Preview

Open Education

Advanced search

Architecture of intellectual agent-oriented educational complex for training of technical specialists

https://doi.org/10.21686/1818-4243-2018-3-14-24

Abstract

The purpose of the research, presented in this paper is the development, implementation and testing in the educational process of multi-level architecture of intelligent agent-oriented educational complex for training of technical specialists. Intellectualization of e-learning is one of the priority directions in the implementation of the competence approach to learning in higher education. At the same time, the theory and practice of design of agent-oriented (multi-agent) systems is a promising direction of introduction of artificial intelligence methods in the field of e-learning, recognized in the scientific community.

In the process of the research, a multi-level architecture of the intelligent agent-oriented educational complex was developed, justified and mainly implemented, which combines flexibility, openness and good scalability. It is shown that the stated quality indicators can be achieved through an organic combination of multi-agent and service-oriented approaches to the design of software products for educational purposes. The architectural solution has detailed levels of services and levels of intelligent agents, based on them. Each of the declared levels of the system is relatively independent, can be developed (tested) independently, and the methods of interaction between the levels are unified. The paper considers the purpose of the components that make up each of the architectural levels, presents some key aspects of the implementation of this architecture and the results of pedagogical experiments on adaptive learning of students through intelligent agent-oriented learning complex.

By now, on the basis of the presented architecture an integrated intellectual learning environment is formed, filled with educational content, which is tested in the educational process of the Vologda State University in the training of bachelors and masters of several areas, related to information technology. At the same time, the proposed architectural solutions have proved their viability, and the educational environment, formed on their basis is attractive for students and has a positive impact on the overall effectiveness of the process of training of specialists in technical field, which is confirmed not only by the results of pedagogical diagnostics, but also by surveys of employers. In general, the results of the research show that the use of agent-oriented and service-based approaches in the process of formation of the educational environment of the University grants convenient mechanisms for the introduction of artificial intelligence methods in the field of e-learning, providing full support for competence-oriented technologies for training of technical specialists. The flexible, open and scalable educational environment, formed in the process of research is in continuous development, constantly acquiring new opportunities to improve the quality of training of students in technical areas.

About the Authors

A. N. Schvetsov
Vologda State University
Russian Federation

Anatoliy N. Schvetsov – Dr. Sci. (Engineering), Professor of the Department of information systems and technologies

Vologda



S. U. Rzheutskaya
Vologda State University
Russian Federation

Svetlana U. Rzheutskaya – Cand. Sci. (Engineering), Associate Professor of the Department of automation and computer engineering 

Vologda



A. P. Sergushicheva
Vologda State University
Russian Federation

Anna P. Sergushicheva - Cand. Sci. (Engineering), Associate Professor of the Department of automation and computer engineering 

Vologda



A. A. Sukonschikov
Vologda State University
Russian Federation

Aleksey A. Sukonschikov – Cand. Sci. (Engineering), Head of the Department of automation and computer engineering

Vologda



References

1. Golenkov V.V., Emel’yanov V.V., Tarasov V.B. Virtual’nye kafedry i intellektual’nye obuchayushchie sistemy. Novosti iskusstvennogo intellekta. 2001. No. 4. P. 3–13. (In Russ.)

2. Aseere, Ali, Gerding, Enrico and Millard, David. A Voting-Based Agent System for Course Selection in E-Learning. At IEEE/WIC/ACM International Conference on Intelligent Agent Technology IEEE/WIC/ACM International Conference on Intelligent Agent Technology, Canada.31 Aug – 03 Sep 2010. P. 303–310.

3. Lugovskaya E.A., Tarasov V.B. Mnogoagentnye sistemy podderzhki otkrytogo obrazovaniya v tekhnicheskom universitete. Programmnye produkty i sistemy. 2001. No. 2. P. 29–34. (In Russ.)

4. Trembach V.M. Elektronnye obuchayushchie sistemy s ispol’zovaniem intellektual’nykh tekhnologiy. Otkrytoe obrazovanie. 2013. No. 4. P. 52–(In Russ.)

5. Tel’nov YU.F., Kazakov V.A., Kozlova O.A. Dinamicheskaya intellektual’naya sistema upravleniya protsessami v informatsionno-obrazovatel’nom prostranstve vysshikh uchebnykh zavedeniy. Otkrytoe obrazovanie. 2013. No. 1 (96). P. 40–49. (In Russ.)

6. SHvetsov A.N. Intellektual’nye agentno-orientirovannye uchebnye kompleksy dlya podgotovki spetsialistov tekhnicheskogo profilya. Intellektual’nye sistemy: trudy odinnadtsatogo mezhdunarodnogo simpoziuma. Ed. K.A. Pupkova. Moscow: RUSAKI. 2014. P. 508–512. (In Russ.)

