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As the fourth basic circuit element, memristor has a unique synapse-alike feature which demonstrates great potentials in neuromorphic circuit design. However, a large gap exists between the theoretical memristor characteristics and the actual device behavior. For example, though the continuous changing in resistance state is expected in neuromorphic circuit design, it is difficult to maintain arbitrary...
The emerging nonvolatile memory (NVM) technologies have demonstrated great potentials in revolutionizing modern memory hierarchy because of their many promising properties: nanosecond read/write time, small cell area, non-volatility, and easy CMOS integration. It is also found that NVM devices can be leveraged to realize some hardware security solutions efficiently, such as physical unclonable function...
As technology advances, artificial intelligence becomes pervasive in society and ubiquitous in our lives, which stimulates the desire for embedded-everywhere and human-centric intelligent computation paradigm. However, conventional instruction-based computer architecture was designed for algorithmic and exact calculations. It is not suitable for handling the applications of machine learning and neural...
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