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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 4, 2020 | Revise the AEBIS paper |
| Nov 5 - Nov 28, 2020 | Investigate the optimization of AEBIS and extend the work |
| Nov 29 - December 31, 2020 | Complete and submit paper of extended version of AEBIS |
| January 1 - January 24, 2021 | Understand K-means based Multicast Routing Algorithm and Architecture for 3D SNN NoC. |
| Januray 25 - February 28, 2021 | Propose an efficient (Possible target: low-latency, High-accuracy-->QoS) 3D QoS CMR (Clustering-Mapping-Routing) algorithm |
| March 1 - Mid of April, 2020 | Write and submit a paper of new 3D QoS CMR algorithm |
| Mid of April - May 9, 2021 | Evaluate with other biology (biomedical) applications |
| May 10 - June 6, 2021 | Write and submit a paper of AIRBiS system |
| June 7 - July 31, 2021 | Implement the new QoS CMR algorithm on hardware |
| August 1 - Mid of September, 2021 | Write and submit a paper of hardware version |
| Mid of September - October 31, 2021 | Study and propose a new fault-tolerant algorithm for multi-core 3D-NoC systems |
| November 1 - Mid of December, 2021 | Write and submit a paper for new fault-tolerant algorithm |
| Mid of December - January 31, 2022 | Implement an EV reservation prediction system using SNN (or CNN) on hardware implementation |
| February 1 - February 28, 2022 | Testing the system and prepare a paper |
| March 1 - Mid of April, 2022 | Investigate other bio-related topics and edge-computing system |
| Mid of April - June 31, 2022 | Prepare and submit a paper |
