Advances in Intelligent Systems and Computing 451 Ajith Abraham Sergey Kovalev Valery Tarassov Václav Snášel Editors Proceedings of the First International Scientific Conference “Intelligent Information Technologies for Industry” (IITI’16) Volume 2 Advances in Intelligent Systems and Computing Volume 451 Series editor Janusz Kacprzyk, Polish Academy of Sciences, Warsaw, Poland e-mail: [email protected] About this Series Theseries“AdvancesinIntelligentSystemsandComputing”containspublicationsontheory, applications,anddesignmethodsofIntelligentSystemsandIntelligentComputing.Virtually alldisciplinessuchasengineering,naturalsciences,computerandinformationscience,ICT, economics,business,e-commerce,environment,healthcare,lifesciencearecovered.Thelist oftopicsspansalltheareasofmodernintelligentsystemsandcomputing. Thepublicationswithin“AdvancesinIntelligentSystemsandComputing”areprimarily textbooksandproceedingsofimportantconferences, symposiaandcongresses.Theycover significantrecentdevelopmentsinthefield,bothofafoundationalandapplicablecharacter. Animportantcharacteristicfeatureoftheseriesistheshortpublicationtimeandworld-wide distribution. Thispermitsarapid andbroaddissemination ofresearch results. Advisory Board Chairman Nikhil R. Pal,Indian Statistical Institute,Kolkata, India e-mail: [email protected] Members Rafael Bello,Universidad Central “Marta Abreu”deLasVillas, SantaClara, Cuba e-mail: [email protected] Emilio S.Corchado, University of Salamanca, Salamanca, Spain e-mail: [email protected] HaniHagras, University of Essex, Colchester, UK e-mail: [email protected] LászlóT. Kóczy, SzéchenyiIstván University, Győr,Hungary e-mail: [email protected] VladikKreinovich, University of Texasat ElPaso, ElPaso, USA e-mail: [email protected] Chin-Teng Lin, National ChiaoTung University,Hsinchu, Taiwan e-mail: [email protected] Jie Lu,University of Technology,Sydney,Australia e-mail: [email protected] Patricia Melin,Tijuana Institute of Technology,Tijuana, Mexico e-mail: [email protected] Nadia Nedjah,State University of RiodeJaneiro,RiodeJaneiro, Brazil e-mail: [email protected] Ngoc ThanhNguyen, Wroclaw University of Technology,Wroclaw,Poland e-mail: [email protected] Jun Wang, TheChineseUniversity of HongKong,Shatin, HongKong e-mail: [email protected] More information about this series at http://www.springer.com/series/11156 Ajith Abraham Sergey Kovalev (cid:129) á áš Valery Tarassov V clav Sn el (cid:129) Editors Proceedings of the First fi International Scienti c “ Conference Intelligent Information Technologies ” ’ for Industry (IITI 16) Volume 2 123 Editors Ajith Abraham Valery Tarassov ScientificNetwork forInnovation BaumanMoscowStateTechnicalUniversity andResearchExcellence Moscow MachineIntelligence Research Labs Russia Auburn,WA USA Václav Snášel VŠB-Technical University of Ostrava Sergey Kovalev Ostrava RostovState Transport University Czech Republic Rostov-on-Don Russia ISSN 2194-5357 ISSN 2194-5365 (electronic) Advances in Intelligent Systems andComputing ISBN978-3-319-33815-6 ISBN978-3-319-33816-3 (eBook) DOI 10.1007/978-3-319-33816-3 LibraryofCongressControlNumber:2016937346 ©SpringerInternationalPublishingSwitzerland2016 Thisworkissubjecttocopyright.AllrightsarereservedbythePublisher,whetherthewholeorpart of the material is concerned, specifically the rights of translation, reprinting, reuse of illustrations, recitation, broadcasting, reproduction on microfilms or in any other physical way, and transmission or information storage and retrieval, electronic adaptation, computer software, or by similar or dissimilarmethodologynowknownorhereafterdeveloped. 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Printedonacid-freepaper ThisSpringerimprintispublishedbySpringerNature TheregisteredcompanyisSpringerInternationalPublishingAGSwitzerland Preface This volume of Advances in Intelligent Systems and Computing contains papers presented in the main track of IITI 2016, the First International Conference on Intelligent Information Technologies for Industry held in May 16–21 in Sochi, Russia. Sochi is a beautiful city in the south of Russia, a well-known resort center on the Black Sea and the capital of XXII Olympic Winter Games—2014. The conferencewasjointlyco-organizedbyRostovStateTransportUniversity(Russia) and VŠB-Technical University of Ostrava (Czech Republic) with the participation of Russian Association for Artificial Intelligence (RAAI) and Russian Association for Fuzzy Systems and Soft Computing (RAFSSC). These two Associations rep- resent important Russian scientific communities incorporated into international activities:RAAI isamember society oftheEuropeanCoordinatingCommitteefor ArtificialIntelligence(ECCAI)andRAFSSCisthememberofInternationalFuzzy Systems Association (IFSA). The First IITI Conference is not, of course, the first international conference on intelligent technologies and fuzzy systems in Russia. Among the most important international events (in English) organized by RAAI and RAFSSC in twenty-first century we may cite the Joint Conference on Knowledge-Based Software Engineering (KBSE), International