IMPLEMENTATION OF CASCADED ARCHITECTURE FOR MEMRISTOR CROSSBAR ARRAY BASED NEUROMORPHIC COMPUTING

Dr. P. G. Kuppusamy,V.Uday, T.S.Tharun Sai, G.Yashwanth, G.Tejaeshwar Rao, T.Sai Lakshman Naidu

Page No: 23-29

DOI: 10.86493/VEREDAS.2024/V14I3/03

Neural networks, one of the main artificial intelligence technologies today, have the computational power and learning ability similar to the brain. However, implementation of neural networks based on the CMOS von Neumann computing systems suffers from the communication bottleneck restricted by the bus bandwidth and memory wall resulting from CMOS downscaling. With the advances of nanotechnology, the memristors based designs have been widely used in many applications such as mixed- signal design, nonvolatile memories, CNN- Architectures. Multiplyaccumulate calculations using a memristor crossbar array is an important method to realize neuromorphic computing. However, the memristor array fabrication technology is still immature, and it is difficult to fabricate large-scale arrays with high-yield, which restricts the development of memristor-based neuromorphic computing technology. Therefore, cascading small-scale arrays to achieve the neuromorphic computational ability that can be achieved by large-scale arrays, which is of great significance for promoting the application of memristor-based neuromorphic computing. To address this issue, we present a memristor-based cascaded framework with some basic computation units, several neural network processing units can be cascaded by this means to improve the processing capability of the dataset.

Citations

APA: Dr. P. G. Kuppusamy,V.Uday, T.S.Tharun Sai, G.Yashwanth, G.Tejaeshwar Rao, T.Sai Lakshman Naidu (2025). IMPLEMENTATION OF CASCADED ARCHITECTURE FOR MEMRISTOR CROSSBAR ARRAY BASED NEUROMORPHIC COMPUTING. DOI: 10.86493/VEREDAS.2024/V14I3/03

AMA: Dr. P. G. Kuppusamy,V.Uday, T.S.Tharun Sai, G.Yashwanth, G.Tejaeshwar Rao, T.Sai Lakshman Naidu. IMPLEMENTATION OF CASCADED ARCHITECTURE FOR MEMRISTOR CROSSBAR ARRAY BASED NEUROMORPHIC COMPUTING. 2025. DOI: 10.86493/VEREDAS.2024/V14I3/03

Chicago: Dr. P. G. Kuppusamy,V.Uday, T.S.Tharun Sai, G.Yashwanth, G.Tejaeshwar Rao, T.Sai Lakshman Naidu. "IMPLEMENTATION OF CASCADED ARCHITECTURE FOR MEMRISTOR CROSSBAR ARRAY BASED NEUROMORPHIC COMPUTING." Published 2025. DOI: 10.86493/VEREDAS.2024/V14I3/03

IEEE: Dr. P. G. Kuppusamy,V.Uday, T.S.Tharun Sai, G.Yashwanth, G.Tejaeshwar Rao, T.Sai Lakshman Naidu, "IMPLEMENTATION OF CASCADED ARCHITECTURE FOR MEMRISTOR CROSSBAR ARRAY BASED NEUROMORPHIC COMPUTING," 2025, DOI: 10.86493/VEREDAS.2024/V14I3/03

ISNAD: Dr. P. G. Kuppusamy,V.Uday, T.S.Tharun Sai, G.Yashwanth, G.Tejaeshwar Rao, T.Sai Lakshman Naidu. "IMPLEMENTATION OF CASCADED ARCHITECTURE FOR MEMRISTOR CROSSBAR ARRAY BASED NEUROMORPHIC COMPUTING." DOI: 10.86493/VEREDAS.2024/V14I3/03

MLA: Dr. P. G. Kuppusamy,V.Uday, T.S.Tharun Sai, G.Yashwanth, G.Tejaeshwar Rao, T.Sai Lakshman Naidu. "IMPLEMENTATION OF CASCADED ARCHITECTURE FOR MEMRISTOR CROSSBAR ARRAY BASED NEUROMORPHIC COMPUTING." 2025, DOI: 10.86493/VEREDAS.2024/V14I3/03