underwater Concrete Coated with Bisphenol A Epoxy Resins. Polymers 2023, 15, 4290. [Google Scholar] [CrossRef] [PubMed]
- Yu, Z.; Shen, Y.; Zhang, Y.; Xiang, Y. Automatic Crack Detection and 3D Reconstruction of Structural Appearance Using Underwater Wall-Climbing Robot. Autom. Constr. 2024, 160, 105322. [Google Scholar] [CrossRef]
- Wang, X.; Guan, H.; Wang, W.; Lei, Y. Compact Underwater Robotic Tool Changer System. In Proceedings of the 7th International Conference on Robotics and Automation Sciences (ICRAS), Wuhan, China, 16–18 June 2023; IEEE: New York, NY, USA. [Google Scholar]
- Manley, J.E.; Halpin, S.; Radford, N.; Ondler, M. Aquanaut: A New Tool for Subsea Inspection and Intervention. In Proceedings of the OCEANS 2018 MTS/IEEE Charleston, Charleston, SC, USA, 22–25 October 2018. [Google Scholar]
- Qi, Z.; Zhang, J.; Liu, D. A CNN-Based Method for Concrete Crack Detection in Underwater Environments. In Construction Research Congress 2020 Proceedings; American Society of Civil Engineers: Reston, VA, USA, 2020. [Google Scholar]
- Sivčev, S.; Coleman, J.; Omerdić, E.; Dooley, G.; Toal, D. Underwater Manipulators: A Review. Ocean Eng. 2018, 163, 431–450. [Google Scholar] [CrossRef]
- ASTM C1583-13; Standard Test. Method for Tensile Strength of Concrete Surfaces and the Bond. Strength or Tensile Strength of Concrete Repair and Overlay Materials by Direct Tension (Pull-off Method). ASTM International: West Conshohocken, PA, USA, 2013.
Polymeric Coatings | Chemical Formula | Material Evaluation Outcomes | Refs. |
---|---|---|---|
Polyurethane-based polymer | The coating showed high cohesion after 27 weeks of alternating exposure: 4 h at 60 °C with UVA radiation (QUV) and 1 h at 25 °C (Prohesion). | [35] | |
Epoxy resin-based polymer | The coating penetrated 2376 μm, dehydrated at 168.1 °C, with charge and oxygen permeability reduced to 63 °C and 4.438 cc/m2·day. | [36] | |
Polyacrylates | Disc adhesion time (hours): 4.8 ± 0.2 total work of adhesion (μJ): 92.8 ± 6.9 detachment force (mN): 47.0 ± 11.9 | [37] | |
Conductive polymer (alkyd) | Thermogravimetric analysis (0–850 °C) showed the primer is highly stable, with decomposition starting at 300 °C. | [38] | |
Methacrylate-based materials | Provides excellent durability and an appealing finish when coated with appropriate film thickness | [39] | |
Acrylic polymer | PU coating showed minimal penetration: <20 mm (3 years), <30 mm (5 years), vs. >45 mm for others. | [40] | |
Aliphatic acrylic and polyurethane | Aliphatic acrylic and polyurethane coatings reduced the chloride diffusion coefficient (Dc) by 29% and 36%, respectively, after 88 months, compared to the control. | [41] |
Type | Materials | Exposure Environment or Test Method | Test Results | Refs. |
---|---|---|---|---|
Cementitious Coatings | Cement mixed with polydimethylsiloxane | Corrosion resistance test (3.5 wt% NaCl). | Water absorption rate: 14.57% (3.77% lower than the control) | [43] |
Calcium sulfoaluminate cement | Water absorption test | Water absorption rate: 6.10% (after 72 h of immersion) | [44] | |
Phosphate aluminate cement | Chloride penetration (10% NaCl) | Penetration depth: 33.24 mm (erosion period of 120 days) | [45] | |
Cement mixed with styrene acrylate | Artificial accelerated weather resistance tests | UV reflectance decrease: 11.7% (after 400 h of weathering) | [46] | |
Styrene acrylic cement-based coating | Water impermeability measurements | Tensile strength: (2.23 ± 0.10) MPa (after water immersion) | [47] | |
Polyacrylic acid (PA) cement | Water absorption test | Absorption rate: 29.6% decrease (720 min of water immersion) | [48] | |
Cement mortar reinforced with epoxy resin | Coating adhesion test. | Bonding strength: 4.90 MPa (16.67% higher than the control) | [49] | |
TiO2-mixed sulfoaluminate cement composite coating | Water repellency test | Water repellency test results: 0.04 (33.33% higher than the control) | [50] | |
Bituminous Coatings | Bitumen Rubber Emulsion (BRE) | Marine environment (Northern Persian Gulf) | Carbonation depth: 5.5 mm (88 months of marine exposure) | [51] |
Asphalt Polyurethane | Chloride permeability (5% MgCl2) | Chloride diffusion: 88~100 ppm (30 days exposure) | [52] | |
Mixture of Water-Based Asphalt and Polyurethane Dispersion | Adhesion in Peel Test | Average peel strength: 5~10 Psi | [53] | |
Multi-Coating with Asphalt Emulsion | Drying time test | Demonstrates quick drying characteristics and excellent durability | [54] | |
