Human Operator Modelling with Interval-valued Takagi-Sugeno Fuzzy Models

Anil Erdinc Tufekci; Tufan Kumbasar

doi:10.23919/ELECO47770.2019.8990602

Human Operator Modelling with Interval-valued Takagi-Sugeno Fuzzy Models

Anil Erdinc Tufekci
, Tufan Kumbasar

Kontrol ve Otomasyon Mühendisliği Bölümü

TORA A.S.

Araştırma sonucu: Kitap/Rapor/Konferans Bildirisinde Bölüm › Konferans katkısı › bilirkişi

Özet

The dynamic model of a Human Operator (HO) inherits not only nonlinear dynamics but also a large amount of uncertainty due to the reaction time and expertize level of humans. In this study, the Interval valued Takagi-Sugeno (TS) fuzzy modelling approach is employed to efficiently capture the dynamics of HOs. For this purpose, we have conducted experimental studies in which a simple target tracking computer game is used as a platform. We have collected input-output data from individual players that have different talent levels. Then, by using symbolic data analysis, we have obtained interval valued TS fuzzy models of the HOs and evaluated their performances. It is concluded that, via the interval-valued TS fuzzy modelling approach, HOs can be modelled successfully as the predicted upper and lower bounds can successfully envelope the uncertainties and nonlinearities of HOs.

Orijinal dil	İngilizce
Ana bilgisayar yayını başlığı	ELECO 2019 - 11th International Conference on Electrical and Electronics Engineering
Yayınlayan	Institute of Electrical and Electronics Engineers Inc.
Sayfalar	921-925
Sayfa sayısı	5
ISBN (Elektronik)	9786050112757
DOI'lar	https://doi.org/10.23919/ELECO47770.2019.8990602
Yayın durumu	Yayınlandı - Kas 2019
Etkinlik	11th International Conference on Electrical and Electronics Engineering, ELECO 2019 - Bursa, Türkiye Süre: 28 Kas 2019 → 30 Kas 2019

Yayın serisi

Adı	ELECO 2019 - 11th International Conference on Electrical and Electronics Engineering

???event.eventtypes.event.conference???

???event.eventtypes.event.conference???	11th International Conference on Electrical and Electronics Engineering, ELECO 2019
Ülke/Bölge	Türkiye
Şehir	Bursa
Periyot	28/11/19 → 30/11/19

Bibliyografik not

Publisher Copyright:
© 2019 Chamber of Turkish Electrical Engineers.

Belgeye Erişim

10.23919/ELECO47770.2019.8990602

Diğer Dosyalar ve Linkler

Link to publication in Scopus

Alıntı Yap

Tufekci, A. E., & Kumbasar, T. (2019). Human Operator Modelling with Interval-valued Takagi-Sugeno Fuzzy Models. In ELECO 2019 - 11th International Conference on Electrical and Electronics Engineering (pp. 921-925). Makale 8990602 (ELECO 2019 - 11th International Conference on Electrical and Electronics Engineering). Institute of Electrical and Electronics Engineers Inc.. https://doi.org/10.23919/ELECO47770.2019.8990602

@inproceedings{c9d4b71dc2044807892255a88943f1f3,

title = "Human Operator Modelling with Interval-valued Takagi-Sugeno Fuzzy Models",

abstract = "The dynamic model of a Human Operator (HO) inherits not only nonlinear dynamics but also a large amount of uncertainty due to the reaction time and expertize level of humans. In this study, the Interval valued Takagi-Sugeno (TS) fuzzy modelling approach is employed to efficiently capture the dynamics of HOs. For this purpose, we have conducted experimental studies in which a simple target tracking computer game is used as a platform. We have collected input-output data from individual players that have different talent levels. Then, by using symbolic data analysis, we have obtained interval valued TS fuzzy models of the HOs and evaluated their performances. It is concluded that, via the interval-valued TS fuzzy modelling approach, HOs can be modelled successfully as the predicted upper and lower bounds can successfully envelope the uncertainties and nonlinearities of HOs.",

author = "Tufekci, \{Anil Erdinc\} and Tufan Kumbasar",

note = "Publisher Copyright: {\textcopyright} 2019 Chamber of Turkish Electrical Engineers.; 11th International Conference on Electrical and Electronics Engineering, ELECO 2019 ; Conference date: 28-11-2019 Through 30-11-2019",

year = "2019",

month = nov,

doi = "10.23919/ELECO47770.2019.8990602",

language = "English",

series = "ELECO 2019 - 11th International Conference on Electrical and Electronics Engineering",

