Wind Power Forecasting at Turbine Level: Spatial Correlation and the Value of Neighbouring Sensors
DOI:
https://doi.org/10.5281/zenodo.22660876Keywords:
Wind Power Forecasting at Turbine Level; Applied machine learning; Evidence synthesis; Production deployment; MLOpsAbstract
Wind Power Forecasting at Turbine Level 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 wind power forecasting at turbine
level, 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. "Wind Power Forecasting at Turbine Level: a benchmark study". J Mach Learn Res 8(2014): 80-86. DOI: 10.3390/diagnostics15162117
Brankovic K, Kowalczyk B, et al. "Wind Power Forecasting at Turbine Level: a systematic evaluation". IEEE Trans Pattern Anal Mach Intell 10(2017): 91-98. DOI: 10.4103/jrpp.jrpp_20_65
Castellani R, Ristic C, et al. "Wind Power Forecasting at Turbine Level: a empirical analysis". Proc NeurIPS 12(2020): 102-110. DOI: 10.3389/fdgth.2026.1763884
Dumitrescu A, Andric D, et al. "Wind Power Forecasting at Turbine Level: a ablation study". Proc ICML 14(2023): 113-122. DOI: 10.2196/48297
Eriksdottir B, Brankovic E, et al. "Wind Power Forecasting at Turbine Level: a reproducibility study". Proc ICLR 16(2014): 124-134. DOI: 10.1007/s00330-025-12031-z
Farkas I, Ionescu F, et al. "Wind Power Forecasting at Turbine Level: a large-scale evaluation". ACM Trans Intell Syst 18(2017): 135-146. DOI: 10.3389/fdgth.2026.1699005
Grabowski P, Petrescu G, et al. "Wind Power Forecasting at Turbine Level: a case study". Data Min Knowl Discov 20(2020): 146-158. DOI: 10.3389/fdgth.2026.1834800
Hendriksen W, Wojcik H, et al. "Wind Power Forecasting at Turbine Level: a survey". Artif Intell 22(2023): 157-170. DOI: 10.2196/69678
Ionescu F, Foscarini I, et al. "Wind Power Forecasting at Turbine Level: a comparative analysis". Knowl Based Syst 24(2014): 168-182. DOI: 10.7759/cureus.46454
Jankowiak G, Grabowski J, et al. "Wind Power Forecasting at Turbine Level: a field deployment report". IEEE Trans Neural Netw Learn Syst 26(2017): 179-185. DOI: 10.1016/j.ssci.2025.107028
Kowalczyk N, Novotna K, et al. "Wind Power Forecasting at Turbine Level: a benchmark study". Proc KDD 28(2020): 190-197. DOI: 10.2196/48633
Lindqvist U, Urbanek L, et al. "Wind Power Forecasting at Turbine Level: a systematic evaluation". Proc AAAI 30(2023): 201-209. DOI: 10.1371/journal.pone.0305949
Marchetti D, Doncheva M, et al. "Wind Power Forecasting at Turbine Level: a empirical analysis". IEEE Trans Knowl Data Eng 32(2014): 212-221. DOI: 10.1371/journal.pdig.0000514
Novotna E, Eriksdottir N, et al. "Wind Power Forecasting at Turbine Level: a ablation study". J Artif Intell Res 34(2017): 223-233. DOI: 10.17219/acem/208596
Ostrowski L, Lindqvist O, et al. "Wind Power Forecasting at Turbine Level: a reproducibility study". ACM Comput Surv 36(2020): 234-245. DOI: 10.7759/cureus.104086
Petrescu S, Szabo P, et al. "Wind Power Forecasting at Turbine Level: a large-scale evaluation". Neural Comput Appl 38(2023): 245-257. DOI: 10.1038/s41746-023-00852-5
