Degradation grading of organic coatings via explainable vision–impedance multimodal zero-shot learning
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OpenAlex topics: Ultrasonics and Acoustic Wave Propagation · Domain Adaptation and Few-Shot Learning · Corrosion Behavior and Inhibition
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References (60)
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1. Advances in corrosion protection by organic coatings: What we know and what we would like to know10.1016/j.porgcoat.2016.04.030 ↗
2. Electrochemical synthesis of MgMOF integrated film reinforced with two inhibitor types as anti-corrosion hybrid coating: Experimental investigations combined with protection mechanism study using MC, MD, and DFT simulations10.1016/j.colsurfa.2025.138827 ↗
3. Coating performance, durability and anti-corrosion mechanism of organic modified geopolymer composite for marine concrete protection10.1016/j.cemconcomp.2022.104495 ↗
4. Recent advances on organic coating system technologies for corrosion protection of offshore metallic structures10.1016/j.molliq.2018.08.053 ↗
5. Land and Marine-based Structures subjected to Explosion Loading: A review on Critical Transportation and Infrastructure10.1016/j.prostr.2020.07.011 ↗
6. A hybrid deep learning model for predicting atmospheric corrosion in steel energy structures under maritime conditions based on time-series data10.1016/j.rineng.2025.104417 ↗
7. Corrosion degradation of AA5083 long-scale specimen exposed to the seawater-air interface of the Bohai Sea for 2.5 years10.1016/j.matchemphys.2026.132167 ↗
8. Improved corrosion resistance of AA5083 after 2 years of exposure in seawater splash and tidal zones: Formation of a protective surface film10.1016/j.corsci.2025.113573 ↗
9. Corrosion failure analysis of 316L stainless steel exposed to the China’s Bohai Sea water-air interfacial environment for 2.5 years10.1002/maco.70113 ↗
10. Localized corrosion of a 2219 aluminium alloy exposed to a 3.5% NaCl solution10.1016/j.corsci.2010.04.035 ↗
11. Investigation of the stress corrosion cracking behavior in annealed 5083 aluminum alloy sheets with different texture types10.1016/j.jallcom.2019.152690 ↗
12. Functional and smart coatings for corrosion protection: A review of recent advances10.1016/j.surfcoat.2014.06.031 ↗
13. The effect of laser shock peening with and without protective coating on intergranular corrosion of sensitized AA508310.1016/j.corsci.2021.109925 ↗
14. Theoretical explanation of corrosion degradation of polyurethane coated AA5052 in a simulated dynamic seawater/air interface based on impedance analysis
15. Smart and green corrosion inhibitors: Mechanisms, computational tools, and sustainable protection strategies10.1016/j.matchemphys.2025.131639 ↗
16. A critical review of hydrogen-induced cracking (HIC) of API 5L pipeline steel grades in the oil and gas industry10.1016/j.ijhydene.2025.152669 ↗
17. Review: The Application of Anti-Corrosion Coating for Preserving the Value of Equipment Asset in Chloride-Laden Environments: A Review10.1016/S1452-3981(23)11298-3 ↗
18. Performance and integrity of protective coating systems for offshore wind power structures after three years under offshore site conditions10.1016/j.renene.2014.08.047 ↗
19. Research progress on aging test and performance evaluation of marine coatings
20. Predictive approach to assessing the lifetimes of heavy-duty coating systems for steel bridges
21. A review of silica aerogel based thermal insulation coatings: Preparation, properties and applications
22. Environmental impacts from intraoral polymer devices: A systematic review10.1016/j.dental.2025.09.002 ↗
23. Passivation of galvanized and carbon steels in phosphate mortars manufactured with alternative MgO sources
24. ISO 4628-2: 2016, Paints and varnishes — Evaluation of degradation of coatings — Designation of quantity and size of defects, and of intensity of uniform changes in appearance — Part 2: Assessment of degree of blistering.
25. ISO 4628-3: 2024, Paints and varnishes — Evaluation of quantity and size of defects, and of intensity of uniform changes in appearance — Part 3: Assessment of degree of rusting.
