AIRBiS project

Algorithm-Architecture Co-design of AI-Enabled Real-time Bio-system

Cyber-physical AI-Powered Platform for Pneumonia Detection

AIRBiS progress meeting†

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Background and Motivation†

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Research Goal†

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

The research includes the following:

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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 20, 2021Explore ROI solution for the AIRBiS project.
☑️Apr 21, May 6, 2021Read related papers/surveys and enrich the content of the AIRBiS project paper.
☑️May 7, May 19, 2021Carry out AIRBiS experiment with the new dataset.
☑️May 20 - June 5, 2021Deal with the accuracy problem of the new dataset.
☑️June 7 - June 16, 2021Summarize the result of hardware and debug with Xilinx sdsoc.
☑️June 17 - June 26, 2021Summarize the result of FPGA inference and CNN.
☑️June 27 - July 10, 2021Update UI and add heatmap function for COVID-19 detection.
☑️July 12 - July 21, 2021Measure the power consumption of related platforms and the time-cost of convolution function in FPGA.
☑️July 22 - Aug 5, 2021Finish the AIRBiS draft paper.
☑️Aug 11 - Sept 23, 2021Improve the journal paper and prepare for the submission.
☑️Sept 24, Oct 4, 2021Finish the new version of the MDPI journal paper.
☑️Oct 5, Oct 25, 2021Improve the journal paper and submit it to MDPI.
☑️Sept 1st, Oct 31, 2021Investigate, select, modify, print, and assemble the prosthetic arm(hand).
☑️Nov 1st, Nov 14, 2021Journal paper improvement.
☑️Nov 15, Nov 23, 2021Paper revise and resubmit.
☑️Nov 24, Nov 25, 2021Research Progress Presentation.
☑️Nov 26, Dec 10, 2021Begin the research of SNN-based federated learning.
☑️Dec 6, Dec 20, 2021Paper revision and submit it to IEEE Access.
☑️Dec 15, Jan 7, 2022Submit one IEEE conference paper.
☑️Jan 7, Jan 11, 2022Solve the problem of ERROR: [SdsCompiler 83-5004] Build failed.
☑️Jan 4, Jan 20, 2022Quantization optimization of the AIRBiS SW (tensorflow).
☑️Jan 13, Jan 28, 2022Improve ETLTC2022 paper and result.
☑️Jan 23, Feb 6, 2022Finish the final manuscript of the IEEE conference paper.
☑️Feb 8, Feb 22, 2022IEEE conference paper presentation slide and video submission.
☑️Feb 12, Feb 25, 2022Tensorflow-lite experiment for AIRBiS SW (ANN).
☑️Feb 24, Mar 16, 2022Quantization optimization experiment of the AIRBiS HW (xilinx).
☑️March 17, April 2, 2022Update figures and content in paper. Modify AIRBiS parallel inference figure.
☑️March 29, April 8, 2022Update the paper and the answer file for MDPI resubmission.
☑️April 9, April 18 2022Improve the draft according to the meeting discussion.
☑️April 19 , April 27 2022Inference time result (real-time) diagram and statistic analysis.
April 28 , May 2 2022Combine several tables and diagrams to make the paper concise and clear.
May 3, May 7, 2022Double-check and prepare for the resubmission.
June 2022Train CNN using the FPGA and conduct some mapping experiments to get some sample data for future research.
June 2022Submit a conference paper.
July 2022Prepare a journal paper for IEEE IoT Journal about mapping and blockchain.
August 2022Mapping and Dictionary learning.
Schedule last updated on: 3/30/2022
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Achievements†

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Journal Papers†

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references†

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Updates†

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