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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.
1- Explore thermal aware methods for NVM such as PCM and ReRAM
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 - September 30, 2022 | LITTERATURE ON THERMAL POWER IN MCSOC |
| ☑️July 15 - July 29, 2022 | Run HotCluster source code for benchmarks |
| ☑️June 27 - Aougust 12, 2022 | Study the thermodynamics in the NASH system using 3D-ICE or HotSpot |
| ☑️July 30 - Aougust 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 |
| ☑️October 5 - November 28, 2022 | Model thermal-aware clustering method |
| ☑️November 28 - December 28, 2022 | Implement the clustering method , make simulations and test the reults |
| ☑️October 25, 2022 - January 25, 2023 | |
| February 1st - May 31, 2023 | JOURNAL PAPER WORK: |
| February 1st - May 31, 2023 | Writing of the Journal paper on the proposed mapping method |
| February 1 - February 28, 2023 | Model thermal-aware mapping method that takes into concideration accuracy and latency |
| March 1 - March 15, 2023 | Implement the proposed mapping method on python and test it |
| March 15 - April 30, 2023 | Implement the ùapping method on different designs of NASH |
| April 30 - May 31, 2023 | Make the experiments of the mapping method on ModelSim and extract the results |
