Uroš Perkan

1. PERKAN, Uroš. Napovedovanje vremena s konvolucijskimi nevronskimi mrežami : magistrsko delo. Ljubljana: [U. Perkan], 2023. IX, 81 str., ilustr. Repository of the University of Ljubljana – RUL . [COBISS.SI-ID 164351491]
award: Priznanje SZGG za najboljši dosežek na področju meteorologije v letu 2023

2. KLANČAR, Matija (interviewer), PERKAN, Uroš (interviewee). Strojno učenje v meteorologiji. Ljubljana: Agencija Republike Slovenije za okolje, 2023. 1 spletni vir (1 zvočna datoteka (18 min, 45 sek)). ARSO Podcast. https://www.meteo.si/uploads/probase/www/fproduct/media/sl/podcast/podcast_20231220_ep112.mp3. [COBISS.SI-ID 184788995]

3. PERKAN, Uroš. ConvCastNet : a global weather forecasting convolutional encoder-decoder model : poster presented at ESA – ECMWF Workshop on Machine Learning for Earth Observation and Prediction, 7-10 May 2024, ESA/ESRIN, Frascati, IT. [COBISS.SI-ID 243222787]

4. PERKAN, Uroš, ZAPLOTNIK, Žiga. Global deep-learning weather prediction model evaluation and error diagnostics. In: Workshop on Diagnostics for Global Weather Prediction : Reading, UK, 9-12 September 2024. Reading: ECMWF, 2024. 1 spletni vir (1 datoteka pdf (41 str.)). https://events.ecmwf.int/event/383/contributions/4570/attachments/2738/4641/Diagnostics-WS_Perkan.pdf. [COBISS.SI-ID 237988611]

5. PERKAN, Uroš (interviewee), SMOLE, Simon (interviewer). Na globalni ravni se letno število tropskih ciklonov počasi zmanjšuje, njihova moč pa narašča. Megafon.si. 6. 11. 2024, 1 spletni vir, fotogr. ISSN 3023-9532. https://megafon.si/slovenija/intervju-na-globalni-ravni-se-letno-stevilo-tropskih-ciklonov-pocasi-zmanjsuje-njihova-moc-pa-narasca/. [COBISS.SI-ID 221601795]

6. PERKAN, Uroš, SKOK, Gregor, ZAPLOTNIK, Žiga. Napovedovanje vremena s konvolucijskimi nevronskimi mrežami. In: KUHAR, Miran (ed.), et al. Raziskave s področja geodezije in geofizike 2023 : zbornik del : 29. srečanje Slovenskega združenja za geodezijo in geofiziko, Ljubljana, 1. februar 2024. Ljubljana: Slovensko združenje za geodezijo in geofiziko, 2024. Str. 35-51, ilustr. ISBN 978-961-95299-4-2. https://fgg-web.fgg.uni-lj.si/SUGG/referati/2024/SZGG_2024_Uros_Perkan.pdf, http://www.dlib.si/details/URN:NBN:SI:DOC-K1NCTZZ3. [COBISS.SI-ID 183859971]

7. KUKOVIČIČ, Klara Eva, PERKAN, Uroš (interviewee). S strojnim učenjem do natančnejših vremenskih napovedi. Ljubljana: Radiotelevizija Slovenija javni zavod, 2024. 1 spletni vir (1 zvočna datoteka (9 min, 33 sek)). Jutranja vremenska fronta. https://prvi.rtvslo.si/podkast/jutranja-vremenska-fronta/173251595/175021419. [COBISS.SI-ID 184793603]

8. MELINC, Boštjan, PERKAN, Uroš, ZAPLOTNIK, Žiga. Exploring a neural network-based background-error covariance model. In: EMS Annual Meeting : Ljubljana & online, 7–12 September 2025. Berlin: European Meteorological Society; Göttingen: Copernicus Meetings. https://meetingorganizer.copernicus.org/EMS2025/EMS2025-109.html. [COBISS.SI-ID 249001987]

9. PERKAN, Uroš, ZAPLOTNIK, Žiga, SKOK, Gregor. Forecast error diagnostics in neural weather models using gridpoint relaxation. In: EMS Annual Meeting : Ljubljana & online, 7–12 September 2025. Berlin: European Meteorological Society; Göttingen: Copernicus Meetings. https://meetingorganizer.copernicus.org/EMS2025/EMS2025-221.html. [COBISS.SI-ID 249006083]

10. PERKAN, Uroš (interviewee), MELINC, Boštjan (interviewee). Mednarodno srečanje meteorologov v Ljubljani. Ljubljana: Radiotelevizija Slovenija javni zavod, 2025. 1 spletni vir (1 videodatoteka (1 min, 55 sek)), barve, zvok. Slovenska kronika. https://365.rtvslo.si/arhiv/slovenska-kronika/175158283. [COBISS.SI-ID 249091075]

11. LEYENS, Rose. Explainability and physical consistency of a neural-network-based weather model. Brussel: [R. Leyens], 2026. VI, 86 str., ilustr. [COBISS.SI-ID 266313475]

12. PERKAN, Uroš, SKOK, Gregor, ZAPLOTNIK, Žiga. Forecast-error diagnostics in neural weather models. Quarterly Journal of the Royal Meteorological Society. Jul. 2026, vol. 152, iss. 779, art. no. e70212, 20 str., ilustr. ISSN 0035-9009. https://rmets.onlinelibrary.wiley.com/doi/epdf/10.1002/qj.70212, Repository of the University of Ljubljana – RUL , DOI: 10.1002/qj.70212. [COBISS.SI-ID 280424963]

13. ZAPLOTNIK, Žiga, MELINC, Boštjan, PERKAN, Uroš, KUGLER, Lukas. Latent-space data assimilation and background-error covariance modelling. In: Annual Seminar 2026 : ECMWF, Reading, 14-18 September 2026 : advancing the assimilation of Earth system observations with new methodology and Machine Learning. Reading: European Centre for Medium-Range Weather Forecasts, 2026. 1 spletni vir (1 datoteka pdf (66 str.)). https://ecmwfevents.com/i/annual-seminar-2026/public/agenda. [COBISS.SI-ID 292489475]

14. MELINC, Boštjan, PERKAN, Uroš, ZAPLOTNIK, Žiga. A unified latent-space background-error covariance model for midlatitude and tropical atmospheric data assimilation. In: 5th ECMWF-ESA Machine Learning Workshop : Bologna, 13-17 April 2026. Reading: ECMWF, 2026. https://events.ecmwf.int/event/488/contributions/5720/attachments/3544/5982/poster_Melinc.pdf. [COBISS.SI-ID 277285123]

15. MELINC, Boštjan, PERKAN, Uroš, ZAPLOTNIK, Žiga. A unified neural background‐error covariance model for midlatitude and tropical atmospheric data assimilation. Journal of advances in modeling earth systems. Jan. 2026, vol. 18, iss. 1, 18 str., ilustr. ISSN 1942-2466. DOI: 10.1029/2025MS005360. [COBISS.SI-ID 267158019]

16. MELINC, Boštjan, PERKAN, Uroš, KUGLER, Lukas, ZAPLOTNIK, Žiga. Unifying background-error covariance modelling for midlatitude and tropical atmospheric data assimilation. In: International Symposium on Data Assimilation - Online : Machine Learning in Data Assimilation : 23 April 2026. Vienna: University, 2026. https://isda-online.univie.ac.at/fileadmin/user_upload/p_isda_online/MachineLearning_DA_2026_04_23_Final_Program.pdf. [COBISS.SI-ID 277369859]

Uroš Perkan

Personal bibliography for the period 2023-2026

2023

2024

2025

2026