Разработка рекомендательной системы для планирования туристических маршрутов в оптимизационной постановке
Работая с нашим сайтом, вы даете свое согласие на использование файлов cookie. Это необходимо для нормального функционирования сайта, показа целевой рекламы и анализа трафика. Статистика использования сайта отправляется в «Яндекс» и «Google»
Научный журнал Моделирование, оптимизация и информационные технологииThe scientific journal Modeling, Optimization and Information Technology
Online media
issn 2310-6018

Recommendation system’s development for planning tourist routes based on optimization models

idKotciuba I.Y. Nazarenko A.E.  

UDC 004.9
DOI: 10.26102/2310-6018/2020.29.2.021

  • Abstract
  • List of references
  • About authors

The article discusses the relevance of intelligent IT’ use in planning tourism activities for both individual and collective use. In this regard, this article is aimed at revealing a set of problems in the use of recommendation IT for generation of tourist routes based on optimization models. The process of describing information about tourist attractions and the process of generating a tourist route are presented in form of a formal model of linguistic descriptions for IT system and decision-making model. The methodology proposed by authors is based on methods of multicriteria optimization of discrete programming and methods of object-oriented programming. The article presents a functional model of developing a tourist route’ process as well as models of system and software architectures, a data model of developed software package. The presented methodological and software allows to reduce the complexity of tourist routes’ design, analyze expert opinions of various categories of experts. The specificity and results of experimental testing of development’s use for educational tourism are given.

1. Semerkova L.N., Zinchenko S.V. Designing tourist routes as direction of increasing the competitiveness of the national tourist industry. Proceedings of higher educational institutions. Volga region. Social Sciences. 2016; 3 (39). Available at: https://izvuz_on.pnzgu.ru/on20316. DOI: 10.21685 / 2072-3016-2016-3-20 (accessed: 09.06.2020)

2. Kondratyeva N.S., Prokopenko L.A. Features of the budget of time and forms of leisure students of a technical university. The successes of modern natural science. 2013; 10: 199- 202.

3. Bolshakov A.G., Gladyshev Yu.B. Methodology for the formation of tourist routes and town planning principles of exposition of objects of cultural heritage of Chita. Irkutsk State Technical University Bulletin. 2014; 711.1: 19- 26.

4. Pidgurskaya N.N. Approaches to the formation of tourist cluster strategies. Bulletin of the Baikal State University. 2006; 3 (48): 7-10.

5. Yakunin V.N. Development of religious tourism as a component of the historical and cultural heritage at the present stage. Saratov Bulletin State Technical University. 2011; 4 (60): 280-287.

6. Komarova M.E. Methodological approaches to developing a development strategy tourist market of the Belgorod region. Scientific result. Business technology and service. 2014; 338: 15-25.

7. Loiko O.T. Sustainable tourism as a way to form a tolerant society. Historical, philosophical, political and legal sciences, cultural studies and art history. Questions of theory and practice. 2012; 5-2 (19): 106-109.

8. Nikulin S.Yu., Krasnov S.V. Intelligent technologies in tourism. Bulletin VUiT. 2017; 2: 109-116.

9. Grinshpun D.M., Kotsyuba I.Yu. The concept of educational work within training of technical specialists in the system of secondary vocational education at the university. Innovation in education. 2016; 9: 138-146.

10. Molchanova N.V. Tourism as a means of building tolerance. Bulletin Krasnoyarsk State Pedagogical University named after V.P. Astafieva. 2016; 1 (35): 81-84

11. W. Zheng, Z. Liao, “Using a heuristic approach to design personalized tour routes for heterogeneous tourist groups”, Tourism Management. 2019;72:313-325.

12. Cenamor, T. de la Rosa, S. Núñez, D. Borrajo, “Planning for tourism routes using social networks”, Expert Systems with Applications. 2017;69:1-9.

13. M.A. Uwaisy, Z.K.A. Baizal, M.Y. Reditya, “Recommendation of Scheduling Tourism Routes using Tabu Search Method (Case Study Bandung)”, Procedia Computer Science. 2019;157:150-159.

14. M. Sumardi, R. Wongso, F.A. Luwinda, ““TripBuddy” Travel Planner with Recommendation based on User‘s Browsing Behaviour”, Procedia Computer Science. 2017;116 326-333

Kotciuba Igor Yurievich
Phd (Technical Science)
Email: igor.kotciuba@gmail.com


ITMO University

Saint-Petersburg, Russian Federation

Nazarenko Andrew Evgenievich

Email: andy_naso@mail.ru

ITMO University

Saint-Petersburg, Russian Federation

Keywords: it in tourism, educational tourism, multi-criteria optimization, planning tourist routes

For citation: Kotciuba I.Y. Nazarenko A.E. Recommendation system’s development for planning tourist routes based on optimization models. Modeling, Optimization and Information Technology. 2020;8(2). Available from: https://moit.vivt.ru/wp-content/uploads/2020/05/KotsyubaNazarenko_2_20_1.pdf DOI: 10.26102/2310-6018/2020.29.2.021 (In Russ).


Full text in PDF