Neurofuzzy prediction for gaze control

被引:2
|
作者
Cuevas, Erik [1 ,2 ]
Zaldivar, Daniel [1 ,2 ]
Rojas, Raul [1 ]
机构
[1] Free Univ Berlin, Inst Informat, D-14195 Berlin, Germany
[2] Univ Guadalajara, CUCEI, Guadalajara, Jal, Mexico
关键词
gaze control; neurofuzzy systems; prediction systems;
D O I
10.1109/CJECE.2009.5291203
中图分类号
TP3 [计算技术、计算机技术];
学科分类号
0812 ;
摘要
Real-time gaze control is a complicated task because of the different dynamics of the elements involved in the process. On the one hand, the algorithms for image processing are usually very time-consuming. On the other hand, the motors and mechanisms used to control camera movements are very slow. This work describes the use of an adaptive network-based fuzzy inference system (ANFIS) model to reduce the delay effects in gaze control and also explains how the delay problem is resolved through prediction of the target movement using a neurofuzzy approach. The approach has been successfully tested in the vision system of a humanoid robot. The predictions improve the velocity and accuracy of object tracking.
引用
收藏
页码:15 / 20
页数:6
相关论文
共 50 条
  • [21] A neurofuzzy approach for the anticipatory control of complex systems
    Liang, XQ
    Tsoukalas, LH
    Uhrig, RE
    FUZZ-IEEE '96 - PROCEEDINGS OF THE FIFTH IEEE INTERNATIONAL CONFERENCE ON FUZZY SYSTEMS, VOLS 1-3, 1996, : 587 - 593
  • [22] Neurofuzzy networks based integrating adaptive control
    Liu, Xiang-Jie
    Chan, C.W.
    Yeung, W.K.
    Kongzhi yu Juece/Control and Decision, 2001, 16 (SUPPL.): : 791 - 794
  • [23] Reinforcement learning in neurofuzzy traffic signal control
    Bingham, E
    EUROPEAN JOURNAL OF OPERATIONAL RESEARCH, 2001, 131 (02) : 232 - 241
  • [24] Towards multi axis neurofuzzy manipulator control
    Breedon, PJ
    Balendran, V
    Sivayoganathan, K
    CAD/CAM ROBOTICS AND FACTORIES OF THE FUTURE, 1996, : 353 - 358
  • [25] Bipedal trajectory control based on neurofuzzy networks
    Juang, JG
    PROCEEDINGS OF THE 1998 IEEE INTERNATIONAL CONFERENCE ON CONTROL APPLICATIONS, VOLS 1 AND 2, 1996, : 802 - 806
  • [26] A Unified Model for Gaze Following and Social Gaze Prediction
    Gupta, Anshul
    Tafasca, Samy
    Chutisilp, Naravich
    Odobez, Jean-Marc
    2024 IEEE 18TH INTERNATIONAL CONFERENCE ON AUTOMATIC FACE AND GESTURE RECOGNITION, FG 2024, 2024,
  • [28] Adaptive neurofuzzy control of engine idle speed
    Rashidi, Farzan
    JOURNAL OF INTELLIGENT & FUZZY SYSTEMS, 2017, 32 (01) : 817 - 829
  • [29] Feedforward neurofuzzy speed control for a turbogas unit
    DeLara-Jayme, S
    Garduño-Ramirez, R
    Castelo-Cuevas, L
    Sanchez-Parra, M
    Carretero-Reyes, MA
    ISA 2002 TECHNOLOGY UPDATE, VOL LVII, PT 2, 2002, 423 : 219 - 229
  • [30] A design neurofuzzy controller for level process control
    Tipsuwanporn, V
    Koetsam-ang, N
    Kongratana, V
    Numsomran, A
    Suesut, T
    CANADIAN CONFERENCE ON ELECTRICAL AND COMPUTER ENGINEERING 2001, VOLS I AND II, CONFERENCE PROCEEDINGS, 2001, : 969 - 974