synaptic weighting
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2021 ◽  
Vol 2108 (1) ◽  
pp. 012029
Author(s):  
Lin Ma ◽  
Yi Tong ◽  
Lin He

Abstract To solve the problems of poor learning efficiency and low accuracy caused by the single fixed synaptic weight in the traditional artificial neural network. On the foundation of the improved memristor model, this paper designs a synaptic neuronal circuit based on the natural memory characteristics of the memristor. This synapse is composed of six memristors. The resistance of the memristor is changed by adding a periodic square wave to update the synaptic weight. This circuit can realize signed synaptic weighting, which has certain linear characteristics. Finally, two synaptic weight update methods are proposed based on this circuit, and the validity of the design is verified through Spice simulation experiments.





2021 ◽  
Vol 11 (1) ◽  
Author(s):  
Amanda R. de Oliveira ◽  
Adriano E. Reimer ◽  
Gregory J. Simandl ◽  
Sumedh S. Nagrale ◽  
Alik S. Widge

AbstractThe orbitofrontal cortex–ventromedial striatum (OFC–VMS) circuitry is widely believed to drive compulsive behavior. Hyperactivating this pathway in inbred mice produces excessive and persistent self-grooming, which has been considered a model for human compulsivity. We aimed to replicate these findings in outbred rats, where there are few reliable compulsivity models. Male Long-Evans rats implanted with optical fibers into VMS and with opsins delivered into OFC received optical stimulation at parameters that produce OFC–VMS plasticity and compulsive grooming in mice. We then evaluated rats for compulsive self-grooming at six timepoints: before, during, immediately after, and 1 h after each stimulation, 1 and 2 weeks after the ending of a 6-day stimulation protocol. To further test for effects of OFC–VMS hyperstimulation, we ran animals in three standard compulsivity assays: marble burying, nestlet shredding, and operant attentional set-shifting. OFC–VMS stimulation did not increase self-grooming or induce significant changes in nestlet shredding, marble burying, or set-shifting in rats. Follow-on evoked potential studies verified that the stimulation protocol altered OFC–VMS synaptic weighting. In sum, although we induced physiological changes in the OFC–VMS circuitry, we could not reproduce in a strongly powered study in rats a model of compulsive behavior previously reported in mice. This suggests possible limitations to translation of mouse findings to species higher on the phylogenetic chain.



2020 ◽  
Author(s):  
Amanda R. de Oliveira ◽  
Adriano E. Reimer ◽  
Gregory J. Simandl ◽  
Sumedh S. Nagrale ◽  
Alik S. Widge

AbstractBACKGROUNDThe orbitofrontal cortex-ventromedial striatum (OFC-VMS) circuitry is widely believed to drive compulsive behavior. Hyperactivating this pathway in inbred mice produces excessive and persistent self-grooming, which has been considered a model for human compulsivity. We aimed to replicate these findings in outbred rats, where there are few reliable compulsivity models.METHODS27 male Long-Evans rats implanted with optical-fibers into VMS and with opsins delivered into OFC received optical stimulation at parameters that produce OFC-VMS plasticity and compulsive grooming in mice. We then evaluated rats for compulsive self-grooming at six timepoints: before, during, immediately after and one hour after each stimulation, one and two weeks after the ending of a 6-day stimulation protocol. To further test for effects of OFC-VMS hyperstimulation, we ran animals in three standard compulsivity assays: marble burying, nestlet shredding, and operant attentional setshifting.RESULTSOFC-VMS stimulation did not increase self-grooming or induce significant changes in nestlet shredding, marble burying, or set-shifting in rats. Follow-on evoked potential studies verified that the mouse protocol did alter OFC-VMS synaptic weighting.CONCLUSIONSIn sum, although physiological changes were observed in the OFC-VMS circuitry, we could not reproduce in a strongly powered study in rats a model of compulsive behavior previously reported in mice. If optogenetic effects on behavior do not reliably transfer between rodent species, this may have important implications for designing rodent-to-human translational pipelines.



2020 ◽  
Vol 10 (1) ◽  
Author(s):  
M. L. Schneider ◽  
C. A. Donnelly ◽  
I. W. Haygood ◽  
A. Wynn ◽  
S. E. Russek ◽  
...  


Author(s):  
Maheshwar Pd. Sah ◽  
Changju Yang ◽  
Hyongsuk Kim ◽  
Tamas Roska ◽  
Leon Chua


Author(s):  
Maheshwar Pd. Sah ◽  
Changju Yang ◽  
Hyongsuk Kim ◽  
Leon O Chua
Keyword(s):  


2012 ◽  
Vol 59 (1) ◽  
pp. 148-158 ◽  
Author(s):  
Hyongsuk Kim ◽  
Maheshwar Pd. Sah ◽  
Changju Yang ◽  
Tamás Roska ◽  
Leon O. Chua
Keyword(s):  


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