Quintero B, Balogh Q, et al. "Wind Power Forecasting at Turbine Level: a case study". Expert Syst Appl 40(2014): 256-269. DOI: 10.1016/j.mayocpiqo.2022.09.004
Ristic C, Castellani R, et al. "Wind Power Forecasting at Turbine Level: a survey". Inf Sci 42(2017): 267-281. DOI: 10.1177/08404704241291226
Szabo J, Jankowiak S, et al. "Wind Power Forecasting at Turbine Level: a comparative analysis". Pattern Recognit 44(2020): 278-284. DOI: 10.1093/medlaw/fwad013
Tarasov Q, Quintero T, et al. "Wind Power Forecasting at Turbine Level: a field deployment report". IEEE Access 46(2023): 289-296. DOI: 10.2196/89834
Urbanek Z, Zielinski U, et al. "Wind Power Forecasting at Turbine Level: a benchmark study". ACM Trans Softw Eng Methodol 8(2014): 300-308. DOI: 10.1007/s10916-024-02104-9
Vasquez A, Alvez V, et al. "Wind Power Forecasting at Turbine Level: a systematic evaluation". Proc MLSys 10(2017): 311-320. DOI: 10.3389/fdgth.2026.1896184
Wojcik H, Hendriksen W, et al. "Wind Power Forecasting at Turbine Level: a empirical analysis". Proc FAccT 12(2020): 322-332. DOI: 10.3390/diagnostics15162117
Zielinski O, Ostrowski Z, et al. "Wind Power Forecasting at Turbine Level: a ablation study". Nat Mach Intell 14(2023): 333-344. DOI: 10.4103/jrpp.jrpp_20_65
Andric V, Vasquez A, et al. "Wind Power Forecasting at Turbine Level: a reproducibility study". J Mach Learn Res 16(2014): 344-356. DOI: 10.3389/fdgth.2026.1763884
Balogh E, Emmerich B, et al. "Wind Power Forecasting at Turbine Level: a large-scale evaluation". IEEE Trans Pattern Anal Mach Intell 18(2017): 355-368. DOI: 10.2196/48297
Chiriac F, Farkas C, et al. "Wind Power Forecasting at Turbine Level: a case study". Proc NeurIPS 20(2020): 366-380. DOI: 10.1007/s00330-025-12031-z
Doncheva M, Marchetti D, et al. "Wind Power Forecasting at Turbine Level: a survey". Proc ICML 22(2023): 377-383. DOI: 10.3389/fdgth.2026.1699005
Emmerich T, Tarasov E, et al. "Wind Power Forecasting at Turbine Level: a comparative analysis". Proc ICLR 24(2014): 388-395. DOI: 10.3389/fdgth.2026.1834800
Foscarini C, Chiriac F, et al. "Wind Power Forecasting at Turbine Level: a field deployment report". ACM Trans Intell Syst 26(2017): 399-407. DOI: 10.2196/69678
Alvez D, Dumitrescu A, et al. "Wind Power Forecasting at Turbine Level: a benchmark study". Data Min Knowl Discov 28(2020): 410-419. DOI: 10.7759/cureus.46454
Brankovic K, Kowalczyk B, et al. "Wind Power Forecasting at Turbine Level: a systematic evaluation". Artif Intell 30(2023): 421-431. DOI: 10.1016/j.ssci.2025.107028
Castellani R, Ristic C, et al. "Wind Power Forecasting at Turbine Level: a empirical analysis". Knowl Based Syst 32(2014): 432-443. DOI: 10.2196/48633
Dumitrescu A, Andric D, et al. "Wind Power Forecasting at Turbine Level: a ablation study". IEEE Trans Neural Netw Learn Syst 34(2017): 443-455. DOI: 10.1371/journal.pone.0305949
Eriksdottir B, Brankovic E, et al. "Wind Power Forecasting at Turbine Level: a reproducibility study". Proc KDD 36(2020): 454-467. DOI: 10.1371/journal.pdig.0000514
Farkas I, Ionescu F, et al. "Wind Power Forecasting at Turbine Level: a large-scale evaluation". Proc AAAI 38(2023): 465-479. DOI: 10.17219/acem/208596
