Pētniecības nozare

Datorzinātnes nozare, signālu diskrētās apstrādes apakšnozare

Publikācijas:

Zinātniskās publikācijas indeksētas Scopus un 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.

Citas zinātniskās publikācijas

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.