BMI

Daily Task 23-09-2023
-----------------------
1. Review meeting and planning meeting for PRSG
2. Updating the 2nd PRSG PPT
3. Review the project purchase activities

Tasks 25-09-2023:
--------------------
1. Review meeting
2. Testing of ML algorithm and solving the problem in IDE
3. Class

Tasks 26-09-2023:
-----------------
1. Interview board
2. Meeting on Image for DL
3. Meeting on Asset Mgmt
4. Try to solve the IDE problem
5. Test the wavelet feature for coiflet3 wavelet - found Error

Tasks 26-09-2023:
-----------------
1. Testing the wavelet feature : a) Training data Test and New Data Test b) Train and Test data split using tool then test with training data and New Data Set
2. Discussed about the epoch creation in SSVEP and Eye Blink
3. Checked the results of various classifier's result
4. Discussed about the output error due to more output class prediction towards the classes 29 and 30. Need to validate the post processing based continuity checking algorithm.
5. Class for M.Tech.

Tasks 27-09-2023 to 29-09-2023
------------------------------
1. Sent the progress report to CDAC Delhi
2. created and updated the monthly progress report in the PDMS system
3. Tested the catboost ML algorithm using Wavelet domain features
4. Prepare the contents for 2nd PRSG

Tasks 26-09-2023:
-----------------
1. Review and Discussion of KCL and KVL
2. Review and discussion of Features for SSVEP
3. Discussion about image generation and Live prediction modules
4. Attended the ISO13485 Document preparation and Review meeting
5. FN (Half day) leave

Activities on 04-10-2023
------------------------
1. Attended the interview board task at SCTIMST
2. Gone through the MoA with Coexin and sent the reply to HR
3. Tested the CATBOOST with Wavelet domain feature
4. Discussed about the PSD feature implementation

Tasks on 05-10-2023:
--------------------
1. Attend the Interview board
2. Test the V1 data using ML (Catboost and Wavelet)

Tasks on 06-10-2023:
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1. Attended the PE interview process
2. Discussion with team members about DL model implementation

Tasks on 09-10-2023:
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1. Reviewed the activity of Scalp Image generation by Asha S A
2. Prepare the tasks lists to be completed for PRSG
3. Discussion on hardware development
4. Discussion on ML & DL related analysis of EEG data and its image generation

Tasks on 10-10-2023:
----------------------
1. ISO Auditing as a Auditor
2. Prepare a Note on PE Requirement
3. Attend Meeting with CDAC Delhi for planning PRSG
4. Prepare the activities to be done for PRSG

Tasks on 11-10-2023:
--------------------
1. Attended eHealth demo
2. Discussed about the additional UI changes required for DL integration
3. Checked the scalp output generation from EEG data
4. Prepared the budget, expenditures and planned budget details for PRSG

Tasks on 16-10-2023:
---------------------
1. Analyze the EEG data using Catboost classifier
2. Discussion about the testing and statics creation of Inner speech, Eyeblink and SSVEP data using ML and DL algorithms

Tasks on 17-10-2023:
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1. Analyze the Vp EEG data using Catboost classifier
2. Corrected the progress report for 2nd PRSG

Tasks on 18-10-2023:
--------------------
1. Analyze the Vp EEG data with 256 sampling rate using Catboost
2. Attend the meeting with GH

Tasks on 19-10-2023:
--------------------
1. Analyze the Vp EEG data with 256 sampling rate using Catboost
2. Discussion on Texas Instrument's components
3. Completed the Report for 2nd PRSG

Tasks on 25-10-2023:
---------------------
1. Testing of Volunteers data using ML
2. Prepare the PPT for 2nd PRSG

Tasks : 26-10 to 27-10-2023:
----------------------------
1. Prepare PPT for 2nd PRSG
2. Prepare the analysis report of CatBoost and Wavelet Analysis of volunteer's data
3. Participate in the demo preparation for 2nd PRSG.

