Biol Cybern (2006) 95:555–566
DOI 10.1007/s00422-006-0119-z
ORIGINAL PAPER
Dynamic control of the central pattern generator for locomotion
R. Jacob Vogelstein · Francesco Tenore ·
Ralph Etienne-Cummings · M. Anthony Lewis ·
Avis H. Cohen
Received: 11 September 2006 / Accepted: 16 October 2006 / Published online: 18 November 2006
© Springer-Verlag 2006
Abstract We show that an ongoing locomotor pat-
tern can be dynamically controlled by applying discrete
pulses of electrical stimulation to the central pattern
generator (CPG) for locomotion. Data are presented
from a pair of experiments on biological (wetware) and
electrical (hardware) models of the CPG demonstrating
that stimulation causes brief deviations from the CPG’s
limit cycle activity. The exact characteristics of the devia-
tion depend strongly on the phase of stimulation. Appli-
cations of this work are illustrated by examples showing
how locomotion can be controlled by using a feedback
loop to monitor CPG activity and applying stimuli at
the appropriate times to modulate motor output. Even-
tually, this approach could lead to development of a
R. J. Vogelstein and F. Tenore contributed equally to this work.
R. J. Vogelstein (B )
Department of Biomedical Engineering,
Johns Hopkins University, Baltimore, MD 21218, USA
e-mail: jvogelst@bme.jhu.edu
F. Tenore · R. Etienne-Cummings
Department of Electrical and Computer Engineering,
Johns Hopkins University, 3400 N. Charles Street, Baltimore,
MD 21218, USA
e-mail: fra@jhu.edu
R. Etienne-Cummings
e-mail: retienne@jhu.edu
M. A. Lewis
Iguana Robotics, Inc., Urbana, IL 61803, USA
e-mail: tlewis@iguana-robotics.com
A. H. Cohen
Department of Biology and Institute for Systems Research,
University of Maryland, College Park, MD 20742, USA
e-mail: avis@isr.umd.edu
neuroprosthetic device for restoring locomotion after
paralysis.
List of Abbreviations
CPG Central pattern generator
DAC Digital-to-analog converter
HCO Half-center oscillator
LCO Limit cycle oscillator
LHE Left hip extensor
LHF Left hip flexor
PCB Printed circuit board
PDR Phase-dependent response
RHE Right hip extensor
RHF Right hip flexor
SFA Spike-frequency adaptation
ZPM Zero-phase marker
1 Introduction
In all vertebrates studied to date, locomotion is con-
trolled by specialized neural circuits in the spinal cord
collectively called the central pattern generator (CPG)
(Delcomyn 1980; Dimitrijevic et al. 1998). Under nor-
mal conditions, the CPG integrates command signals
from the brain with sensory feedback from the limbs and
torso and produces rhythmic outputs to the motor neu-
rons that effect locomotion. However, descending input
is not required for the CPG’s basic functionality and it
has been shown to operate in the complete absence of
brain control if provided with an appropriate initiation
signal (Cohen and Wallèn 1980; Dimitrijevic et al. 1998;
Grillner and Zangger 1984). In humans, the CPG for
locomotion is thought to be located in the lumbar spinal
cord (Dimitrijevic et al. 1998). Spinal cord injuries above