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Capacitor based resistive processing unit with symmetric weight update

專利號(hào)
US11176451B2
公開日期
2021-11-16
申請(qǐng)人
INTERNATIONAL BUSINESS MACHINES CORPORATION(US NY Armonk)
發(fā)明人
Yulong Li; Paul M. Solomon; Effendi Leobandung
IPC分類
G06N3/063; G06N3/08; G11C11/24; G11C11/54
技術(shù)領(lǐng)域
capacitor,charge,first,gates,second,voltage,weight,analog,pre,stochastic
地域: NY NY Armonk

摘要

Systems and methods for a capacitor based resistive processing unit with symmetrical weight updating include a first capacitor that stores a charge corresponding to a weight value. A readout circuit reads the charge stored in the first capacitor to apply a weight to an input value corresponding to an input signal using the weight value to produce an output. An update circuit updates the weight value stored in the first capacitor, including a second capacitor in communication with the first capacitor to transfer an amount of charge to the first capacitor according to an error of the output by changing a voltage difference across the first capacitor by a voltage change corresponding to the amount of charge, the voltage difference corresponding to the charge stored in the first capacitor.

說明書

When the first and second transfer gates 326 and 328 are actuated to complete a connection between the first and second capacitors 202 and 302, the charge in the second capacitor 302 changes corresponding to a difference in voltage V0 between the first node 361 and second node 362. Thus, the second capacitor 302 can be recharged to, e.g., a pre-determined charge. The charge in the second capacitor 302 is equivalent to the capacitance of the second capacitor C2 multiplied by the voltage drop across the second capacitor VC. The voltage drop across the second capacitor VC is related to the difference in a first pre-charge voltage 344 and a second pre-charge voltage 346 because the second capacitor 302 is connected on one side to the first pre-charge voltage 324 and on a second side to the second pre-charge voltage 346.

To avoid interference with the transfer of charge with the first capacitor 202, a first pre-charge gate 322 can open to prevent a flow of current from the first pre-charge voltage 344. Similarly, a second pre-charge gate 324 can also open to prevent a flow of current from the second pre-charge voltage 346. The first and second pre-charge gates 322 and 324 can close once the first and second transfer gates 326 and 328 open. Similarly, the first and second pre-charge gates 322 and 326 can open when the first and second transfer gates 326 and 328 close. Thus, the second capacitor 302 is either connected to the first and second pre-charge voltages 344 and 346, or to the first capacitor 202.

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