7. Davydova E.N., Sergushicheva A.P. Modeli obuchaemogo i prepodavatelya dlya mul’tiagentnoy obuchayushchey sistemy. Otkrytoe obrazovanie. 2015. No. 5. P. 25–31. (In Russ.)

8. Trembach V.M. Inzhiniring intellektual’nykh obuchayushchikh sistem vuza. Statistika i ekonomika. 2016. No. 4. P. 64–67. (In Russ.)

9. Tel’nov YU.F., Kazakov V.A., Trembach V.M. Sozdanie informatsionno-obrazovatel’nogo prostranstva vysshikh uchebnykh zavedeniy na osnove servisno-orientirovannoy arkhitektury i mnogoag¬entnoy tekhnologii. Otkrytye semanticheskie tekh¬nologii proektirovaniya intellektual’nykh sistem. 2013. No. 3. P. 533–540. (In Russ.)

10. KHarina M.V. Modeli razvitiya inoyazych¬noy kommunikativnoy kompetentsii studentov tekh¬nicheskogo vuza v integrirovannoy informatsionnoy obuchayushchey srede. YAroslavskiy pedagogich¬eskiy vestnik. Vol. 2. Psikhologo-pedagogicheskie nauki. 2014. No. 4. P. 114–118. (In Russ.)

11. Liss A.R., Andrianov I.A. Ispol’zovanie razrezhennykh suffiksnykh derev’ev dlya zadach obrabotki tekstov. Izvestiya SPbGETU LETI. 2013. No. 3. P. 51–57. (In Russ.)

12. Andrianov I.A., CHernov A.F. Indeksirovanie i poisk v posledovatel’nostyakh dlya bol’shikh baz dannykh: monografiya. Vologda: VoGU. 2013. 167 p. (In Russ.)

13. Zinder E.Z. Bazovye trebovaniya k infor¬matsionno-obrazovatel’nym prostranstvam, osno¬vannye na ikh fundamental’nykh svoystvakh. Otkry¬toe obrazovanie. 2015. No. 3 (110). P. 83–94. (In Russ.)

14. Andrianov I.A., Menukhova N.O. Razrabot¬ka i osobennosti ispol’zovaniya distantsionnogo laboratornogo praktikuma po programmirovaniyu. Sovremennoe obshchestvo, obrazovanie i nauka: Sb. nauch. tr. po materialam Mezhdunar. nauch.-prakt. konf. 2012. P. 10–12. (In Russ.)

15. Tarkhov p.V. Adaptivnoe elektronnoe obu¬chenie i otsenka ego effektivnosti. Otkrytoe obra¬zovanie. 2005. No. 5. P. 37–47. (In Russ.)

16. Stean Oppl, Florian Reisinger, Alexander Eckmaier and Christoph Helm. A fexible online platorm for computerized adaptve testng. Interna¬tonal Journal of Educatonal Technology in Higher Educaton. 2017. 14:2. (In Russ.)

17. Avanesov V.S. Pedagogicheskie izmereniya: yazyk i ponyatiya. Pedagogicheskaya diagnostika. 2015. No. 2. P. 3–16. (In Russ.)

18. Rzheutskiy A.V. Primenenie evolyutsion¬nogo algoritma klassifikatsii dannykh v intellek¬tual’nykh uchebnykh kompleksakh. Provedenie nauchnykh issledovaniy v oblasti informatsion¬no-telekommunikatsionnykh tekhnologiy: Materi¬aly vserossiyskoy konferentsii. Moscow: 2010. P. 73–75. (In Russ.)

19. Ryabinova E.N. Adaptivnaya sistema person¬ifitsirovannoy professional’noy podgotovki studen¬tov tekhnicheskikh vuzov. Moscow: Mashinostroe¬nie. 2009. 258 p. (In Russ.)

20. Naymushina O.E., Starichenko B.E. Mnogo¬faktornaya otsenka slozhnosti testovykh zadaniy. Obrazovanie i nauka. 2010. No. 2 (70). P. 58–70. (In Russ.)


Review

For citations:


Schvetsov A.N., Rzheutskaya S.U., Sergushicheva A.P., Sukonschikov A.A. Architecture of intellectual agent-oriented educational complex for training of technical specialists. Open Education. 2018;22(3):14-24. (In Russ.) https://doi.org/10.21686/1818-4243-2018-3-14-24

Views: 957


Creative Commons License
This work is licensed under a Creative Commons Attribution 4.0 License.


ISSN 1818-4243 (Print)
ISSN 2079-5939 (Online)