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(This is still a draft) Artificial intelligence, neural networks, deep learning, ANNs, SNNs, neuromorphic systems and computing, reduce energy cost and higher bandwith (speed).
Applications: edge computing (IoT), real time application, devices with limited energy supply.
In the last decade, neural networks and deep learning had improved and gained a lot of interest.
Thermal-aware mapping in neuromorphic computing.
In conventional computers NoC (architecture), thermal awarness researches is advanced but not for neuromorphic HW specially 3D-NoC neuromorphic systems.
Take into concideration the heat generated from neurons' activities in the neuuromorphic hardware and how to make it (spread) equally on the chip.
1- Read and gain knowledge about neuromorphic systems.
2- Guidance tutorials
3- Survey on Routing algorithms for neuromorphic systems.
1- Study and document on thermal-power aware mapping and routing for 3D-NoC neuromorphic systems.
2- Propose a thermal-aware mapping method for NASH and implement it.
3- Propose a Thermal Analytical Model for 3D neuromorphic systems.
1- Explore thermal aware methods with other objectives (fault-tolerant, communication cost)
3- Implement methods on FPGA
2- Use implemented method on real life application
| Date | Task |
| ☑️Oct 1st, 2021 - June 30, 2022 | TUTORIALS AND FIELD EXPLORATION : |
| ☑️Oct 1st - Dec 31, 2021 | Tutorials and reading about neuromorphic systems |
| ☑️Jan 1st - May 31, 2022 | Survey on Routing methods and algorithms for neuromorphic systems |
| ☑️Feb 1st - May 16, 2022 | Understand SNPC Source code and do the Tutorials |
| ☑️May 18 - June 15, 2022 | Documentation on mapping methods for neuromorphic computing |
| ☑️June 16- June 27, 2022 | Run NASH code for KMCR routing in a 3x3x2 architecture |
| ☑️July 1 - Sep 30, 2022 | LITTERATURE ON THERMAL POWER IN MCSOC |
| ☑️July 15 - July 29, 2022 | Run HotCluster source code for benchmarks |
| ☑️June 27 - August 12, 2022 | Study the thermodynamics in the NASH system using 3D-ICE or HotSpot |
| ☑️July 30 - August 12, 2022 | Write a paper to summerize HotCluster and make a discussion section about what can be developped based on the existing work for neuromorphic systems |
| ☑️Oct 1, 2022 - Feb 28, 2023 | ICET CONFERENCE PULICATION WORK |
| ☑️Oct 1, 2022 - Jan 31, 2023 | develop NASH emulator PyNASH_0.1 for simple power trace extraction and mapping using python |
| ☑️Oct 5 - Nov 28, 2022 | Model thermal-aware clustering method |
| ☑️Nov 28 - Dec 28, 2022 | Implement the clustering method TACM, make simulations and test the reults |
| ☑️Jan 1 - Feb 20, 2023 | Paper writing, proposed method enhancements and running simulations and extracting graphs from the experiments |
| ☑️Feb 20 - Feb 24, 2023 | submit the paper 'Thermal-Aware Task-Mapping Method for 3D-NoC-Based Neuromorphic Systems' to ICET conference |
| March 1 - August 31, 2023 | JOURNAL PAPER WORK: |
| ☑️March 1st - March 12, 2023 | Propose the new mapping method based on the previously published method TACM |
| ☑️March 13 - March 31, 2023 | Sick leave (Appendicitis surgery) |
| ☑️April 1 - April 15, 2023 | Write the Spiking Neural Network training script and spikes trains extraction |
| ☑️April 15 - April 30, 2023 | Implement the draft version of the proposed mapping method and test it |
| ☑️May 1 - May 30, 2023 | Try to implement the mapping results on nash to get latency and accuracy but failed |
| ☑️June 1st - June 30, 2023 | Start writing the Journal draft improving the PyNASH emulator for faster simulations |
| ☑️July 1st - July 31, 2023 | GA-TACM mapping method implementation and thermal simulation using different parameters |
| ☑️August 1st - August 7, 2023 | 2nd journal draft with new simulation results for 3x3x3 NooC NASH |
| ☑️August 7st - August 16, 2023 | algorithm modifications for proposed cluster based order crossover and mutation and rerun thermal simulation |
| ☑️August 17st - September 15, 2023 | update draft journal |
| ☑️Sept 15 - Dec 20, 2023 | Propose BTSAM and start working on journal |
| ☑️Jan 10 - Apr 17 2024 | Write and submit Journal BTSAM: Balanced Thermal-State-Aware Mapping Algorithms and Architecture for 3D-NoC-Based Neuromorphic Systems |
| ☑️Apr 8 - Apr 30, 2024 | Build new case study in the change of temperature due to migration after faults occur |
| ☑️Mai 10 - June 11, 2024 | Address BTSAM paper reviews, update manuscript, and resubmit |
| June 11 - June 30, 2024 | Implement the thermal aware mapping in NASH NI |
| July 1 - July 10, 2024 | Propose Multi-objective thermal aware fault tolerant remapping method with small simulation results |
| July 11 - August 31, 2024 | Draft and submit Thesis for preliminary review |
| July 11 - July 31, 2024 | conduct experiments and simulations for the study case with the proposed Multi-Objective Optimization (MOO) method on software |
| August 1 - August 7, 2024 | Build hardware simulation script for the case study of thermal issue with fault tolerance |
| August 8 - August 11, 2024 | Work on the thermal analytical model to introduce the communication energy in the model |
| August 12 - August 15, 2024 | Implement and draft Journal |
| August 15 - August 31, 2024 | Write the full Journal including experiments and results |
| Sep 1 - Sep 5, 2024 | Revise and submit Journal |
BTSAM.pdfMaatar_ICET_2023_final.pdfMaatar_ICET23_Final_Slides.pptxCBGATAM.pdf
