Vu Huy The - Oct. - Feb. 2017
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開始行:
[[Vu Huy The]]
**Step 1 COLOR(red){Due date: %%Nov.%% %%11%% %%18%%, %%3...
-'' Step 1.1 OASIS NoC Survey'' COLOR(blue){Due date: Nov...
--&ref(onoc-survey-vht2016-v1.pdf,,onoc-survey-vht2016-v1...
--&ref(Onoc-Survey-Vht2016-V2.pdf,,Onoc-Survey-Vht2016-V2...
--&ref(onoc-survey-vht2016-v3.pdf,,onoc-survey-vht2016-v3...
--&ref(onoc-survey-vht2016-v4.pdf,,onoc-survey-vht2016-v4...
-'' Step 1.2 Compare OASIS-NoC with Conventional NoC (su...
--The following is a Verilog source code of a (convention...
&ref(https://drive.google.com/file/d/0B2HMlO4p7SuwMFlFMkl...
---1. Synthesize a conventional 3x3 NoC system (VCs and W...
---2. Use some benchmarks (test-benches) and evaluate the...
---3 %%(Option). Use a [[DE2 FPGA board>http://adaptive.u...
--&ref(onoc-cnoc-study-vht2016-v1.pdf,,onoc-cnoc-study-vh...
--&ref(onoc-cnoc-study-vht2016-v2.pdf,,onoc-cnoc-study-vh...
**Step 2 COLOR(red){Due date: Dec. %%20%% %%26%% 31, 201...
-''Step 2.1'' Study of Neural Network kown topology/netwo...
--Reference:
---[[''Neural Networks Fundamental''>http://www.asimovins...
---[[NN Basics>http://cs231n.github.io/neural-networks-1/]]
--&ref(NeuroArch-survey-vht2016-v1.pdf,,NeuroArch-survey-...
-''Step 2.2 Study of Neuro-inspired Computing Systems'' ...
--References:
---[[''Artificial neural networks in hardware: A survey o...
---[[''Exploring the potential of brain-inspired computin...
--&ref(neuro-survey-vht2016-v1.pdf,,neuro-survey-vht2016-...
--&ref(neuro-survey-vht2016-v2.pdf,,neuro-survey-vht2016-...
-&ref(neurosystem-survey-vht2016.pdf,,neurosystem-survey-...
**Step 3 COLOR(red){Due date: January %%18%% 10, 2017} [#...
- ''Step 3.1 Study and design in Verilog HDL only ONE Ne...
--Use Quartus II for the synthesis of a single neuron.
--The resource needed for a single neuron are: (1) A mult...
-''Step 3.2 [[Implementation of a Simple Neural Network o...
--''Note'': ''This task is also needed for your next [[CO...
-&ref(ann-imp-study-vht2017-v1.pdf,,ann-imp-study-vht2017...
**Step 4 COLOR(red){Due date: Jan. 31, 2017} [#o626d9a3]
-''Step 4.1 Detailed Survey of On-chip Learning/Training ...
---Survey well-known algorithms and hardware for on-chip ...
---Survey/explore the potential of on-chip learning to re...
---Survey fundamental learning theories, discuss numerica...
References:
--[[Neuromorphic Learning VLSI Systems: A Survey>http://i...
--[[''Spike Timing Dependent Plasticity (STDP'')>https://...
--[[''Back-propagation''>https://drive.google.com/file/d/...
--Optional: [[Hopfield>https://page.mi.fu-berlin.de/rojas...
Please upload the [[survey.pdf]] here.
**COLOR(red){Jan 23 to Feb. 8, 2017 --> Return to Home Co...
**Step 5: COLOR(red){Due date: Feb. %%10%% 15, 2017} [#u3...
-''Complete Doctoral Research Proposal and Plan''
--Refer to [[these slides (from slide 33)>http://web-ext....
-&ref(DocReProPlan-vht2017-v1.pdf,,Doctoral-Research-Prop...
COLOR(red){Note: No need for a report this time. We only ...
%%***Step 5 COLOR(red){Due date: March %%10%% 13, 2017. (...
-''Step 5.1''
--''Describe the overall system organization'' and %%''Pr...
--References:
---0. [[Spiking Deep Convolutional Neural Networks for En...
---1. [[A Low-voltage, Low power STDP Synapse implementat...
---2. [[FPGA-based Architecture for Real-time Synaptic Pl...
---3. [[PhD Thesis -Theory of non-linear spike-time-depen...
---4. [[Demonstration of STDP based Neural Networks on an...
---5. [[Neuron Models on FPGA, Verilog HDL>https://people...