26. Multi-scale target detection of metal surface defects in additive manufacturing based on reinforcement learning10.1016/j.engappai.2025.112754 ↗
27. A comprehensive survey on multimodal computer vision (CV)-assisted corrosion assessment and corrosion prediction
28. Real-time monitoring of the corrosion behaviour of the 304SS in HCl solution using BPNN with joint image recognition and electrochemical noise10.1016/j.corsci.2023.111779 ↗
29. Application of electrochemical impedance spectroscopy to study the degradation of polymer-coated metals10.1016/0300-9440(95)00581-1 ↗
30. Electrochemical test methods for evaluating organic coatings on metals: an update. Part III: Multiple test parameter measurements10.1016/S0300-9440(97)00099-4 ↗
31. Electrochemical test methods for evaluating organic coatings on metals: an update. Part II: single test parameter measurements10.1016/S0300-9440(97)00084-2 ↗
32. Electrochemical test methods for evaluating organic coatings on metals: an update. Part I. Introduction and generalities regarding electrochemical testing of organic coatings10.1016/S0300-9440(96)00677-7 ↗
33. EIS and organic coatings performance: Revisiting some key points10.1016/j.electacta.2020.136725 ↗
34. An historical perspective on the corrosion protection by paints10.1016/j.porgcoat.2016.04.044 ↗
35. Investigation of enhanced corrosion resistance in Zn-Al coating via novel ZIF-8/LDH composite films10.1108/ACMM-07-2024-3049 ↗
36. Corrosion morphology prediction of civil infrastructure using a physics-constrained machine learning method10.1016/j.ymssp.2023.110515 ↗
37. Overview of machine learning in class imbalance scenarios: Trends, challenges, and approaches10.1016/j.eswa.2025.129592 ↗
38. Machine learning in life cycle assessment and low carbon material discovery: Challenges and pathways forward for the construction industry10.1016/j.resconrec.2025.108567 ↗
39. Comparing large language models and text embedding models for automated classification of textual, semantic, and critical changes in radiology reports10.1016/j.ejrad.2025.112316 ↗
40. Advancements in the application of large language models in urban studies: A systematic review10.1016/j.cities.2025.106142 ↗
41. HumanVLM: Foundation for Human-Scene Vision-Language Model10.1016/j.inffus.2025.103271 ↗
42. Content Safety and Response Quality in LLMs: A Data-Centric Refinement Approach10.1016/j.procs.2025.09.549 ↗
43. Beyond Benchmarks: Evaluating Generalist Medical Artificial Intelligence With Psychometrics10.2196/70901 ↗
44. Foundation Models for the Process Industry: Challenges and Opportunities10.1016/j.eng.2025.03.023 ↗
45. Assessment of a Zero-Shot Large Language Model in Measuring Documented Goals-of-Care Discussions
46. M.E. Orazem, W. Watson, EIS: Measurement Model Program, https://doi.org/10.1149/osf.io/g2fjm, (2023).10.1149/osf.io/g2fjm ↗
47. Measurement model for analysis of electrochemical impedance data10.1007/s10008-023-05755-9 ↗
48. Measurement Models for Electrochemical Impedance Spectroscopy: I. Demonstration of Applicability10.1149/1.2069522 ↗
49. Physical properties obtained from measurement model analysis of impedance measurements10.1016/j.electacta.2020.136747 ↗
50. F. Huet, P. Rousseau, H. Takenouti,Simad v.4.1 [software], CNRS-Sorbonne Université UMR8235, https://lise-www.sorbonne-universite.fr/en/simad, 2024.
51. Location-Aware Deep Neural Network for Predicting Indoor 5G RSSI and CQI Using Drone-Based External RF Sensing10.1016/j.procs.2025.09.602 ↗
52. Large-scale multimodal model based embodied intelligent robots: A survey10.1016/j.engappai.2025.112991 ↗
53. Review of electrochemical impedance spectroscopy in fault diagnosis for proton exchange membrane fuel cells10.1016/j.rser.2024.115226 ↗
54. Solubility prediction of BCS class II drugs through combining machine learning and molecular descriptor10.1016/j.fluid.2025.114651 ↗
55. Identification of Resistivity Distributions in Dielectric Layers by Measurement Model Analysis of Impedance Spectroscopy10.1016/j.electacta.2016.09.136 ↗
56. Correlation research of phase angle variation and coating performance by means of Pearson’s correlation coefficient
57. Anodic oxide films. Part 4.—The interpretation of impedance measurements on oxide coated electrodes on niobium10.1039/TF9555101250 ↗
58. Cavitation erosion of the AA7050 aluminum alloy in 3.5 wt% NaCl solution—Part 2: an impedance investigation of the effect of cavitation intensity on interfacial states10.1016/j.corsci.2025.112936 ↗
59. Constant-phase-element behavior caused by inhomogeneous water uptake in anti-corrosion coatings10.1016/j.electacta.2012.09.061 ↗
60. An Industrial Perspective on Challenges in the Lifetime Prediction of Organic Coatings: A Century Retrospective Review10.5006/4180 ↗