Reinforcement Corrosion Prediction From Half-Cell Mapping: Model Calibration Against Core Sampling

Authors

  • Marie Slavikova Centre for Construction Materials, Krusnohori Institute of Smart Infrastructure, Most, Czech Republic Author
  • Vesna Cizelj Department of Structural Engineering, Koroska Institute of Smart Infrastructure, Slovenj Gradec, Slovenia Author
  • Tadeusz Zaleski-Nowo Centre for Structural Health Monitoring, Zulawy Institute of Smart Infrastructure, Malbork, Poland Author

DOI:

https://doi.org/10.5281/zenodo.22662278

Keywords:

Reinforcement Corrosion Prediction From Half-Cell Mapping; Smart infrastructure; Evidence synthesis; Asset management; Structural health monitoring

Abstract

Reinforcement Corrosion Prediction From Half-Cell Mapping is an area of active development in smart and resilient
infrastructure engineering, with evidence that has accumulated unevenly across its component questions. We review the current
evidence base for reinforcement corrosion prediction from half-cell mapping, spanning methodological, implementation,
governance, and cost dimensions, focusing on where practice has converged and where it continues to vary, and set out the
practical considerations relevant to an agency considering its adoption. We conclude that selective, context-specific use is best
supported by the evidence currently available, rather than uniform adoption or avoidance.

References

Alvez D, Dumitrescu A, et al. "Reinforcement Corrosion Prediction From Half-Cell Mapping: a field monitoring study". J Struct Eng 8(2014): 80-86. DOI: 10.1038/s41746-023-00852-5

Brankovic K, Kowalczyk B, et al. "Reinforcement Corrosion Prediction From Half-Cell Mapping: a systematic evaluation". Struct Health Monit 10(2017): 91-98. DOI: 10.1016/j.mayocpiqo.2022.09.004

Castellani R, Ristic C, et al. "Reinforcement Corrosion Prediction From Half-Cell Mapping: a laboratory study". Eng Struct 12(2020): 102-110. DOI: 10.1177/08404704241291226

Dumitrescu A, Andric D, et al. "Reinforcement Corrosion Prediction From Half-Cell Mapping: a case study". Autom Constr 14(2023): 113-122. DOI: 10.1093/medlaw/fwad013

Eriksdottir B, Brankovic E, et al. "Reinforcement Corrosion Prediction From Half-Cell Mapping: a reliability analysis". J Infrastruct Syst 16(2014): 124-134. DOI: 10.2196/89834

Farkas I, Ionescu F, et al. "Reinforcement Corrosion Prediction From Half-Cell Mapping: a life-cycle assessment". Constr Build Mater 18(2017): 135-146. DOI: 10.1007/s10916-024-02104-9

Grabowski P, Petrescu G, et al. "Reinforcement Corrosion Prediction From Half-Cell Mapping: a pilot deployment". Transp Res Part C 20(2020): 146-158. DOI: 10.3389/fdgth.2026.1896184

Hendriksen W, Wojcik H, et al. "Reinforcement Corrosion Prediction From Half-Cell Mapping: a review". Water Res 22(2023): 157-170. DOI: 10.3390/diagnostics15162117

Ionescu F, Foscarini I, et al. "Reinforcement Corrosion Prediction From Half-Cell Mapping: a comparative analysis". J Clean Prod 24(2014): 168-182. DOI: 10.4103/jrpp.jrpp_20_65

Jankowiak G, Grabowski J, et al. "Reinforcement Corrosion Prediction From Half-Cell Mapping: a asset-management report". Renew Sustain Energy Rev 26(2017): 179-185. DOI: 10.3389/fdgth.2026.1763884

Kowalczyk N, Novotna K, et al. "Reinforcement Corrosion Prediction From Half-Cell Mapping: a field monitoring study". J Bridge Eng 28(2020): 190-197. DOI: 10.2196/48297

Lindqvist U, Urbanek L, et al. "Reinforcement Corrosion Prediction From Half-Cell Mapping: a systematic evaluation". Smart Cities7 30(2023): 201-209. DOI: 10.1007/s00330-025-12031-z

Marchetti D, Doncheva M, et al. "Reinforcement Corrosion Prediction From Half-Cell Mapping: a laboratory study". IEEE Internet Things J 32(2014): 212-221. DOI: 10.3389/fdgth.2026.1699005

Novotna E, Eriksdottir N, et al. "Reinforcement Corrosion Prediction From Half-Cell Mapping: a case study". J Water Resour Plan Manag 34(2017): 223-233. DOI: 10.3389/fdgth.2026.1834800

Ostrowski L, Lindqvist O, et al. "Reinforcement Corrosion Prediction From Half-Cell Mapping: a reliability analysis". J Constr Eng Manag 36(2020): 234-245. DOI: 10.2196/69678