---6.[[Design of silicon brains in the nano-CMOS era: Spi...
---7. [[ConvNet Hardware>https://drive.google.com/file/d/...
-''Step 5.2'' COLOR(red){Due date: April 30, 2017. Please...
--Draft a conference paper about ''Acceleration (using FP...
---Paper of NASH-CNN COLOR(blue){(5/22/2017, Time:7:25 PM...
---Conf. %% http://www.mcsoc-forum.org/ %%
http://www.aiccsa.net/AICCSA2017/
***Step 6: LIF spiking neuron model, proposal of a light-...
-''Step 6.1'': Study of CNN to SNN conversion
-- Pre-trained SNN: training CNN, then applying learned ...
-- Directly training a SNN, COLOR(red){due date: July 24.}
-''Step 6.2'': Propose and evaluate learning method for S...
***Step 7: A Scalable %%Fault-tolerant%% Multicast Routi...
-''Step 7.1'': Study related works, (COLOR(red){due date:...
-''Step 7.2'': Propose a router architecture (COLOR(red){...
-''Step 7.3'': Implement a whole network architecture (CO...
-''Step 7.4'': Evaluate the routing algorithm and write a...
***Step 8: An Enfficient Lighweight Fault-tolerant Multic...
-''Step 8.1'': Survey and report,(COLOR(red){due date: De...
--[[Scalable Hierarchical Network-on-Chip Architecture fo...
--[[Advancing interconnect density for spiking neural net...
--[[An Efficient, High-Throughput Adaptive NoC Router for...
--"Adaptive Routing Strategies for Large Scale Spiking Ne...
--[["A Reconfigurable and Biologically Inspired Paradigm ...
COLOR(red){Pelase make a presentaiton about this survey o...
***Step 9 [#f4d1c4fe]
-- Multicast Routing Algorithm paper: 1st draft version C...
-- Propose the Multicast %%Fautl-tolerance%% routing Algo...
-- Add comparison between 2D vs 3D (COLOR(red){due date A...
-- %%iCAST conference%% (and to Journal).
***Step 10 (COLOR(red){due date 5pm July 31, 2018)} [#ab6...
-- Survey FT SNN
-- Develop multicast faul-torance (Slide of proposed FT-K...
-- PORT all previously developed fault-tolerant hardware ...
-- Consider submission of this result to IEEE transaction...
終了行:
[[Vu Huy The]]
**Step 1 COLOR(red){Due date: %%Nov.%% %%11%% %%18%%, %%3...
-'' Step 1.1 OASIS NoC Survey'' COLOR(blue){Due date: Nov...
--&ref(onoc-survey-vht2016-v1.pdf,,onoc-survey-vht2016-v1...
--&ref(Onoc-Survey-Vht2016-V2.pdf,,Onoc-Survey-Vht2016-V2...
--&ref(onoc-survey-vht2016-v3.pdf,,onoc-survey-vht2016-v3...
--&ref(onoc-survey-vht2016-v4.pdf,,onoc-survey-vht2016-v4...
-'' Step 1.2 Compare OASIS-NoC with Conventional NoC (su...
--The following is a Verilog source code of a (convention...
&ref(https://drive.google.com/file/d/0B2HMlO4p7SuwMFlFMkl...
---1. Synthesize a conventional 3x3 NoC system (VCs and W...
---2. Use some benchmarks (test-benches) and evaluate the...
---3 %%(Option). Use a [[DE2 FPGA board>http://adaptive.u...
--&ref(onoc-cnoc-study-vht2016-v1.pdf,,onoc-cnoc-study-vh...
--&ref(onoc-cnoc-study-vht2016-v2.pdf,,onoc-cnoc-study-vh...
**Step 2 COLOR(red){Due date: Dec. %%20%% %%26%% 31, 201...
-''Step 2.1'' Study of Neural Network kown topology/netwo...
--Reference:
---[[''Neural Networks Fundamental''>http://www.asimovins...
---[[NN Basics>http://cs231n.github.io/neural-networks-1/]]
--&ref(NeuroArch-survey-vht2016-v1.pdf,,NeuroArch-survey-...
-''Step 2.2 Study of Neuro-inspired Computing Systems'' ...
--References:
---[[''Artificial neural networks in hardware: A survey o...
---[[''Exploring the potential of brain-inspired computin...
--&ref(neuro-survey-vht2016-v1.pdf,,neuro-survey-vht2016-...
--&ref(neuro-survey-vht2016-v2.pdf,,neuro-survey-vht2016-...
-&ref(neurosystem-survey-vht2016.pdf,,neurosystem-survey-...
