Title :
Capacity optimization of emerging memory systems: A shannon-inspired approach to device characterization
Author :
Engel, Jesse H. ; Eryilmaz, S. Burc ; SangBum Kim ; BrightSky, Matthew ; Chung Lam ; Hsiang-Lan Lung ; Olshausen, Bruno A. ; Wong, H.-S Philip
Author_Institution :
Redwood Center for Theor. Neurosci., UC Berkeley, Berkeley, CA, USA
Abstract :
Traditional approaches to memory characterize the number of distinct states achievable at a given Raw Bit Error Rate (RBER). Using Phase Change Memory (PCM) as an example analog-valued memory, we demonstrate that measuring the mutual information allows optimal design of read-write circuits to increase data storage capacity by 30%. Further, we show the framework can be used for energy efficient memory design by optimizing simulations of a 1Mb memory array to consume 32% less energy/bit. This work provides an information-theoretic framework to guide the design and characterization of other analog-valued emerging memory such as RRAM and CBRAM.
Keywords :
error statistics; information theory; phase change memories; CBRAM; PCM; RBER; RRAM; Shannon-inspired approach; analog-valued emerging memory; capacity optimization; data storage capacity; device characterization; energy efficient memory design; phase change memory; raw bit error rate; read-write circuits; Arrays; Memory management; Mutual information; Parity check codes; Phase change materials; Phase change memory; Resistance;
Conference_Titel :
Electron Devices Meeting (IEDM), 2014 IEEE International
DOI :
10.1109/IEDM.2014.7047134