Predictive Maintenance on Rotating Machinery: Label Scarcity and the Cost Asymmetry of False Alarms

Authors

  • Roxana Bejenaru Department of Industrial Analytics, Crisana Institute of Applied Artificial Intelligence, Oradea, Romania Author
  • Maelys Boisrobert Department of Statistics, Vendee Centre for Machine Intelligence, La Roche-sur-Yon, France Author
  • Ainara Cerdeira Department of Machine Learning Engineering, Serrania Centre for Machine Intelligence, Ronda, Spain Author

DOI:

https://doi.org/10.5281/zenodo.22657248

Keywords:

Predictive Maintenance on Rotating Machinery; Applied machine learning; Evidence synthesis; Production deployment; MLOps

Abstract

Predictive Maintenance on Rotating Machinery is an area of active development in applied machine learning, with evidence that
has accumulated unevenly across its component questions. We review the current evidence base for predictive maintenance on
rotating machinery, 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 a team 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. "Predictive Maintenance on Rotating Machinery: a benchmark study". J Mach Learn Res 8(2014): 80-86. DOI: 10.3389/fdgth.2026.1896184

Brankovic K, Kowalczyk B, et al. "Predictive Maintenance on Rotating Machinery: a systematic evaluation". IEEE Trans Pattern Anal Mach Intell 10(2017): 91-98. DOI: 10.3390/diagnostics15162117

Castellani R, Ristic C, et al. "Predictive Maintenance on Rotating Machinery: a empirical analysis". Proc NeurIPS 12(2020): 102-110. DOI: 10.4103/jrpp.jrpp_20_65

Dumitrescu A, Andric D, et al. "Predictive Maintenance on Rotating Machinery: a ablation study". Proc ICML 14(2023): 113-122. DOI: 10.3389/fdgth.2026.1763884

Eriksdottir B, Brankovic E, et al. "Predictive Maintenance on Rotating Machinery: a reproducibility study". Proc ICLR 16(2014): 124-134. DOI: 10.2196/48297

Farkas I, Ionescu F, et al. "Predictive Maintenance on Rotating Machinery: a large-scale evaluation". ACM Trans Intell Syst 18(2017): 135-146. DOI: 10.1007/s00330-025-12031-z

Grabowski P, Petrescu G, et al. "Predictive Maintenance on Rotating Machinery: a case study". Data Min Knowl Discov 20(2020): 146-158. DOI: 10.3389/fdgth.2026.1699005

Hendriksen W, Wojcik H, et al. "Predictive Maintenance on Rotating Machinery: a survey". Artif Intell 22(2023): 157-170. DOI: 10.3389/fdgth.2026.1834800

Ionescu F, Foscarini I, et al. "Predictive Maintenance on Rotating Machinery: a comparative analysis". Knowl Based Syst 24(2014): 168-182. DOI: 10.2196/69678

Jankowiak G, Grabowski J, et al. "Predictive Maintenance on Rotating Machinery: a field deployment report". IEEE Trans Neural Netw Learn Syst 26(2017): 179-185. DOI: 10.7759/cureus.46454

Kowalczyk N, Novotna K, et al. "Predictive Maintenance on Rotating Machinery: a benchmark study". Proc KDD 28(2020): 190-197. DOI: 10.1016/j.ssci.2025.107028

Lindqvist U, Urbanek L, et al. "Predictive Maintenance on Rotating Machinery: a systematic evaluation". Proc AAAI 30(2023): 201-209. DOI: 10.2196/48633

Marchetti D, Doncheva M, et al. "Predictive Maintenance on Rotating Machinery: a empirical analysis". IEEE Trans Knowl Data Eng 32(2014): 212-221. DOI: 10.1371/journal.pone.0305949

Novotna E, Eriksdottir N, et al. "Predictive Maintenance on Rotating Machinery: a ablation study". J Artif Intell Res 34(2017): 223-233. DOI: 10.1371/journal.pdig.0000514

Ostrowski L, Lindqvist O, et al. "Predictive Maintenance on Rotating Machinery: a reproducibility study". ACM Comput Surv 36(2020): 234-245. DOI: 10.17219/acem/208596

