TY - JOUR
T1 - RELATIONSHIP BETWEEN THE ACCURACY OF MODELS FOR JUDGING CAR SICKNESS BASED ON LINE-OF-SIGHT FEATURES AND ROAD ATTRIBUTES
AU - Okuyama, Shota
AU - Toyotani, Jun
AU - Omae, Yuto
N1 - Publisher Copyright:
© 2022.
PY - 2022/4
Y1 - 2022/4
N2 - In previous research, we examined whether it was possible to determine if people would suffer from car sickness based only on the movement of the line of sight. The results of our work indicate that it is possible. However, in the previous research, this finding was only verified by the line-of-sight movement while driving on a straight road, so it is necessary to verify that this finding still holds for other types of less straight roads. Therefore, in this research, we verified the findings using three types of roads, including straight roads. We added line-of-sight movement while driving in cities and residential areas. As a result, the model constructed using the line-of-sight movement while driving on a straight road achieved the highest accuracy, with a correct answer rate of 82.9%. In contrast, the model constructed based on the line-of-sight movement while driving in the city was the lowest with a correct answer rate of 58.1%. Therefore, we revealed that the nature of the road has a significant influence on judgment accuracy when determining if people will suffer from car sickness based only on the movement of the line of sight.
AB - In previous research, we examined whether it was possible to determine if people would suffer from car sickness based only on the movement of the line of sight. The results of our work indicate that it is possible. However, in the previous research, this finding was only verified by the line-of-sight movement while driving on a straight road, so it is necessary to verify that this finding still holds for other types of less straight roads. Therefore, in this research, we verified the findings using three types of roads, including straight roads. We added line-of-sight movement while driving in cities and residential areas. As a result, the model constructed using the line-of-sight movement while driving on a straight road achieved the highest accuracy, with a correct answer rate of 82.9%. In contrast, the model constructed based on the line-of-sight movement while driving in the city was the lowest with a correct answer rate of 58.1%. Therefore, we revealed that the nature of the road has a significant influence on judgment accuracy when determining if people will suffer from car sickness based only on the movement of the line of sight.
KW - Line-of-sight trend
KW - Motion sickness
KW - Random forest
KW - Road attributes
UR - http://www.scopus.com/inward/record.url?scp=85125452140&partnerID=8YFLogxK
U2 - 10.24507/ijicic.18.02.433
DO - 10.24507/ijicic.18.02.433
M3 - Article
AN - SCOPUS:85125452140
SN - 1349-4198
VL - 18
SP - 433
EP - 445
JO - International Journal of Innovative Computing, Information and Control
JF - International Journal of Innovative Computing, Information and Control
IS - 2
ER -