AIRBiS project


Research on Software-Hardware Co-design of AI-Enabled Real-time Bio-system

AIRBiS progress meeting


Background and Motivation

Research Goal

I will research about a software-hardware Co-design of AI-Enabled Real-time Bio-system.

The research includes the following:

Research Schedule

DateTask
☑️Aug 1st - Oct 31, 2020Running demos and study of SW/HW tools in ASL Guidance.
☑️Nov 1st - Nov 15, 2020Prepare paper for "Biomedical Circuits and Systems".
☑️Nov 16 - Nov 23, 2020Check the CNN program from Okada, run on ZCU102 FPGA board and record result.
☑️Nov 23 - Nov 30, 2020Survey current reference papers, update paper for "Biomedical Circuits and Systems".
☑️Dec 1st - Dec 4, 2020Prepare airbis team report and preliminary results in paper.
☑️Dec 4 - Dec 11, 2020Revise and submit papers for ETLTC2021.
☑️Dec 12 - Dec 25, 2020Finish UI-FPGA-Communication function separately.
☑️Dec 18 - Dec 29, 2020Get preliminary results of the AIRBiS system.
☑️Jan 1st - Jan 15, 2021Read paper of "parallel CNN" and prepare slide for RPR1.
☑️Jan 16 - Jan 24, 2021Integrate the AIRBiS system program and get evaluation results.
☑️Jan 24 - Jan 29, 2021Summary the research of AIRBIS system and prepare slide for the RPS4.
☑️Feb 1 - Feb 10, 2021Read paper of "parallel CNN" and prepare slide for RPR2.
☑️Feb 8 - Feb 19, 2021Working on the hardware acceleration design evaluation in FPGA with a bigger input size(64*64 -> 128*128) and more complex CNN model.
☑️Feb 22 - Feb 26, 2021Implementing FL experiment of 3 clients.
☑️Mar 1 - Mar 6, 2021Finish the implementation of COVID-19 test instead of anomalies test.
☑️Mar 8 - Mar 13, 2021Summarize the hardware part of AIRBiS and debug CNN code on pc and FPGA together with Fukuchi.
☑️Mar 15 - Apr 3, 2021Work on the experiment of CNN learning on FPGA.
☑️Apr 5 - Apr 10, 2021Extract information from related papers/researches about experiment results comparing.
☑️Apr 12, Apr 17, 2021Explore ROI solution for the AIRBiS project.
☑️Apr 19, Apr 24, 2021Read related papers/surveys and enrich the content of the AIRBiS project paper.
Apr 23, May 1, 2021Carry out the investigation experiment of the augmentation method for the AIRBiS dataset.
May 6 - May 11, 2021Federated learning experiment with Non-IID dataset.
May 12 - May 21, 2021Prepare paper for "ACM Transactions on Embedded Computing Systems".
May 24, July 3, 2021Explore the privacy-preserving solutions for the AIRBiS project.
July 5, Aug 6, 2021Evaluate the privacy-preserving function of the AIRBiS project.
Aug 9, July 27, 2021Explore the report-mechanism solutions for the AIRBiS project.
Oct 5, Oct 27, 2021Evaluate the report-mechanism function of the AIRBiS project.
Nov 1, Nov 27, 2021Prepare for another publication opportunity.
Schedule last updated on: 4/28/2021

references

Updates


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