Petrescu S, Szabo P, et al. "Predictive Maintenance on Rotating Machinery: a large-scale evaluation". Neural Comput Appl 38(2023): 245-257. DOI: 10.7759/cureus.104086

Quintero B, Balogh Q, et al. "Predictive Maintenance on Rotating Machinery: a case study". Expert Syst Appl 40(2014): 256-269. DOI: 10.1038/s41746-023-00852-5

Ristic C, Castellani R, et al. "Predictive Maintenance on Rotating Machinery: a survey". Inf Sci 42(2017): 267-281. DOI: 10.1016/j.mayocpiqo.2022.09.004

Szabo J, Jankowiak S, et al. "Predictive Maintenance on Rotating Machinery: a comparative analysis". Pattern Recognit 44(2020): 278-284. DOI: 10.1177/08404704241291226

Tarasov Q, Quintero T, et al. "Predictive Maintenance on Rotating Machinery: a field deployment report". IEEE Access 46(2023): 289-296. DOI: 10.1093/medlaw/fwad013

Urbanek Z, Zielinski U, et al. "Predictive Maintenance on Rotating Machinery: a benchmark study". ACM Trans Softw Eng Methodol 8(2014): 300-308. DOI: 10.2196/89834

Vasquez A, Alvez V, et al. "Predictive Maintenance on Rotating Machinery: a systematic evaluation". Proc MLSys 10(2017): 311-320. DOI: 10.1007/s10916-024-02104-9

Wojcik H, Hendriksen W, et al. "Predictive Maintenance on Rotating Machinery: a empirical analysis". Proc FAccT 12(2020): 322-332. DOI: 10.3389/fdgth.2026.1896184

Zielinski O, Ostrowski Z, et al. "Predictive Maintenance on Rotating Machinery: a ablation study". Nat Mach Intell 14(2023): 333-344. DOI: 10.3390/diagnostics15162117

Andric V, Vasquez A, et al. "Predictive Maintenance on Rotating Machinery: a reproducibility study". J Mach Learn Res 16(2014): 344-356. DOI: 10.4103/jrpp.jrpp_20_65

Balogh E, Emmerich B, et al. "Predictive Maintenance on Rotating Machinery: a large-scale evaluation". IEEE Trans Pattern Anal Mach Intell 18(2017): 355-368. DOI: 10.3389/fdgth.2026.1763884

Chiriac F, Farkas C, et al. "Predictive Maintenance on Rotating Machinery: a case study". Proc NeurIPS 20(2020): 366-380. DOI: 10.2196/48297

Doncheva M, Marchetti D, et al. "Predictive Maintenance on Rotating Machinery: a survey". Proc ICML 22(2023): 377-383. DOI: 10.1007/s00330-025-12031-z

Emmerich T, Tarasov E, et al. "Predictive Maintenance on Rotating Machinery: a comparative analysis". Proc ICLR 24(2014): 388-395. DOI: 10.3389/fdgth.2026.1699005

Foscarini C, Chiriac F, et al. "Predictive Maintenance on Rotating Machinery: a field deployment report". ACM Trans Intell Syst 26(2017): 399-407. DOI: 10.3389/fdgth.2026.1834800

Alvez D, Dumitrescu A, et al. "Predictive Maintenance on Rotating Machinery: a benchmark study". Data Min Knowl Discov 28(2020): 410-419. DOI: 10.2196/69678

Brankovic K, Kowalczyk B, et al. "Predictive Maintenance on Rotating Machinery: a systematic evaluation". Artif Intell 30(2023): 421-431. DOI: 10.7759/cureus.46454

Castellani R, Ristic C, et al. "Predictive Maintenance on Rotating Machinery: a empirical analysis". Knowl Based Syst 32(2014): 432-443. DOI: 10.1016/j.ssci.2025.107028

Dumitrescu A, Andric D, et al. "Predictive Maintenance on Rotating Machinery: a ablation study". IEEE Trans Neural Netw Learn Syst 34(2017): 443-455. DOI: 10.2196/48633

Eriksdottir B, Brankovic E, et al. "Predictive Maintenance on Rotating Machinery: a reproducibility study". Proc KDD 36(2020): 454-467. DOI: 10.1371/journal.pone.0305949

Farkas I, Ionescu F, et al. "Predictive Maintenance on Rotating Machinery: a large-scale evaluation". Proc AAAI 38(2023): 465-479. DOI: 10.1371/journal.pdig.0000514

