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Forward modeling allows feedback control for fast reaching movements
Open accessAbstract
Delays in sensorimotor loops have led to the proposal that reaching movements are primarily under pre-programmed control and that sensory feedback loops exert an influence only at the very end of a trajectory. The present review challenges this view. Although behavioral data suggest that a motor plan is assembled prior to the onset of movement, more recent studies have indicated that this initial plan does not unfold unaltered, but is updated continuously by internal feedback loops. These loops rely on a forward model that integrates the sensory inflow and motor outflow to evaluate the consequence of the motor commands sent to a limb, such as the arm. In such a model, the probable position and velocity of an effector can be estimated with negligible delays and even predicted in advance, thus making feedback strategies possible for fast reaching movements. The parietal lobe and cerebellum appear to play a crucial role in this process. The ability of the motor system to estimate the future state of the limb might be an evolutionary substrate for mental operations that require an estimate of sequelae in the immediate future.
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“Mismatch detection and the forward model are involved in different aspects of motor execution: in motor control (for rapid online movement adaptation, for sensory attenuation), in motor learning (sensorimotor adaptation), but also for the sense of agency (Miall et al., 1993; Wolpert et al., 1998; Desmurget and Grafton, 2000; Blakemore and Sirigu, 2003; Jeannerod, 2009; Haggard, 2017; Dogge et al.,”
From The Forward Model: A Unifying Theory for the Role of the Cerebellum in Motor Control and Sense of Agency (2021) · cites this paper as Desmurget and Grafton, 2000
In the citing paper
“Among these areas, the cerebellum is of particular interest and could be a comparator considering its unique architecture and connectivity (Miall et al., 1993; Wolpert et al., 1998; Desmurget and Grafton, 2000; Blakemore and Sirigu, 2003; Ito, 2006, 2008; Jeannerod, 2009; Tanaka et al., 2020; Figure 1).”
From The Forward Model: A Unifying Theory for the Role of the Cerebellum in Motor Control and Sense of Agency (2021) · cites this paper as Desmurget and Grafton, 2000
In the citing paper
“The forward model integrates both the efference copy of the motor command and the sensory feedback to produce a prediction of the sensory consequences of the motor command.”
From The Forward Model: A Unifying Theory for the Role of the Cerebellum in Motor Control and Sense of Agency (2021) · cites this paper as Desmurget and Grafton, 2000
In the citing paper
“On-line motor correction using the forward model would be faster than the processing time of using the sensory feedback alone.”
From The Forward Model: A Unifying Theory for the Role of the Cerebellum in Motor Control and Sense of Agency (2021) · cites this paper as Desmurget and Grafton, 2000
In the citing paper
“It has thus been proposed that on-line motor control relies on a forward model.”
From The Forward Model: A Unifying Theory for the Role of the Cerebellum in Motor Control and Sense of Agency (2021) · cites this paper as Desmurget and Grafton, 2000
In the citing paper
“These predictions are directly compared with the sensory feedback generated by the movement and thus provide an optimal estimate of the state of the effector; any discrepancy would be used to correct the on-going movement (Miall et al., 1993; Wolpert et al., 1998; Desmurget and Grafton, 2000; Tanaka et al., 2020).”
From The Forward Model: A Unifying Theory for the Role of the Cerebellum in Motor Control and Sense of Agency (2021) · cites this paper as Desmurget and Grafton, 2000
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Cited by
Sorted by citations
Optimality principles in sensorimotor control
Todorov, E. (2004) · Nature Neuroscience · doi:10.1038/nn1309 · Cited by 1,746
“Although the distinction between open- and closed-loop control was traditionally seen as a dichotomy worth debating, researchers have increasingly realized that one is simply a special case of the othe”
BackgroundThe emulation theory of representation: Motor control, imagery, and perception
Grush, R. (2004) · Behavioral and Brain Sciences · doi:10.1017/s0140525x04000093 · Cited by 1,387
Optimal feedback control and the neural basis of volitional motor control
Scott, S. H. (2004) · Nature reviews. Neuroscience · doi:10.1038/nrn1427 · Cited by 1,073
“The description above integrates feedback from the motor periphery into motor cortical function, but visual feedback is also important for volitional motor contro”
BackgroundConsensus Paper: The Cerebellum's Role in Movement and Cognition
Koziol, L. F., Budding, D. E., Andreasen, N. C., D’Arrigo, S., Bulgheroni, S., Imamizu, H., Ito, M., Manto, M. U., Marvel, C. L., Parker, K. L., et al. (2013) · The Cerebellum · doi:10.1007/s12311-013-0511-x · Cited by 1,193
“In this computational scheme, prediction (forward modeling) gives clear advantages in terms of compensation of noise and delay in sensory feedback, cancelation of self-generated stimuli, and better state estimation [189, 190].”
MethodThe Case for Motor Involvement in Perceiving Conspecifics.
Wilson, M., & Knoblich, G. (2005) · Psychological Bulletin · doi:10.1037/0033-2909.131.3.460 · Cited by 846
“For example, in the motor control literature, theorists have proposed that motor commands are fed into a simulation device, called a forward model, that runs in parallel with the actually executed movement (Desmurget & Grafton, 2000; Miall & Reckless, 2002; Wolpert & Flanagan, 2001).”
Background
Metadata
- Authors
- Desmurget, M., & Grafton, S.
- Affiliations
- Inserm (FR)
- Dartmouth College (US)
- Corresponding author
- Grafton, Scott
- ORCID
- Grafton, Scott
- Venue
- Trends in Cognitive Sciences
- Publisher
- Elsevier BV
- Published
- 2000-11
- Volume
- 4
- Issue
- 11
- Pages
- 423-431
- ISSN
- 1364-6613 (ISSN-L)
- OpenAlex
- W2084145388
- Cited by
- 1,300
- References
- 62
- Citations by year
- 2026: 24 · 2025: 37 · 2024: 38 · 2023: 40 · 2022: 46 · 2021: 55 · 2020: 46 · 2019: 56 · 2018: 74 · 2017: 64 · 2016: 65 · 2015: 65 · 2014: 80 · 2013: 63 · 2012: 51
- FWCI
- 1.88
- Type
- journal article
- Language
- en
- Open access
- hybrid
- doi.org
- Licence
- Locations
- Trends in Cognitive Sciences (publishedVersion, cc-by-nc-nd)
- PubMed (publishedVersion)
- Topics
- Life Sciences › Neuroscience › Cognitive Neuroscience › Motor Control and Adaptation
- Life Sciences › Neuroscience › Cognitive Neuroscience › Embodied and Extended Cognition
- Social Sciences › Psychology › Social Psychology › Action Observation and Synchronization
- Keywords
- forward model, sensorimotor delay, feedback control, reaching movements, motor planning, parietal lobe, cerebellum, motor control, mental time travel
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