ASL Wiki
Spiking Neuro-inspired system with fault-tolerant scalable packet-switched on-chip network
Background and Research Goal†
Research schedule†
Step 10 (due date 5pm July 31, 2018)†
- Survey FT SNN
- Develop multicast faul-torance
- Post all previously developed fault-tolecen hardware machanism to 3DNoC SNN
- Consider submission of this result to IEEE transaction (due date by Aug 31, 2018)
Step 11†
- Learning algorithm
- Survey NoC-based STDP (due date Sept 11, 2018 => Make presentation, Time: 17:00-).
- Evaluation STDP (due date Sept 30 , 2018)
- Submission of learning and FT multicast to Jnl Oct 15, 2018
Achievement†
On-going Conference and Jnl papers†
- Article tentative title: Light-weight Fault-tolerant Multicast Routing Algorithm and Architecture for Manycore Neuro-inpisred System
- Target completion deadline of the 1st draft: November 24, 2017.
- Pelase present your complete algorithm proposal by October 6, 2017
- Multicast Routing Algorithm paper: 1st draft version (3/19/2018, Time: 1:50 PM) (
latex
pdf)
- Multicast Routing Algorithm paper: 2nd draft version (3/23/2018, Time: 6:20 PM) (
latex
pdf)
- Journal article tentative title: Low-latency 3D-NoC Design and High Throughput Multicast Routing Algorithm for Scalable Neuro-inspired Architectures in Hardware
- Multicast Routing Algorithm paper: 1st draft version (4/11/2018, Time: 12:20 PM) (
latex
pdf)
- (1) Evaluate your system with large NN sizes (real or random). Add the HW design results (layout, etc.) of a Tile (1N/NPU and 4N/NPU + R)
- (2) Upload your updated draft on 5/14. Meeting on 5/14, 17:00.
- Journal article tentative title:
A K-mean Based Partitioning Method for Multicast Traffic in Manycore Neuromorphic Systems
Analytic Model and Architecture for Low-latency Multicast Traffic Routing in Three Dimensional Network of Spiking Neurons
- 1st draft version (6/5/2018, Time: 17:00 PM) (
latex
pdf)
- 2nd draft version (ACM-JETC format + synthetic evaluation) (6/15/2018, Time: 17:20 PM) (
latex
pdf)
- 3rd draft version (2nd + analytic model) (6/21/2018, Time: 8:20 PM) (
latex
pdf)
- Journal article tentative title:Comprehensive Analytic Performance Assessment and Low-latency Algorithm for Spike Traffic Routing in 3D-NoC of Spiking Neurons (3DNoC-SNN)
- Submitted to ACM JETC version (7/15/2018, Time: 2:40 PM) (
latex
pdf)
- Journal article tentative title:A Comprehensive Analytic Performance Assessment and High-throughput Low-latency Spike Routing Algorithm for Spiking Neural Network Systems
- Submitted to Supercomputing JnL (7/17/2018, Time: 5:10 PM) (
latex
pdf)
Accepted Conference papers†
- NASH_CNN_camera_final (11/14/2017, Time:9:20 PM) (
latex
pdf)
- Presentation slide (1/19/2018, Time:2:20 PM) (
pptx
pdf)
Survey reports†
- NASH poster v1.0 (6/22/2017, Time:7:00 PM) (
pptx,
pdf)
- NASH poster v2.0 (10/10/2017, Time:11:15 AM) (
pptx,
pdf)
- CNNtoSNN survey (7/3/2017, Time:2:00 PM) (
pdf)
- Abstract of Research Progress (11/27/2017, Time:2:15 PM) (
pdf)
- FPGA price (5/25/2017, Time:10:30 AM) (
xlsx)
Update Record†
- 05/22/2018: B.
- 11/08/2017: B.
- 5/29/2017: B.
- 3/24/2017: site updated, B.
- 3/10/2017: site updated, B.
- 3/6/2017: site updated, B.
- 2/17/2017: site update, B.
- 1/13/2017: added new ref, B.
- 12/8/2016: updated the research step deadlines, B.
- 12/6/2016: updated the research goal and the background, B.
- Nov. 24,2016, updated Step 1.2, B.
- Nov. 22,2016, Ref. added to Step 2, B.
- Nov. 18, 2016, site updated, Ben
- Nov. 11, 2016 - Research Schedule updated, B.
- Nov. 8, 2016 - page created, B.