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Modelling 3D saccade generation by feedforward optimal control
Akhil John1, Carlos Aleluia1, A John Van Opstal2
1Institute for Systems and Robotics, Instituto Superior Técnico, Lisboa. Portugal.
The human eye
Area of Science:
- Computational Neuroscience
- Ocular Motor Control
- Robotics
Background:
- The human saccadic eye-movement system faces the degrees-of-freedom problem, requiring three rotations but having only two degrees of freedom for gaze control.
- Eye movements during saccades typically adhere to Listing's law (LL), where cyclotorsion is zero, and follow nonlinear main-sequence dynamics.
Purpose of the Study:
- To explain the emergence of Listing's law and saccade main-sequence dynamics using a computational model.
- To investigate how optimal control principles applied to a simplified eye model can reproduce observed saccadic eye movement properties.
Main Methods:
- Developed a 3-degree-of-freedom robotic eye model with antagonistic muscle pairs and independent motor commands.
- Employed numerical linearization and system identification for controller development.
- Applied optimal control principles to the simulated model to reproduce saccadic behavior.
Main Results:
- The optimal control model successfully reproduced Listing's law and the saccade main-sequence dynamics.
- Identified four key terms in the cost functional: energy expenditure, movement duration, gaze accuracy, and static muscle force.
Conclusions:
- Listing's law and saccade dynamics may emerge from a common mechanism optimizing speed-accuracy trade-offs.
- Minimizing total muscle force during fixation is also a crucial factor in generating realistic saccadic eye movements.
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