Bitumen Dispersion Mixed with Hydroxylated Polybutadiene | Evaluation of the stability | Stable (30 days at room Temperature) | [55] | |
Bitumen Modified with HDPE (High-Density Polyethylene) | High-temperature exposure test | Melting temperature: 122.27 °C (binder modified with 2% HDPE) | [56] | |
Blown Asphalt Modified with Polypropylene Ester | Chemical resistance test (2.5% H2SO4 solution) | Compressive strength: Decreased by 51.11% at a rate of 12.77 kg/cm2/week (1.83 kg/cm2/day). | [57] | |
Emulsified Modified Bitumen (EMB) | Accelerated weathering test | Weight loss rate: up to 2.72%. (7 days exposure) | [58] |
Type | Materials | Substrate | Performance Verification | Refs. |
---|---|---|---|---|
Nanotechnology Enhanced Coatings | Nano ZrP-based Composite Polymer Functional Coating | Mortar | The tribological test value decreased from 0.82 to 0.35 | [59] |
Nano-SiO2 Modified Polymer Coatings | Concrete | Nano-SiO2 increased the lifespan of coatings by up to 78% | [64] | |
Hydrophobic Photo-Polymerizable Organic–Inorganic Nano-Structured | Concrete | The viscosity is 11–20 mPa·s (suitable for use) | [65] | |
Silane/Clay Nanocomposites | Concrete | Nanocomposite coating reduced chloride content by 92% and 69% | [66] | |
Hybrid and Multi-Layer Coatings | Synthetic Resin Emulsion- based Multilayer | Concrete | Improves alkalinity, UV degradation, and heat in concrete | [67] |
Multi-layered Superhydrophobic | Concrete | Remains superhydrophobic (after 300 °C, 115 days) | [69] | |
Multi-component Coatings (TiCN/ZrO2/TiO2/Al2O3/MOS2) | Concrete | Wear-resistant, robust, and corrosion- and thermal cycling-resistant | [70,71,72] | |
Chlorinated Rubber (CR) | Concrete | Coating degradation occurs between 300 °C and 600 °C | [74] | |
Bio-Based and Eco-Friendly Coatings | Bionic Superhydrophobic Coating for Concrete | Mortar | Water contact angle: 156 ± 3°, water absorption: 86% reduction | [75] |
Biological (C. gigas) Coating | Concrete | Interfacial adhesion: 0.62–1.45 MPa (450 days marine exposure) | [77] | |
Biological Cool Barnacles Coating | Concrete | Salt ion concentration in concrete decreased after 5 years | [78] | |
Crustaceans and Biofilm | Concrete | Reduce the chloride diffusion coefficient (De) by up to 20% | [79] | |
Calcareous Settling Organisms | Mortar | Surface with GGBS microcrack length is 5 times smaller than general mortar | [80] | |
Oyster-based bio-coating | Concrete | Capillary absorption of concrete with 10.4% coating is 1.95 times higher than with 75.2% coating | [81] | |
Bacterial Biofilm coating (Pseudoalteromonas and Paracoccus marcusii) | Mortar | Bacterial biofilms significantly reduce concrete permeability and improve durability | [82] |
Inspection Technique | Primary Objective | Advantages | Limitations | Refs. |
---|---|---|---|---|
Visual Inspection | Identify early signs of deterioration | Cost-effective, simple | Unable to detect internal defects | [83,84,85] |
Rebound Hammer Test | Indirect evaluation of compressive strength | Portable, quick assessment | Sensitive to environmental factors (e.g., moisture, chlorides) | [86,87] |
Impact Echo | Diagnose location and size of internal defects | Enables quantitative defect evaluation | Sensitive to ambient noise, requires skilled operation | [88] |
Ultrasonic Pulse Velocity (UPV) | Detect voids, cracks, and inhomogeneities | Non-invasive internal assessment | Affected by environmental factors, requires calibration | [89,90,91,92,93] |
Ground Penetrating Radar (GPR) | Detect rebar corrosion, delamination | Rapid inspection of large areas | Complex signal interpretation, requires expertise | [94,95,96,97,98] |
Infrared Thermography | Detect defects based on surface temperature distribution | Non-contact, rapid evaluation | Sensitive to external conditions (e.g., sunlight, wind) | [99,100,101] |
Half-Cell Potential Measurement | Assess rebar corrosion state | Effective for early corrosion diagnosis | Sensitive to chloride concentration, moisture levels | [102,103] |
Inspection Technique | Key Features | Case Studies | Ref. |
---|---|---|---|
Acoustic Emission (AE) | Detects high-frequency waves from microcracks and corrosion; real-time monitoring | Successfully monitored damage progression in RC piles, providing detailed analysis of a 40-year-old bridge | [104,105,106] |
