Semiconductor device and method of driving the same
A semiconductor device includes variable resistance elements on a semiconductor substrate. Each of the variable resistance elements includes a first electrode, a second electrode, and a variable resistance layer that is sandwiched between the first electrode and the second electrode and that stores a resistance value that is continuously variable. The variable resistance layer includes a filament whose shape differs according to a neural network weight, and stores, as an analog value, the resistance value that is variable.
1. A semiconductor device comprising:
variable resistance elements on a semiconductor substrate, wherein
each of the variable resistance elements includes a first electrode, a second electrode, and a variable resistance layer that is sandwiched between the first electrode and the second electrode and that stores a resistance value that is continuously variable,
the variable resistance layer includes a filament whose shape differs according to a neural network weight, and stores, as an analog value, the resistance value that is variable, and
an area of the filament in a plan view of the semiconductor substrate differs according to the neural network weight.
2. A semiconductor device comprising:
variable resistance elements on a semiconductor substrate, wherein
each of the variable resistance elements includes a first electrode, a second electrode, and a variable resistance layer that is sandwiched between the first electrode and the second electrode and that stores a resistance value that is continuously variable,
the variable resistance layer includes a filament whose shape differs according to a neural network weight, and stores, as an analog value, the resistance value that is variable, and
a length of the filament in a direction in which the first electrode and the second electrode face each other differs according to the neural network weight.
3. The semiconductor device according to claim 1 , wherein
the variable resistance layer includes:
a first resistance layer; and
a second resistance layer that has a resistance value higher than a resistance value of the first resistance layer and includes the filament.
4. The semiconductor device according to claim 2 , wherein
the first electrode is formed on the semiconductor substrate, and
the variable resistance layer has a resistance value that continuously or stepwisely increases from the second electrode toward the first electrode.
5. A semiconductor device comprising:
variable resistance elements on a semiconductor substrate, wherein
each of the variable resistance elements includes a first electrode, a second electrode, and a variable resistance layer that is sandwiched between the first electrode and the second electrode and that stores a resistance value that is continuously variable,
the variable resistance layer includes a filament whose shape differs according to a neural network weight, and stores, as an analog value, the resistance value that is variable, and
the resistance value of the variable resistance layer varies due to increase or decrease of oxygen defects with displacement or transfer of oxygen caused by application of an electric pulse.
6. The semiconductor device according to claim 5 , wherein
the variable resistance layer includes a transitional metal oxide.
7. The semiconductor device according to claim 5 , wherein
the filament has a current path through which a current flows via oxygen defects, and has redundant current paths that connect an end portion of the filament on a side of the first electrode to an end portion of the filament on a side of the second electrode.
8. The semiconductor device according to claim 7 , wherein
an oxygen defect density of the filament does not depend on the neural network weight.
9. A semiconductor device comprising:
variable resistance elements on a semiconductor substrate, wherein
each of the variable resistance elements includes a first electrode, a second electrode, and a variable resistance layer that is sandwiched between the first electrode and the second electrode and that stores a resistance value that is continuously variable,
the variable resistance layer includes a filament whose shape differs according to a neural network weight, and stores, as an analog value, the resistance value that is variable, and
the resistance value of the variable resistance layer varies due to metal ion transfer caused by application of an electric pulse.
10. A semiconductor device comprising:
variable resistance elements on a semiconductor substrate, wherein
each of the variable resistance elements includes a first electrode, a second electrode, and a variable resistance layer that is sandwiched between the first electrode and the second electrode and that stores a resistance value that is continuously variable,
the variable resistance layer includes a filament whose shape differs according to a neural network weight, and stores, as an analog value, the resistance value that is variable, and
each of resistance values of at least half the variable resistance elements is larger than a median value of analog values assumable by resistance values of the variable resistance elements.
11. A semiconductor device comprising:
variable resistance elements on a semiconductor substrate, wherein
each of the variable resistance elements includes a first electrode, a second electrode, and a variable resistance layer that is sandwiched between the first electrode and the second electrode and that stores a resistance value that is continuously variable,
the variable resistance layer includes a filament whose shape differs according to a neural network weight, and stores, as an analog value, the resistance value that is variable, and
each of resistance values of at least half the variable resistance elements is smaller than a median value of analog values assumable by resistance values of the variable resistance elements.
12. A semiconductor device driving method of driving a semiconductor device that includes variable resistance elements on a semiconductor substrate, wherein
each of the variable resistance elements includes a first electrode, a second electrode, and a variable resistance layer that is sandwiched between the first electrode and the second electrode and that stores a resistance value that is continuously variable, and
the variable resistance layer includes a filament whose shape differs according to a neural network weight, and stores, as an analog value, the resistance value that is variable, and
the semiconductor device driving method comprises:
determining a stress of an electric pulse associated with the neural network weight; and
in a forming process of forming a filament in the variable resistance layer, forming the filament whose shape differs according to the neural network weight by applying, as the stress, the electric pulse determined.
13. The semiconductor device driving method according to claim 12 , wherein
at least one of a voltage value, a current value, or an application time of the electric pulse differs according to the neural network weight.
14. The semiconductor device driving method according to claim 12 , wherein
the stress of the electric pulse includes a first electric pulse that is common to the variable resistance elements and a second electric pulse that is not common to the variable resistance elements and is associated with the neural network weight, and
in the forming process, the first electric pulse is applied to the variable resistance layer and the second electric pulse is further applied to the variable resistance layer.
15. The semiconductor device driving method according to claim 14 , wherein
at least one of a voltage value, a current value, or an application time of the second electric pulse differs according to the neural network weight.