Grabowski P, Petrescu G, et al. "Predictive Maintenance on Rotating Machinery: a case study". IEEE Trans Knowl Data Eng 40(2014): 476-482. DOI: 10.17219/acem/208596

Hendriksen W, Wojcik H, et al. "Predictive Maintenance on Rotating Machinery: a survey". J Artif Intell Res 42(2017): 487-494. DOI: 10.7759/cureus.104086

Ionescu F, Foscarini I, et al. "Predictive Maintenance on Rotating Machinery: a comparative analysis". ACM Comput Surv 44(2020): 498-506. DOI: 10.1038/s41746-023-00852-5

Jankowiak G, Grabowski J, et al. "Predictive Maintenance on Rotating Machinery: a field deployment report". Neural Comput Appl 46(2023): 509-518. DOI: 10.1016/j.mayocpiqo.2022.09.004

Kowalczyk N, Novotna K, et al. "Predictive Maintenance on Rotating Machinery: a benchmark study". Expert Syst Appl 8(2014): 520-530. DOI: 10.1177/08404704241291226

Lindqvist U, Urbanek L, et al. "Predictive Maintenance on Rotating Machinery: a systematic evaluation". Inf Sci 10(2017): 531-542. DOI: 10.1093/medlaw/fwad013

Marchetti D, Doncheva M, et al. "Predictive Maintenance on Rotating Machinery: a empirical analysis". Pattern Recognit 12(2020): 542-554. DOI: 10.2196/89834

Novotna E, Eriksdottir N, et al. "Predictive Maintenance on Rotating Machinery: a ablation study". IEEE Access 14(2023): 553-566. DOI: 10.1007/s10916-024-02104-9

Ostrowski L, Lindqvist O, et al. "Predictive Maintenance on Rotating Machinery: a reproducibility study". ACM Trans Softw Eng Methodol 16(2014): 564-578. DOI: 10.3389/fdgth.2026.1896184

Petrescu S, Szabo P, et al. "Predictive Maintenance on Rotating Machinery: a large-scale evaluation". Proc MLSys 18(2017): 575-581. DOI: 10.3390/diagnostics15162117

Quintero B, Balogh Q, et al. "Predictive Maintenance on Rotating Machinery: a case study". Proc FAccT 20(2020): 586-593. DOI: 10.4103/jrpp.jrpp_20_65

Ristic C, Castellani R, et al. "Predictive Maintenance on Rotating Machinery: a survey". Nat Mach Intell 22(2023): 597-605. DOI: 10.3389/fdgth.2026.1763884

Szabo J, Jankowiak S, et al. "Predictive Maintenance on Rotating Machinery: a comparative analysis". J Mach Learn Res 24(2014): 608-617. DOI: 10.2196/48297

Tarasov Q, Quintero T, et al. "Predictive Maintenance on Rotating Machinery: a field deployment report". IEEE Trans Pattern Anal Mach Intell 26(2017): 619-629. DOI: 10.1007/s00330-025-12031-z

Urbanek Z, Zielinski U, et al. "Predictive Maintenance on Rotating Machinery: a benchmark study". Proc NeurIPS 28(2020): 630-641. DOI: 10.3389/fdgth.2026.1699005

Vasquez A, Alvez V, et al. "Predictive Maintenance on Rotating Machinery: a systematic evaluation". Proc ICML 30(2023): 641-653. DOI: 10.3389/fdgth.2026.1834800

Wojcik H, Hendriksen W, et al. "Predictive Maintenance on Rotating Machinery: a empirical analysis". Proc ICLR 32(2014): 652-665. DOI: 10.2196/69678

Zielinski O, Ostrowski Z, et al. "Predictive Maintenance on Rotating Machinery: a ablation study". ACM Trans Intell Syst 34(2017): 663-677. DOI: 10.7759/cureus.46454

Andric V, Vasquez A, et al. "Predictive Maintenance on Rotating Machinery: a reproducibility study". Data Min Knowl Discov 36(2020): 674-680. DOI: 10.1016/j.ssci.2025.107028

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Published

2022-07-07

Issue

Vol. 1 No. 2 (2022): Vol 1 Issue 2 2022

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