Tasks on 31-10-2023:
-------------------
1. Tour to Delhi
2. Go through 2nd PRSG PPT

Tasks on 01-11-2023:
--------------------
1. Attend a review and discussions meeting on BMI at CDAC Delhi
2. Go through 2nd PRSG PPT

Tasks : 02-11 to 03-11-2023:
----------------------------
1. Attend the NSF-MeitY (Indo - US) collaborative project proposal workshop

Tasks : 02-11 to 03-11-2023:
----------------------------
1. Prepared the MoM of 2nd PRSG along with the team members
2. Tested the Open BCI hardware with 16 Channels along with the team
3. Prepared the IEEE conference application after discussing with collaborators
4. Attended the Review meeting at GMCT
5. Gone through the tasks assigned to team members and assigned the new tasks

Tasks : 06-11 to 10-11-2023:
----------------------------
1. Prepared the MoM of 2nd PRSG along with the team members
2. Tested the Open BCI hardware with 16 Channels along with the team
3. Prepared the IEEE conference application after discussing with collaborators
4. Attended the Review meeting at GMCT
5. Gone through the tasks assigned to team members and assigned the new tasks
6. Completed the MoM and send to CDAC Delhi
7. Reviewed the IRC application on Major Depression Screening and send to Dr. Praveen
8. Participated in the meeting with Dr. Dhruv Sheshastri of LEHIGH University, USA

1. Complete the Testing and troubleshooting of Open BCI along with the team
2. Go through Open BCI documents

Tasks on 14-11-2023:
-------------------
1. Gone through the Indo _ US collaborative call for proposal
2. Discussed about the open BCI based data acquisition.
3. Send remainder email to emotiv

Tasks on 15-11-2023
-------------------
1. Gone through the Neonatal EEG device write-up
2. Discussed about the open BCI hardware issues
3. Attended the meeting for MeitY Secretary Visit
4. Reviewed the Microstate Analysis Paper
5. Discussed about the SPS server
4. Send remainder email to DHR

Tasks on 16-11-2023:
--------------------
1. Discussions with team for improving the accuracy of classification
2. Discussion on implementing delay in recording the live data with delay
3. Meeting on integrating Image based DL
5. Discussion on electrode types.
6. Get the project proposal status from DHR

Tasks on 17-11-2023:
--------------------
1. Go through the NSF-MeitY Call for proposal
2. Review meeting
3. Discussion on ISO Documents

Tasks on 20-11-2023:
--------------------
1. Discussion with Industry Partner
2. Discussion with CMET on EEG Sensor
3. Review and Code Walk through on python Plot
4. Revied the Neonatal EEG device writeup Document.

Tasks on 20-11-2023:
--------------------
1. Discussion with Industry Partner on project proposal submission for new Call
2. Review of Deep Learning Algorithm'
3. Design and corrections of error in EEG data based DL
4. Review paper on QEEG - walk through.

Tasks on 22-11-2023:
--------------------
1. Discussion with Team about Thread close issue.
2. Testing of Deep Learning Algorithm using EEG data and EEG based features.
3. First half on leave.

Tasks on 23-11-2023:
--------------------
1. Testing of DL Implementation for various cases
2. Discussion with Team member about Open BCI EEG board development
3. NSF-MeitY - Proposal: write-up

Tasks on 28-11-2023:
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1. Troubleshooting EEG hardware
2. Review meeting conducted
3. Discussions on Empty folder issue in DL and ML file load.

Tasks on 29-11-2023:
--------------------
1. Budget for Seizure Prediction Hardware development
2. Review meeting conducted about the hardware development related study
3. Discussions on identifying imbalanced data file for feature extraction.

Tasks on 30-11-2023:
--------------------
1. Proposal preparation for NSF - MeitY call
2. Discussions on Epidemiology model development
3. Involved in PPT preparation on Epidemiology proposal.

Tasks on 30-11-2023:
--------------------
1. Reviewed the DL algorithm development activity
2. Discussions on Epidemiology proposal and participated in the working group presentation
3. Prepared the budget and proposal contents for NSF-MeitY Call.

Tasks on 01-12-2023:
--------------------
1. Reviewed the DL algorithm development activity
2. Discussions on Epidemiology proposal and participated in the working group presentation
3. Prepared the budget and proposal contents for NSF-MeitY Call.