publisher = "Institute of Electrical and Electronics Engineers Inc.",

pages = "921--925",

booktitle = "ELECO 2019 - 11th International Conference on Electrical and Electronics Engineering",

address = "United States",

}

Tufekci, AE & Kumbasar, T 2019, Human Operator Modelling with Interval-valued Takagi-Sugeno Fuzzy Models. in ELECO 2019 - 11th International Conference on Electrical and Electronics Engineering., 8990602, ELECO 2019 - 11th International Conference on Electrical and Electronics Engineering, Institute of Electrical and Electronics Engineers Inc., pp. 921-925, 11th International Conference on Electrical and Electronics Engineering, ELECO 2019, Bursa, Türkiye, 28/11/19. https://doi.org/10.23919/ELECO47770.2019.8990602

Human Operator Modelling with Interval-valued Takagi-Sugeno Fuzzy Models. / Tufekci, Anil Erdinc; Kumbasar, Tufan.
ELECO 2019 - 11th International Conference on Electrical and Electronics Engineering. Institute of Electrical and Electronics Engineers Inc., 2019. p. 921-925 8990602 (ELECO 2019 - 11th International Conference on Electrical and Electronics Engineering).

Araştırma sonucu: Kitap/Rapor/Konferans Bildirisinde Bölüm › Konferans katkısı › bilirkişi

TY - GEN

T1 - Human Operator Modelling with Interval-valued Takagi-Sugeno Fuzzy Models

AU - Tufekci, Anil Erdinc

AU - Kumbasar, Tufan

PY - 2019/11

Y1 - 2019/11

N2 - The dynamic model of a Human Operator (HO) inherits not only nonlinear dynamics but also a large amount of uncertainty due to the reaction time and expertize level of humans. In this study, the Interval valued Takagi-Sugeno (TS) fuzzy modelling approach is employed to efficiently capture the dynamics of HOs. For this purpose, we have conducted experimental studies in which a simple target tracking computer game is used as a platform. We have collected input-output data from individual players that have different talent levels. Then, by using symbolic data analysis, we have obtained interval valued TS fuzzy models of the HOs and evaluated their performances. It is concluded that, via the interval-valued TS fuzzy modelling approach, HOs can be modelled successfully as the predicted upper and lower bounds can successfully envelope the uncertainties and nonlinearities of HOs.

AB - The dynamic model of a Human Operator (HO) inherits not only nonlinear dynamics but also a large amount of uncertainty due to the reaction time and expertize level of humans. In this study, the Interval valued Takagi-Sugeno (TS) fuzzy modelling approach is employed to efficiently capture the dynamics of HOs. For this purpose, we have conducted experimental studies in which a simple target tracking computer game is used as a platform. We have collected input-output data from individual players that have different talent levels. Then, by using symbolic data analysis, we have obtained interval valued TS fuzzy models of the HOs and evaluated their performances. It is concluded that, via the interval-valued TS fuzzy modelling approach, HOs can be modelled successfully as the predicted upper and lower bounds can successfully envelope the uncertainties and nonlinearities of HOs.

UR - https://www.scopus.com/pages/publications/85080947640

U2 - 10.23919/ELECO47770.2019.8990602

DO - 10.23919/ELECO47770.2019.8990602

M3 - Conference contribution

AN - SCOPUS:85080947640

T3 - ELECO 2019 - 11th International Conference on Electrical and Electronics Engineering

SP - 921

EP - 925

BT - ELECO 2019 - 11th International Conference on Electrical and Electronics Engineering

PB - Institute of Electrical and Electronics Engineers Inc.

T2 - 11th International Conference on Electrical and Electronics Engineering, ELECO 2019

Y2 - 28 November 2019 through 30 November 2019

ER -

Tufekci AE, Kumbasar T. Human Operator Modelling with Interval-valued Takagi-Sugeno Fuzzy Models. In ELECO 2019 - 11th International Conference on Electrical and Electronics Engineering. Institute of Electrical and Electronics Engineers Inc. 2019. p. 921-925. 8990602. (ELECO 2019 - 11th International Conference on Electrical and Electronics Engineering). doi: 10.23919/ELECO47770.2019.8990602

Human Operator Modelling with Interval-valued Takagi-Sugeno Fuzzy Models

Özet

Yayın serisi

???event.eventtypes.event.conference???

Bibliyografik not

Belgeye Erişim

Diğer Dosyalar ve Linkler

Parmak izi

Alıntı Yap