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It Takes Two Neurons to Ride a Bicycle

4 days ago
  • #neural-network
  • #robotics
  • #bicycle-control
  • A two-neuron network controls a bicycle by adjusting handlebar torque based on leaning angle.
  • The first neuron outputs desired lean angle (γ), while the second neuron outputs handlebar torque.
  • Inputs to the network include desired heading, current heading, lean angle, and their derivatives.
  • The network uses a continuous-time model with thresholding functions on weighted sums.
  • Indirect control of heading is achieved by regulating the lean angle via handlebar torque.
  • The design avoids extreme leaning to prevent instability, mimicking real bicycle stability features.