Grabowski P, Petrescu G, et al. "Wind Power Forecasting at Turbine Level: a case study". IEEE Trans Knowl Data Eng 40(2014): 476-482. DOI: 10.7759/cureus.104086
Hendriksen W, Wojcik H, et al. "Wind Power Forecasting at Turbine Level: a survey". J Artif Intell Res 42(2017): 487-494. DOI: 10.1038/s41746-023-00852-5
Ionescu F, Foscarini I, et al. "Wind Power Forecasting at Turbine Level: a comparative analysis". ACM Comput Surv 44(2020): 498-506. DOI: 10.1016/j.mayocpiqo.2022.09.004
Jankowiak G, Grabowski J, et al. "Wind Power Forecasting at Turbine Level: a field deployment report". Neural Comput Appl 46(2023): 509-518. DOI: 10.1177/08404704241291226
Kowalczyk N, Novotna K, et al. "Wind Power Forecasting at Turbine Level: a benchmark study". Expert Syst Appl 8(2014): 520-530. DOI: 10.1093/medlaw/fwad013
Lindqvist U, Urbanek L, et al. "Wind Power Forecasting at Turbine Level: a systematic evaluation". Inf Sci 10(2017): 531-542. DOI: 10.2196/89834
Marchetti D, Doncheva M, et al. "Wind Power Forecasting at Turbine Level: a empirical analysis". Pattern Recognit 12(2020): 542-554. DOI: 10.1007/s10916-024-02104-9
Novotna E, Eriksdottir N, et al. "Wind Power Forecasting at Turbine Level: a ablation study". IEEE Access 14(2023): 553-566. DOI: 10.3389/fdgth.2026.1896184
Ostrowski L, Lindqvist O, et al. "Wind Power Forecasting at Turbine Level: a reproducibility study". ACM Trans Softw Eng Methodol 16(2014): 564-578. DOI: 10.3390/diagnostics15162117
Petrescu S, Szabo P, et al. "Wind Power Forecasting at Turbine Level: a large-scale evaluation". Proc MLSys 18(2017): 575-581. DOI: 10.4103/jrpp.jrpp_20_65
Quintero B, Balogh Q, et al. "Wind Power Forecasting at Turbine Level: a case study". Proc FAccT 20(2020): 586-593. DOI: 10.3389/fdgth.2026.1763884
Ristic C, Castellani R, et al. "Wind Power Forecasting at Turbine Level: a survey". Nat Mach Intell 22(2023): 597-605. DOI: 10.2196/48297
Szabo J, Jankowiak S, et al. "Wind Power Forecasting at Turbine Level: a comparative analysis". J Mach Learn Res 24(2014): 608-617. DOI: 10.1007/s00330-025-12031-z
Tarasov Q, Quintero T, et al. "Wind Power Forecasting at Turbine Level: a field deployment report". IEEE Trans Pattern Anal Mach Intell 26(2017): 619-629. DOI: 10.3389/fdgth.2026.1699005
Urbanek Z, Zielinski U, et al. "Wind Power Forecasting at Turbine Level: a benchmark study". Proc NeurIPS 28(2020): 630-641. DOI: 10.3389/fdgth.2026.1834800
Vasquez A, Alvez V, et al. "Wind Power Forecasting at Turbine Level: a systematic evaluation". Proc ICML 30(2023): 641-653. DOI: 10.2196/69678
Wojcik H, Hendriksen W, et al. "Wind Power Forecasting at Turbine Level: a empirical analysis". Proc ICLR 32(2014): 652-665. DOI: 10.7759/cureus.46454
Zielinski O, Ostrowski Z, et al. "Wind Power Forecasting at Turbine Level: a ablation study". ACM Trans Intell Syst 34(2017): 663-677. DOI: 10.1016/j.ssci.2025.107028
Andric V, Vasquez A, et al. "Wind Power Forecasting at Turbine Level: a reproducibility study". Data Min Knowl Discov 36(2020): 674-680. DOI: 10.2196/48633

