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Spiking neural networks (SNNs) are artificial neural network models that more closely mimic biological neural networks. In addition to neuronal and synaptic state, SNNs incorporate the variant time scale into their computational model. Since each neuron in these networks is connected to thousands of others, high bandwidth is required. Moreover, since the spike times are used to encode information in SNN, very low communication latency is also needed. The 2D-NoC was used as a solution to provide a scalable interconnection fabric in large-scale parallel SNN systems. The 3D-ICs have also attracted a lot of attention as a potential solution to resolve the interconnect bottleneck. The combination of these two emerging technologies provides a new horizon for IC designs to satisfy the high requirements of low power and small footprint in emerging AI applications...more
Research about an event-driven scalable neuromorphic system for edge computing.
| Date | Task |
| ☑️January 1st - March 31, 2020 | Running Demos and study of SW/HW tools |
| ☑️April 1st - Jun 21, 2020 | SNN Learning Algorithms Survey |
| ☑️Jun 22 - Oct 2, 2020 | Complete and submit paper of AEBIS |
| ☑️Oct 3 - Nov 15, 2020 | Revise the AEBIS paper |
| Nov 16 - Dec 18, 2020 | Investigate the optimization of AEBIS and extend the work |
| Dec 19 - Jan 31, 2021 | Complete and submit paper of extended version of AEBIS |
| February 1 - February 24, 2021 | Understand K-means based Multicast Routing Algorithm and Architecture for 3D SNN NoC. |
| February 25 - March 31, 2021 | Propose an efficient (Possible target: low-latency, High-accuracy-->QoS) 3D QoS CMR (Clustering-Mapping-Routing) algorithm |
| April 1 - Mid of May, 2020 | Write and submit a paper of new 3D QoS CMR algorithm |
| Mid of May - June 6, 2021 | Evaluate with other biology (biomedical) applications |
| June 7 - July 11, 2021 | Write and submit a paper of AIRBiS system |
| July 12 - August 31, 2021 | Implement the new QoS CMR algorithm on hardware |
| September 1 - Mid of October, 2021 | Write and submit a paper of hardware version |
| Mid of October - November 31, 2021 | Study and propose a new fault-tolerant algorithm for multi-core 3D-NoC systems |
| December 1 - Mid of January, 2022 | Write and submit a paper for new fault-tolerant algorithm |
| Mid of January - February 28, 2022 | Implement an EV reservation prediction system using SNN (or CNN) on hardware implementation |
| March 1 - March 31, 2022 | Testing the system and prepare a paper |
| April 1 - April 30, 2022 | Investigate other bio-related topics and edge-computing system |
| May 1 - June 31, 2022 | Prepare and submit a paper |