**Step 3 COLOR(red){Due date: January %%18%% 10, 2017} [#...
- ''Step 3.1 Study and design in Verilog HDL only ONE Ne...
--Use Quartus II for the synthesis of a single neuron.
--The resource needed for a single neuron are: (1) A mult...
-''Step 3.2 [[Implementation of a Simple Neural Network o...
--''Note'': ''This task is also needed for your next [[CO...
-&ref(ann-imp-study-vht2017-v1.pdf,,ann-imp-study-vht2017...
**Step 4 COLOR(red){Due date: Jan. 31, 2017} [#o626d9a3]
-''Step 4.1 Detailed Survey of On-chip Learning/Training ...
---Survey well-known algorithms and hardware for on-chip ...
---Survey/explore the potential of on-chip learning to re...
---Survey fundamental learning theories, discuss numerica...
References:
--[[Neuromorphic Learning VLSI Systems: A Survey>http://i...
--[[''Spike Timing Dependent Plasticity (STDP'')>https://...
--[[''Back-propagation''>https://drive.google.com/file/d/...
--Optional: [[Hopfield>https://page.mi.fu-berlin.de/rojas...
Please upload the [[survey.pdf]] here.
**COLOR(red){Jan 23 to Feb. 8, 2017 --> Return to Home Co...
**Step 5: COLOR(red){Due date: Feb. %%10%% 15, 2017} [#u3...
-''Complete Doctoral Research Proposal and Plan''
--Refer to [[these slides (from slide 33)>http://web-ext....
-&ref(DocReProPlan-vht2017-v1.pdf,,Doctoral-Research-Prop...
COLOR(red){Note: No need for a report this time. We only ...
%%***Step 5 COLOR(red){Due date: March %%10%% 13, 2017. (...
-''Step 5.1''
--''Describe the overall system organization'' and %%''Pr...
--References:
---0. [[Spiking Deep Convolutional Neural Networks for En...
---1. [[A Low-voltage, Low power STDP Synapse implementat...
---2. [[FPGA-based Architecture for Real-time Synaptic Pl...
---3. [[PhD Thesis -Theory of non-linear spike-time-depen...
---4. [[Demonstration of STDP based Neural Networks on an...
---5. [[Neuron Models on FPGA, Verilog HDL>https://people...
---6.[[Design of silicon brains in the nano-CMOS era: Spi...
---7. [[ConvNet Hardware>https://drive.google.com/file/d/...
-''Step 5.2'' COLOR(red){Due date: April 30, 2017. Please...
--Draft a conference paper about ''Acceleration (using FP...
---Paper of NASH-CNN COLOR(blue){(5/22/2017, Time:7:25 PM...
---Conf. %% http://www.mcsoc-forum.org/ %%
http://www.aiccsa.net/AICCSA2017/
***Step 6: LIF spiking neuron model, proposal of a light-...
-''Step 6.1'': Study of CNN to SNN conversion
-- Pre-trained SNN: training CNN, then applying learned ...
-- Directly training a SNN, COLOR(red){due date: July 24.}
-''Step 6.2'': Propose and evaluate learning method for S...
***Step 7: A Scalable %%Fault-tolerant%% Multicast Routi...
-''Step 7.1'': Study related works, (COLOR(red){due date:...
-''Step 7.2'': Propose a router architecture (COLOR(red){...
-''Step 7.3'': Implement a whole network architecture (CO...
-''Step 7.4'': Evaluate the routing algorithm and write a...
***Step 8: An Enfficient Lighweight Fault-tolerant Multic...
-''Step 8.1'': Survey and report,(COLOR(red){due date: De...
--[[Scalable Hierarchical Network-on-Chip Architecture fo...
--[[Advancing interconnect density for spiking neural net...
--[[An Efficient, High-Throughput Adaptive NoC Router for...
--"Adaptive Routing Strategies for Large Scale Spiking Ne...
--[["A Reconfigurable and Biologically Inspired Paradigm ...
COLOR(red){Pelase make a presentaiton about this survey o...
***Step 9 [#f4d1c4fe]
-- Multicast Routing Algorithm paper: 1st draft version C...
-- Propose the Multicast %%Fautl-tolerance%% routing Algo...
-- Add comparison between 2D vs 3D (COLOR(red){due date A...
-- %%iCAST conference%% (and to Journal).
***Step 10 (COLOR(red){due date 5pm July 31, 2018)} [#ab6...
-- Survey FT SNN
-- Develop multicast faul-torance (Slide of proposed FT-K...
-- PORT all previously developed fault-tolerant hardware ...
-- Consider submission of this result to IEEE transaction...
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