Tasks on 04-12-2023:
--------------------
1. Reviewed the Documentation activities
2. Preparation of Progress report
3. Prepared Letter of Intent for the NSF-MeitY Call.
4. Discussed about the parameters of Deep Learning algorithm
5. Created Va only training set and testing with LSTM DL algorithm

Tasks on 05-12-2023:
--------------------
1. Reviewed the DDD Documents
2. Gone through the Guidelines for NSF
3. Tested the DL model for Volunteers data.
4. Design of code for excluding empty folder, Vp only, Va only, EC only and EO only

Tasks on 06-12-2023:
--------------------
1. Tested the DL model for 2 Volunteer's test data.
2. Participated in the PA/PT/MPS interview
3. Discussions on DL models strategy

Tasks on 07-12-2023:
--------------------
1. Testing the DL model for patient data.
2. Participated in the bug correction
3. Go through the guidelines for NSF - MeitY call for proposal

Tasks on 08-12-2023:
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1. Prepared the budget for the proposal on BCI Wheel chair
2. Reviewed the EoI documnet

Tasks on 011-12-2023:
--------------------
1. Participated in the interview process at Keltron.
2. Reviewed the team members tasks

Tasks on 011-12-2023:
--------------------
1. Participated in the interview process at Keltron.
2. Review of EoI for BCI Wheelchair proposal

Tasks on 13-12-2023:
--------------------
1. Updated the NSF-MeitY Proposal with revised budget
2. Review of Hardware development activities
3. Discussed about the Testing and reporting of DL algorithms
4. Started the testing of Bi-LSTM

Tasks on 14-12-2023:
--------------------
1. Proposal on Wheel chair is prepared and send to GH for approval
2. Reviewed the activities of ML/DL, eye blink and SSVEP

Tasks on 14-12-2023:
--------------------
1. Participated in the security audit exam
2. Presented a talk on BCI based assistive technology
3. Updated the wheelchair proposal for Delhi's Director's signature
4. Updated the MoM of 2nd PRSG.

Tasks on 18-12-2023:
--------------------
1. Corrected the NSF proposal and send back to US partner
2. Corrected the MoM and send to CDAC Delhi
3. Discussed about peak finding function

Tasks on 19-12-2023:
--------------------
1. Corrected the NSF proposal and send to collaborators for signature
2. SF proposal is sent to Finance for approval after GH's approval
3. Discussed about peak finding function and its integration with eBrain Appln
4. Testing of Volunteers data with DL (BiLSTM)

20.12.2023 to 28-12-2023:
1. Participate in various interview processes
2. Review the tasks and MiMe application
3. Test the MiMe application
4. Prepare the proposal and it's supporting documents for NSF - MeitY proposal

29-12-2023:
--------------
1. Proposal Correction
2. Monthly report sent to CDAC Delhi

01-01-2024:
--------------
1. Review of works done.
2. Review the documents of DDD

01-01-2024 to 04-01-2024:
---------------------------
1. Updated the NSF proposal
2. Discussed and reviewed the project activities
3. Try to submit the NSF proposal

05-01-2024:
-----------
1. Completion of Indo-US proposal
2. Review of documents of ISO

08-01-2024:
-----------
1. Review of activities of Hardware development
2. Review of Eyeblink detection algorithm

Tasks 0n 11-01 to 12-01-2024
----------------------------
Tour

16-01-2024 to 19-01-2024:
--------------------------
1. Review of team members' task
2. Preparation of Contents for Workshop
3. Prepare conference application
4. Prepare MoU for Coexin
5. Prepare content for APAR

Tasks on 01-02-2024
-------------------
1. Proposal preparation for EoI on AI

Tasks 05-02-2024:
-----------------
1. Updated the APAR
2. Verified the TPP

Tasks: 12-01-2024
-----------------
1. Go through project Technical details on proposal for ICMR

Tasks on 15-02-2024:
---------------------
1. Attended the interview board at SCTIMST
2. Review of hardware development activities
3. Review project activities for SSVEP, Channel mapping between Natus, Emotive and Open BCI
4. Planning for Demo to Devasahayam Sir

16-02-2024 to 29-02-2024:
-------------------------
1. Preparation for Technical Talk.
2. Preparation of conference application.
3. Preparation of conference website.
4. Preparation of proposals for ICMR and MeitY.

