Fig. 5: Experimental results of single-participant studies to test assistance optimization convergence with different learning rates and initial values. | Communications Engineering

Fig. 5: Experimental results of single-participant studies to test assistance optimization convergence with different learning rates and initial values.

From: Interaction-based rapid heuristic optimization of exoskeleton assistance during walking

Fig. 5: Experimental results of single-participant studies to test assistance optimization convergence with different learning rates and initial values.

a Stride-wise peak desired assistance torque during optimization with five different learning rates, i.e., weight of the tuning guide. b Routes of the position of peak desired assistance torque and the time it happens within the stride, starting from different initial values. Higher color saturation denotes later strides in optimization.

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