Finally, I will show recent lab demonstrations of various applications mapped to these in-memory computational circuit primitives based on memristor devices, and give an outlook on performance.doi:10.1149/ma2020-02312037mtgabsCatherine Elizabeth Graves...
Yan B N, Chen Y R, Li H. Challenges of memristor based neuromorphic computing system. Sci China Inf Sci, 2018, 61: 060425 ArticleGoogle Scholar Zhou Y, Wu H, Gao B, et al. Associative memory for image recovery with a high-performance memristor array. Adv Funct Mater, 2019, 29: 19001...
17,18,19have been previously proposed as a means for realizing artificial neural networks on hardware (Fig.1d). These computing architectures perform in-memory vector-matrix multiplication, the core operation of artificial
et al. High-performance mixed-signal neurocomputing with nanoscale floating-gate memory cell arrays. IEEE Trans. Neural Netw. Learn. Syst. 29, 4782–4790 (2018). Article Google Scholar Cai, F. et al. A fully integrated reprogrammable memristor–CMOS system for efficient multiply–accumulate ...
results from moving vast amounts of data back and forth between memory and processor in a classic computer. The researchers accelerate operations by performing matrix vector multiplication, the mathematical operation behind the gradient-computation step, by using crossbar arrays of specialized memristor ...
Resistive-based in-memory-computing memories use the emerging memories for the in-memory computing. They take advantage of the characteristic of resistance of emerging memory devices for arithmetic operations. In [7], [12], crossbar and 1T1R memristor-based memories were designed for the neural ne...
The high-precision processing unit (left) performs digital logic computation and is based on the standard von Neumann computing architecture. The low-precision computational memory unit (right) performs analog in-memory computation using one or multiple memristive arrays. The system bus (middle) ...
also makes memristor crossbar arrays capable of executing large-scale in-memory computing tasks10,11. Eliminating the frequent data movement between the physically separated central processing unit and memory hierarchy in the von Neumann architectured computer system will both enhance the computation effici...
wireless computing scheme that performs computations andwireless transmissionconcurrently on the same hardware. This design, introduced inNature Electronics, is based on the use of mermristive crossbar arrays, grid-like structures containing memristors, electrical components that can both process and store...
Analogue signal and image processing with large memristor crossbars. Nat. Electron 1, 52–59 (2018). Article Google Scholar Eryilmaz, S. B. Brain-inspired and Non-conventional Computing with Emerging Memory Devices PhD thesis, Stanford University (2017); https://searchworks.stanford.edu/view/...