Conference on Fuzzy Sets and Soft Computing in Economics and Finance (FSSCEF), Rough Sets, Fuzzy Sets, Data Mining and GranularComputing(RSFDGrC’2011).TheXVthRussianNationalConferencein ArtificialIntelligencewith international participation(CAI-2016) willtakeplaceat Smolensk in October 2016. The conferences above-mentioned were mainly focused on fundamental prob- lems of artificial intelligence, fuzzy set theory, and soft computing. To differ from them, IITI’16 is devoted to practical models and industrial applications related to intelligent information systems. It is considered as a meeting point for researchers and practitioners to enable the implementation of advanced information technolo- gies into various industries. Nevertheless, some theoretical talks concerning the state of the art in intelligent systems and soft computing were also included into proceedings. v vi Preface There were 162 paper submissions from 10 countries. Each submission was reviewed by at least three Chairs or PC members. We accepted 92 regular papers (57 %). Unfortunately,due tolimitations ofconference topics andedited volumes, theProgramCommitteewasforcedtorejectsomeinterestingpaperswhichdidnot satisfy these topics or publisher requirements. We would like to thank all authors and reviewers for their work and valuable contributions. The friendly and wel- coming attitude of conference supporters and contributors made this event a success! May 2016 Ajith Abraham Sergey Kovalev Valery Tarassov Václav Snášel Organization Conference Chairs Sergey Kovalev, Rostov State Transport University, Russia Václav Snášel, VŠB-TU Ostrava, Czech Republic Ajith Abraham, MIR Labs, USA Conference Vice-Chair Valery Tarassov, Bauman Moscow State Technical University, Russia International Program Committee Alexey N. Averkin, Dorodnicyn Computing Centre of Russian Academy of Sciences, Russia Rafik A. Aliyev, Azerbaijan State Oil Academy, Azerbaijan Mikołaj Bartłomiejczyk, Gdansk University of Technology, Poland Ildar Z. Batyrshin, National Polytechnic Institute, Mexico Anton Beláň, Slovak University of Technology in Bratislava, Slovakia Arcady N. Borisov, Riga Technical University, Latvia Jiří Bouchala, VŠB-TU Ostrava, Czech Republic, Czech Republic Milan Dado, University of Žilina, Slovakia Igor D. Dolgiy, Rostov State Transport University, Russia Alexander P. Eremeev, Moscow Power Engineering Institute, Russia Alena V. Fedotova, Bauman Moscow State Technical University, Russia Bronislav Firago, Belarusian National Technical University, Belarus Igor B. Fominykh, Moscow Power Engineering Institute, Russia VladimirV.Golenkov,BelarusStateUniversityofInformaticsandRadioelectronics, Belarus Jiří Hammerbauer, University of West Bohemia in Pilsen, Czech Republic vii viii Organization Stanislav Kocman, VŠB-TU Ostrava, Czech Republic, Czech Republic Jaroslav Kultan, University of Economics in Bratislava, Slovakia Viktor M. Kureychik, Southern Federal University, Russia Igor Kurytnik, University of Bielsko-Biała, Poland OlegP.Kuznetsov,InstituteofControlSciencesofRussianAcademyofSciences, Russia Teresa Orłowska-Kowalska, Wrocław University of Technology, Poland Gennady S. Osipov, Institute for Systems Analysis of Russian Academy of Sciences, Russia Leszek Pawlaczyk, Wrocław University of Technology, Poland Josef Paleček, VŠB-TU Ostrava, Czech Republic, Czech Republic Zdenék Peroutka, University of West Bohemia in Pilsen, Czech Republic Alexey B. Petrovsky, Institute for Systems Analysis of Russian Academy of Sciences, Russia Stanislav Rusek, VŠB-TU Ostrava, Czech Republic, Czech Republic Alexander V. Smirnov, St. Petersburg Institute for Informatics and Automation of the Russian Academy of Sciences, Russia VadimL.Stefanuk,InstituteforInformationTransmissionofRussianAcademyof Sciences, Russia Vadim N. Vagin, Moscow Power Engineering Institute, Russia Feodor Vainstein, Texas A&M University, USA Yuri R. Valkman, International R&E Center of Information Technologies and Systems in Kiev, Ukraine Vladimír Vašinek, VŠB-TU Ostrava, Czech Republic, Czech Republic Ján Vittek, University of Žilina, Slovakia Nadezhda G. Yarushkina, Ulyanovsk State Technical University, Russia Alla V. Zaboleyeva-Zotova, Volgograd State Technical University, Russia Organizing Committee Chair Alexander N. Guda, Rostov State Transport University, Russia Local Organizing Committee Maria A. Butakova, Rostov State Transport University, Russia Andrey V. Chernov, Rostov State Transport University, Russia Vladislav S. Kovalev, JSC “NIIAS”, Russia Pavel Krömer, VŠB-TU Ostrava, Czech Republic, Czech Republic Vladimir V. Kureychik, Southern Federal University, Russia Jan Platoš, VŠB-TU Ostrava, Czech Republic, Czech Republic Vladimir L. Samsonov, Rostov State Transport University, Russia Organization ix Vitezslav Styskala, VŠB-TU Ostrava, Czech Republic, Czech Republic Andrey V. Sukhanov, Rostov State Transport University, Russia Ivan A. Yaitskov, Rostov State Transport University, Russia Sponsoring Institutions Rostov State Transport University, Russia VŠB-Technical University of Ostrava, Czech Republic