Publications by year
2024
Taleshi N (2024). Human Posture Control on a Dynamic Platform.
Abstract:
Human Posture Control on a Dynamic Platform
This thesis presents a comprehensive investigation into human postural control strategies when subjected to underfloor perturbations representing real-world scenarios. This study diverges from traditional postural control research, which primarily investigates standing balance on platforms with large amplitudes (0.1-0.2 m). Instead, it explores balance strategies on a platform moving just 4mm in the anterior-posterior direction. The study was carried out in three phases.
In the initial phase, we conducted experimental studies involving nine healthy participants. Standing balance was examined on a platform whose movement frequency was systematically scaled from 0.4 to 6 Hz. Employing motion capture and force plate systems, we recorded platform motion as well as kinematic and kinetic information of our participants. A vector coding approach quantified coordination between hip, knee, and ankle joint torques, and the centre of mass (COM) and centre of pressure (COP) motion. Our experimental results revealed a significant main effect of platform frequency for knee-ankle and COP-COM phase relationships. A transition from the ankle to knee strategy was observed at certain frequencies, signifying the emergence of knee strategy as a novel mechanism in real-world settings.
In the second phase, we developed a Model Predictive Control (MPC) approach to human balance control in response to these underfloor perturbations. This model not only simulates the complexity of the human body's control system but also provides predictive capabilities for human postural responses. Our MPC-based scheme effectively captured several intricate aspects of human balance control system, including the accurate prediction of stability loss, transition between in-phase to anti-phase COP-COM relative motion, and autonomous selection of balance control strategies (ankle and knee).
In the final phase, we incorporated sensory-motor noise into our MPC model to assess its robustness and performance under realistic scenarios. By considering two major sources of noise—process noise during movement execution and measurement noise related to sensory feedback—we could simulate a more authentic sensory-motor system. We employed a "state observer" to estimate state variables and compensate for noise, thereby enhancing the predictive model's effectiveness despite the inherent uncertainty in sensory-motor signals.
Together, these findings not only advance our understanding of the complex interplay between different joint strategies in maintaining standing balance but also contribute to the development of more accurate and robust predictive models in the field of human postural control.
Abstract.
2022
Taleshi N (2022). Vector coding reveals the underlying balance control strategies used by humans during translational perturbation.
Taleshi N, Brownjohn JMW, Lamb SE, Zivanovic S, Williams GKR (2022). Vector coding reveals the underlying balance control strategies used by humans during translational perturbation.
Sci Rep,
12(1).
Abstract:
Vector coding reveals the underlying balance control strategies used by humans during translational perturbation.
Postural control research has focused on standing balance experiments on platforms moving with relatively large amplitudes (0.1-0.2 m). This study investigated balance strategies while standing on a platform moving 4 mm in anterior-posterior direction with frequency scaled linearly from 0.4 to 6 Hz. Platform motion and kinematic and kinetic information for nine healthy participants were recorded using motion capture and force plate systems. Coordination between hip, knee and ankle joint torque, and centre of mass (COM) and centre of pressure (COP) motion was quantified by vector coding. Significant main effect of platform frequency for knee-ankle and COP-COM phase relationship was observed (p = 0.023, p = 0.016). At frequencies below 2.11 and 2.34 Hz, ankle strategy was recruited. With ankle strategy, in-phase COP-COM motion with COP dominancy occurred at frequencies below 2.19 and 2.23 Hz during scaling up and down, respectively. As platform frequency passed these values, COM dominated over COP which was followed by anti-phase knee-ankle torque, called a knee strategy, and anti-phase motion between the COP and COM that allowed COP to regain dominance over COM. Collectively, we reveal knee strategy as a new and relevant strategy in real-life settings, and transition between ankle and knee strategies that underpinned transition between COP-COM relative motion.
Abstract.
Author URL.