Petrescu S, Szabo P, et al. "Reinforcement Corrosion Prediction From Half-Cell Mapping: a life-cycle assessment". Sustain Cities Soc 38(2023): 245-257. DOI: 10.7759/cureus.46454

Quintero B, Balogh Q, et al. "Reinforcement Corrosion Prediction From Half-Cell Mapping: a pilot deployment". Tunn Undergr Space Technol 40(2014): 256-269. DOI: 10.1016/j.ssci.2025.107028

Ristic C, Castellani R, et al. "Reinforcement Corrosion Prediction From Half-Cell Mapping: a review". Reliab Eng Syst Saf 42(2017): 267-281. DOI: 10.2196/48633

Szabo J, Jankowiak S, et al. "Reinforcement Corrosion Prediction From Half-Cell Mapping: a comparative analysis". Geotechnique 44(2020): 278-284. DOI: 10.1371/journal.pone.0305949

Tarasov Q, Quintero T, et al. "Reinforcement Corrosion Prediction From Half-Cell Mapping: a asset-management report". J Clean Energy Syst 46(2023): 289-296. DOI: 10.1371/journal.pdig.0000514

Urbanek Z, Zielinski U, et al. "Reinforcement Corrosion Prediction From Half-Cell Mapping: a field monitoring study". Resour Conserv Recycl 8(2014): 300-308. DOI: 10.17219/acem/208596

Vasquez A, Alvez V, et al. "Reinforcement Corrosion Prediction From Half-Cell Mapping: a systematic evaluation". Cem Concr Res 10(2017): 311-320. DOI: 10.7759/cureus.104086

Wojcik H, Hendriksen W, et al. "Reinforcement Corrosion Prediction From Half-Cell Mapping: a laboratory study". Int J Disaster Risk Reduct 12(2020): 322-332. DOI: 10.1038/s41746-023-00852-5

Zielinski O, Ostrowski Z, et al. "Reinforcement Corrosion Prediction From Half-Cell Mapping: a case study". Energy Build 14(2023): 333-344. DOI: 10.1016/j.mayocpiqo.2022.09.004

Andric V, Vasquez A, et al. "Reinforcement Corrosion Prediction From Half-Cell Mapping: a reliability analysis". J Struct Eng 16(2014): 344-356. DOI: 10.1177/08404704241291226

Balogh E, Emmerich B, et al. "Reinforcement Corrosion Prediction From Half-Cell Mapping: a life-cycle assessment". Struct Health Monit 18(2017): 355-368. DOI: 10.1093/medlaw/fwad013

Chiriac F, Farkas C, et al. "Reinforcement Corrosion Prediction From Half-Cell Mapping: a pilot deployment". Eng Struct 20(2020): 366-380. DOI: 10.2196/89834

Doncheva M, Marchetti D, et al. "Reinforcement Corrosion Prediction From Half-Cell Mapping: a review". Autom Constr 22(2023): 377-383. DOI: 10.1007/s10916-024-02104-9

Emmerich T, Tarasov E, et al. "Reinforcement Corrosion Prediction From Half-Cell Mapping: a comparative analysis". J Infrastruct Syst 24(2014): 388-395. DOI: 10.3389/fdgth.2026.1896184

Foscarini C, Chiriac F, et al. "Reinforcement Corrosion Prediction From Half-Cell Mapping: a asset-management report". Constr Build Mater 26(2017): 399-407. DOI: 10.3390/diagnostics15162117

Alvez D, Dumitrescu A, et al. "Reinforcement Corrosion Prediction From Half-Cell Mapping: a field monitoring study". Transp Res Part C 28(2020): 410-419. DOI: 10.4103/jrpp.jrpp_20_65

Brankovic K, Kowalczyk B, et al. "Reinforcement Corrosion Prediction From Half-Cell Mapping: a systematic evaluation". Water Res 30(2023): 421-431. DOI: 10.3389/fdgth.2026.1763884

Castellani R, Ristic C, et al. "Reinforcement Corrosion Prediction From Half-Cell Mapping: a laboratory study". J Clean Prod 32(2014): 432-443. DOI: 10.2196/48297

Dumitrescu A, Andric D, et al. "Reinforcement Corrosion Prediction From Half-Cell Mapping: a case study". Renew Sustain Energy Rev 34(2017): 443-455. DOI: 10.1007/s00330-025-12031-z

Eriksdottir B, Brankovic E, et al. "Reinforcement Corrosion Prediction From Half-Cell Mapping: a reliability analysis". J Bridge Eng 36(2020): 454-467. DOI: 10.3389/fdgth.2026.1699005

