Neuromorphic, Digital, and Quantum Computation With Memory Circuit Elements

被引:175
作者
Pershin, Yuriy V. [1 ,2 ]
Di Ventra, Massimiliano [3 ]
机构
[1] Univ S Carolina, Dept Phys & Astron, Columbia, SC 29208 USA
[2] Univ S Carolina, USC Nanoctr, Columbia, SC 29208 USA
[3] Univ Calif San Diego, Dept Phys, La Jolla, CA 92093 USA
基金
美国国家科学基金会;
关键词
Capacitance; dynamic response; hysteresis; inductance; memory; resistance; MEMCAPACITORS; IMPLEMENTATION; ARCHITECTURE; MEMRISTOR; NEURONS; FPGA;
D O I
10.1109/JPROC.2011.2166369
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
Memory effects are ubiquitous in nature and the class of memory circuit elements-which includes memristive, memcapacitive, and meminductive systems-shows great potential to understand and simulate the associated physical processes. Here, we show that such elements can also be used in electronic schemes mimicking biologically inspired computer architectures, performing digital logic and arithmetic operations, and can expand the capabilities of certain quantum computation schemes. In particular, we will discuss some examples where the concept of memory elements is relevant to the realization of associative memory in neuronal circuits, spike-timing-dependent plasticity (STDP) of synapses, and digital and field-programmable quantum computing.
引用
收藏
页码:2071 / 2080
页数:10
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