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Non-von neumann optimization based on approximate message passing

机译:基于近似消息传递的非冯·诺依曼优化

摘要

A computing system having a computational memory and a method configured to perform computations using an approximate message passing process. The system exploits memcomputing which is a prominent non-von Neumann computational approach expected to significantly improve an energy efficiency of computing systems. The computational memory includes at least one memristive array comprising a plurality of memristive devices arranged in a crossbar topology and the computing system may further comprise digital combinational control circuitry adapted to perform read and write operations on the at least one memristive array and to store at least one state variable of the approximate message passing process. An output of the at least one memristive array represents a result of a computation of the approximate message passing process. The control circuitry may comprise circuitry to iteratively perform computations that may not require high precision.
机译:一种具有计算存储器的计算系统和一种配置为使用近似消息传递过程执行计算的方法。该系统利用内存计算,这是一种杰出的非冯·诺依曼计算方法,有望显着提高计算系统的能效。该计算存储器包括至少一个忆阻阵列,该忆阻阵列包括以交叉开关拓扑布置的多个忆阻器件,并且该计算系统可以进一步包括数字组合控制电路,该数字组合控制电路适于对至少一个忆阻阵列执行读取和写入操作并存储至少一个忆阻阵列。近似消息传递过程的一个状态变量。至少一个忆阻阵列的输出表示近似消息传递过程的计算结果。控制电路可以包括用于迭代地执行可能不需要高精度的计算的电路。

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