Artūrs Stepčenko

Scientific Assistant


Scientific publications indexed in Scopus and Web of Science

  • 2017
    • Stepchenko, A., Chizhov, J., Aleksejeva, L., Tolujew, J. Nonlinear, Non-stationary and Seasonal Time Series Forecasting Using Different Methods Coupled with Data Preprocessing. Procedia Computer Science. 2017, vol. 104, pp. 578-585. ISSN 1877-0509. Available from: doi: 10.1016/j.procs.2017.01.175. Indexed in: Scopus and Web of Science.
    • Stepchenko, A. Land cover classification based on MODIS imagery data using artificial neural networks.  11th International Scientific and Practical Conference on Environment. Technology. Resources; Rezekne Academy of Technologies, Faculty of EngineeringRezekne; Latvia; 15 June 2017 through 17 June 2017. Vide. Tehnologija. Resursi - Environment, Technology, Resources. Volume 2, 2017, Pages 159-164, DOI: 10.17770/etr2017vol2.2545   Scopus

  • 2016
    • Lang, M., Gulbe, L., Traškovs, A., Stepčenko, A. Assessment of different estimation algorithms and remote sensing data sources for regional level wood volume mapping in hemiboreal mixed forests. 2016, Baltic Forestry 22 (2), pp. 283-296,   Scopus, Web of Science
  • 2015
    • Stepchenko, A., Chizhov, J. NDVI Short-Term Forecasting Using Recurrent Neural Networks. In: Proceedings of the 10th International Scientific and Practical Conference „Environment. Technology. Resources”, June 18-20, 2015, Rezekne, Latvia. Vol. 3. Rezekne: Rezeknes Augstskola, 2015, pp. 180-185. ISBN 978-9984-44-173-3. ISSN 1691-5402. e-ISSN 2256-070X. Available from: doi: 10.17770/etr2015vol3.167. Indexed in: Scopus.

Other scientific publications

  • 2019
    • Stepčenko, Artūrs. Forecasting System Development for Nonlinear and Nonstationary Time Series of Normalized Difference Vegetation Index. Summary of the Doctoral Thesis. Riga: RTU Press, 2019. 44 p. ISBN 978-9934-22-347-1. e-ISBN 978-9934-22-348-8. Available from: doi: 10.13140/RG.2.2.16747.90408.
  • 2018
    • Stepchenko, A., Chizhov, J., Aleksejeva, L. Transfer of the Data Preprocessing Parameters and Forecasting Models. Journal of Advances in Technology and Engineering Research. 2018, vol. 4, no. 6, pp. 214-221. ISSN 2519-0377. e-ISSN 2414-4592. Available from: doi: 10.20474/jater-4.6.1.  Indexed in: CrossRef, ROAD.
  • 2017
    • Stepchenko, A. Land Cover Classification Based on MODIS Imagery Data Using Artificial Neural Networks. In: Proceedings of the 11th International Scientific and Practical Conference „Environment. Technology. Resources”, June 15-17, 2017, Rezekne, Latvia. Vol. 2. Rezekne: Rezekne Academy of Technologies, 2017, pp. 159-164. ISBN 978-9984-44-173-3. ISSN 1691-5402. e-ISSN 2256-070X. Available from: doi: 10.17770/etr2017vol2.2545. Indexed in: Scopus.

  • 2016
    • Stepchenko, A., Chizhov, J. Markov Chain Modelling for Short-Term NDVI Time Series Forecasting. Information Technology and Management Science. 2016, vol. 19, pp. 39-44. ISSN 2255-9086. e-ISSN 2255-9094. Available from doi: 10.1515/itms-2016-0009. Indexed in: EBSCO, CSA/ProQuest and VINITI.
    • Stepchenko, A., Trashkovs, A. Estimation of Forest Attributes Using k Nearest Neighbor Method on Landsat Imagery Data. In: Space Research Review. Vol. 4. Ventspils: Ventspils University College, 2016, pp. 46-51. ISBN 978-9984-48-053-7.
    • Lang, M., Gulbe, L., Traškovs, A., Stepčenko, A. Assessment of Different Estimation Algorithms and Remote Sensing Data Sources for Regional Level Wood Volume Mapping in Hemiboreal Mixed Forests. Baltic Forestry. 2016, vol. 22, no. 2, pp. 283-296. ISSN 1392-1355.
    • Stepchenko, A. NDVI Index Forecasting using a Layer Recurrent Neural Network Coupled with Stepwise Regression and the PCA. In: Proceedings of the 5th Virtual International Conference of Informatics and Management Sciences, March 21-25, 2016, Zilina, Slovakia. Vol. 5, no. 1. Zilina: EDIS-Publishing Institution of the University of Zilina, 2016, pp. 130-135. ISBN 978-80-554-1196-5. ISSN 1339-231X. e-ISSN 1339-9144. Available from: doi: 10.18638/ictic.2016.5.1.281. Indexed in: Google Scholar and Index Copernicus.

  • 2015
    • Stepchenko, A. Normalized Difference Vegetation Index Forecasting using a Regularized Layer Recurrent Neural Network. In: Proceedings of the 3rd Virtual Multidisciplinary Conference QUAESTI, December 7-11, 2015, Zilina, Slovakia. Vol. 3, no. 1. Zilina: EDIS-Publishing Institution of the University of Zilina, 2015, pp. 261-266. ISBN 978-80-554-1170-5. ISSN 2453-7144. e-ISSN 1339-5572. Available from: doi: 10.18638/quaesti.2015.3.1.192. Indexed in: Google Scholar.
    • Stepchenko, A., Chizhov, J. Applying Markov Chains for NDVI Time Series Forecasting of Latvian Regions. Information Technology and Management Science. 2015, vol. 18, pp. 57-61. ISSN 2255-9086. e-ISSN: 2255-9094. Available from: doi: 10.1515/itms-2015-0009. Indexed in: EBSCO, CSA/ProQuest and VINITI.

  • 2014
    • Stepchenko, A., Borisov, A. Ontology-based Image Representation. Information Technology and Management Science. 2014, vol.17, pp. 86-91. ISSN 2255-9086. e-ISSN 2255-9094. Available from: doi: 10.1515/itms-2014-0013. Indexed in: EBSCO, CSA/ProQuest and VINITI.
    • Stepchenko, A., Borisov, A. Methods of Forecasting Based on Artificial Neural Networks. Information Technology and Management Science. 2014, vol. 17, pp. 25-31. ISSN 2255-9086. e-ISSN 2255-9094. Available from: doi: 10.1515/itms-2014-0003. Indexed in: EBSCO, CSA/ProQuest and VINITI.

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