Fiber Optic Sensors (FOS) | Monitors deformation, temperature, and vibration with high sensitivity and durability | Applications include salinity detection and real-time chloride ion monitoring | [107,108,109,110,111,112] |
Remote Sensing and UAV-Based Inspections | Monitors hard-to-reach areas with LiDAR, thermal imaging, and AI-based analysis | Case studies demonstrated successful damage detection in harbors and underwater structures | [113,114,115,116,117,118] |
Data Analysis | Predicts deterioration trends and analyzes damage patterns using advanced algorithms | Techniques like AI-based ultrasound analysis and hybrid regression models showed high precision | [119,120,121] |
Wireless Sensor Networks (WSN) | Real-time monitoring of chloride concentration, humidity, and strain; remote access | Systems like CoCoMo and RFID-based tags provide accurate and energy-efficient monitoring | [122,123] |
Digital Image Correlation (DIC) | Non-contact method for precise analysis of surface deformation and crack propagation | Combined DIC with other methods to evaluate marine concrete performance and corrosion mechanisms | [124,125,126] |
Repair Technology | Case Studies | Performance Metrics | Validation Method | Refs |
---|---|---|---|---|
Epoxy Coating with BPA Resins | Underwater concrete repair using three methods: Roller (D1), Gun-type device (D2), Two-handed device (D3) under tap water, seawater, and real sea conditions | Bond strength: 1.26–3.21 MPa, Thickness: 27–635 µm | ASTM C1583 pull-off test, SEM analysis, Real Sea and lab experiments | [127] |
Wall-climbing Robot | Underwater crack detection and 3D reconstruction in bridge piers | Detection accuracy: 0.867, 21.76 FPS | Tested on 3682 images from underwater and air environments | [128] |
Compact Underwater Robotic Tool Changer System | Utilized in underwater concrete repair for tool switching using ROV; tested in a controlled engineering pool with four light sources | Orientation error: within 5°, Speed: ≤0.4 m/s | Simulation using ANSYS, Laboratory experiments with underwater docking system | [129] |
Aquanaut Transformable Subsea Vehicle | Subsea inspection, maintenance, and repair operations; demonstrated at 3000 m depth without tether or surface vessel | Manipulation precision: ±5°, Long-range AUV cruising | Tested in tank environments, simulation trials, and real-world conditions | [130] |
YOLOX-DG Robotic Detection System | Monitoring and damage detection of underwater concrete structures in Gouqi Island harbor, East China Sea | Detection accuracy: mAP 0.5: 78%, mAP 0.5:0.95: 58.5% | Real-site testing with robotic systems, 5-fold cross-validation, and comparison with YOLOv5 and Faster-RCNN | [116] |
CNN-Based Crack Detection Method | Detection of cracks in PCCP pipelines under underwater conditions using high-precision robots | Accuracy: 97%, Precision: 96.1%, Recall: 98%, F-measure: 97.04% | Tested on 4900 labeled images, 2000 iterations, confusion matrix analysis | [131] |
Underwater Robotic Manipulator Systems | Concrete maintenance tasks such as subsea crack sealing, debris clearing, and valve operation on marine concrete structures | Depth rating: up to 11,000 m, Payload: up to 500 kg, Precision: ±5 cm | Tested on marine concrete structures using commercial ROVs and simulations; validation with ISO subsea standards | [132] |
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Lee, T.; Kim, D.; Cho, S.; Kim, M.O. Advancements in Surface Coatings and Inspection Technologies for Extending the Service Life of Concrete Structures in Marine Environments: A Critical Review. Buildings 2025, 15, 304. https://doi.org/10.3390/buildings15030304
Lee T, Kim D, Cho S, Kim MO. Advancements in Surface Coatings and Inspection Technologies for Extending the Service Life of Concrete Structures in Marine Environments: A Critical Review. Buildings. 2025; 15(3):304. https://doi.org/10.3390/buildings15030304
Chicago/Turabian StyleLee, Taehwi, Dongchan Kim, Sanghwan Cho, and Min Ook Kim. 2025. "Advancements in Surface Coatings and Inspection Technologies for Extending the Service Life of Concrete Structures in Marine Environments: A Critical Review" Buildings 15, no. 3: 304. https://doi.org/10.3390/buildings15030304
APA StyleLee, T., Kim, D., Cho, S., & Kim, M. O. (2025). Advancements in Surface Coatings and Inspection Technologies for Extending the Service Life of Concrete Structures in Marine Environments: A Critical Review. Buildings, 15(3), 304. https://doi.org/10.3390/buildings15030304