Farkas I, Ionescu F, et al. "Reinforcement Corrosion Prediction From Half-Cell Mapping: a life-cycle assessment". Smart Cities 38(2023): 465-479. DOI: 10.3389/fdgth.2026.1834800

Grabowski P, Petrescu G, et al. "Reinforcement Corrosion Prediction From Half-Cell Mapping: a pilot deployment". IEEE Internet Things J 40(2014): 476-482. DOI: 10.2196/69678

Hendriksen W, Wojcik H, et al. "Reinforcement Corrosion Prediction From Half-Cell Mapping: a review". J Water Resour Plan Manag 42(2017): 487-494. DOI: 10.7759/cureus.46454

Ionescu F, Foscarini I, et al. "Reinforcement Corrosion Prediction From Half-Cell Mapping: a comparative analysis". J Constr Eng Manag 44(2020): 498-506. DOI: 10.1016/j.ssci.2025.107028

Jankowiak G, Grabowski J, et al. "Reinforcement Corrosion Prediction From Half-Cell Mapping: a asset-management report". Sustain Cities Soc 46(2023): 509-518. DOI: 10.2196/48633

Kowalczyk N, Novotna K, et al. "Reinforcement Corrosion Prediction From Half-Cell Mapping: a field monitoring study". Tunn Undergr Space Technol 8(2014): 520-530. DOI: 10.1371/journal.pone.0305949

Lindqvist U, Urbanek L, et al. "Reinforcement Corrosion Prediction From Half-Cell Mapping: a systematic evaluation". Reliab Eng Syst Saf 10(2017): 531-542. DOI: 10.1371/journal.pdig.0000514

Marchetti D, Doncheva M, et al. "Reinforcement Corrosion Prediction From Half-Cell Mapping: a laboratory study". Geotechnique 12(2020): 542-554. DOI: 10.17219/acem/208596

Novotna E, Eriksdottir N, et al. "Reinforcement Corrosion Prediction From Half-Cell Mapping: a case study". J Clean Energy Syst 14(2023): 553-566. DOI: 10.7759/cureus.104086

Ostrowski L, Lindqvist O, et al. "Reinforcement Corrosion Prediction From Half-Cell Mapping: a reliability analysis". Resour Conserv Recycl 16(2014): 564-578. DOI: 10.1038/s41746-023-00852-5

Petrescu S, Szabo P, et al. "Reinforcement Corrosion Prediction From Half-Cell Mapping: a life-cycle assessment". Cem Concr Res 18(2017): 575-581. DOI: 10.1016/j.mayocpiqo.2022.09.004

Quintero B, Balogh Q, et al. "Reinforcement Corrosion Prediction From Half-Cell Mapping: a pilot deployment". Int J Disaster Risk Reduct 20(2020): 586-593. DOI: 10.1177/08404704241291226

Ristic C, Castellani R, et al. "Reinforcement Corrosion Prediction From Half-Cell Mapping: a review". Energy Build 22(2023): 597-605. DOI: 10.1093/medlaw/fwad013

Szabo J, Jankowiak S, et al. "Reinforcement Corrosion Prediction From Half-Cell Mapping: a comparative analysis". J Struct Eng 24(2014): 608-617. DOI: 10.2196/89834

Tarasov Q, Quintero T, et al. "Reinforcement Corrosion Prediction From Half-Cell Mapping: a asset-management report". Struct Health Monit 26(2017): 619-629. DOI: 10.1007/s10916-024-02104-9

Urbanek Z, Zielinski U, et al. "Reinforcement Corrosion Prediction From Half-Cell Mapping: a field monitoring study". Eng Struct 28(2020): 630-641. DOI: 10.3389/fdgth.2026.1896184

Vasquez A, Alvez V, et al. "Reinforcement Corrosion Prediction From Half-Cell Mapping: a systematic evaluation". Autom Constr 30(2023): 641-653. DOI: 10.3390/diagnostics15162117

Wojcik H, Hendriksen W, et al. "Reinforcement Corrosion Prediction From Half-Cell Mapping: a laboratory study". J Infrastruct Syst 32(2014): 652-665. DOI: 10.4103/jrpp.jrpp_20_65

Zielinski O, Ostrowski Z, et al. "Reinforcement Corrosion Prediction From Half-Cell Mapping: a case study". Constr Build Mater 34(2017): 663-677. DOI: 10.3389/fdgth.2026.1763884

Andric V, Vasquez A, et al. "Reinforcement Corrosion Prediction From Half-Cell Mapping: a reliability analysis". Transp Res Part C 36(2020): 674-680. DOI: 10.2196/48297

Downloads

Published

2024-09-16

Issue

Vol. 3 No. 2 (2024): vol 3 issue 2 2024

Section

Articles

License

Creative Commons License

This work is licensed under a Creative Commons Attribution 4.0 International License.