Tasks on 26-02-2024
-------------------
1. Review on Memento and Standi contents for Technical Talk
2. Prepare Proposal contents for Coexin
3. Attend GH's Review meeting

28-02-2024:
---------------
1. PREPARE THE CONTENT FOR CONFERENCE APPLN
2. DISCUSSION ON TECHNICAL DETAILS AND PPT

Tasks : 26-02-2024 to 01-04-2024:
---------------------------------
• Prepare the presentation for the discussion with Prof. Dr. Suresh Devasaham
• Make the demo ready along with the team.
• Explored the products of Coexiin Technologies.
• Prepared the proposal documents for Coexin
• Fix the bug in eye-blinking based event detection.
• Prepare program schedules and other required documents for the Technical Talk
• Participate in the discussions by PRSG Chairman
• Participate in the Technical Talk.

11-03-2024:
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1. Verification of BCI Resource Centre Proposal
2. Verify the hardware Implementation of Coexin Pvt Ltd, Ckts
3. Prepare content for MANIT project proposal
4. Go through the content of Liver Cirrhosis proposal.

13-03-2025 to 14-03-2024
--------------------------
1. Attended interview
2. Review of Coexin proposal and requirements
3. Discussion on hardware design
4. Proposal preparation and submission

Tasks on 15-03-2024 - 28-03-2024:
---------------------------------
1. Sleep Proposal and its supporting document preparation
2. MoA preparation and supporting documents preparation for Coexin
3. Review of Papers
4. Review of Testing activities
5. Document preparation for Progress report to CDAC Delhi
6. Document preparation for North East Project proposal

April 11 to Aprl 16 2024
-------------------------
1. Attended Conference IFRCON 2024.
2. Preparing the materials for conference

08-07-2024:
----------------
1. Go through the Technical documents of Anesthesia project
2. Discussions on conference paper activities.
3. PPT for 3rd PRSG is started.

05-07-2024:
----------------------
1. Attend Gradio training
2. Discussed with team member on live demo of SSVEP, IS and Eyeblink
3. Discussion on CCET demo

Tasks on 19-08-2024
--------------------
1. Review of Seizure Prediction Tasks
2. Review of BMI Activities.
3. Attended the Director's Meeting on ISMS
4. ISMMS Report generation

05-09-2024:
-------------------
1. Design of Graphical Display of Seizure Prediction Results.

14-10-2024
------------------------
1. Presentation at PSNA College, Dindigul (Tour)

1. Organize the iCon-BCIHT 2024 conference.
2. Attended the 3rd PRSG meeting of BMI project
3. Involved in the project proposal for CAR ICMR (3 projects)
4. Demo of 3 Channel, Single Channel EEG device
5. Development and Testing of CCET hardware and Software (Standalone and Web)
6. BMI Web application development

24-03-2025
------------------
1. Prepare the project proposal for polymer/nanomaterial based EEG Head Cap.
2. Budget correction for Smart Glass.
3. PPT preparation for National Institute for Epidemiology Research.
4. Discussion on AI facility at CCET.
5. Discussion on UI modification in MiME.

27-03-2025:
------------
1. Proposal preparation on Major depression Screening
2. Proposal on Blood Biomarkers and Brain Connectome Analysis
3. Project proposal Major Depression Screening
4. Project proposal on CP
5. Project proposal on AI enabled Smart Glass
6. Project proposal on Polymer/ Nanomaterial based EEG cap
7. Project proposal on Bloodless Sugar parameter reading using light signals
8. Project proposal on e-Cog based Brain function localization in Motor Cortex.
9. Project proposal on BCI based Prosthetic Arm.
10. Project proposal on Genomic
11. Participated in the discussion on project proposal on Discussion on Nipha Virouse Epidemology forecasting model and data reporting public mobile App development with Dr. Aneesh and Dr. Naveen for ICMR Intermediate grant

28-03-2025:
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1. Updated all the 4 project proposals with updated budget.
2. Created PPT for Foundation Day.
3. Updated content for Annual day report to corporate.
4. Purchase follow-up.
5. Genomics-related discussion on problem of multiple factor for disease related genes.
6. Discussion on Transformer.

Daily Activities 02-04-2025
-----------------------------
1. Project proposal verification.
2. Review of works and adding new works.
3. Discussion on Non-Invasive Blood Sugar Measurement
4. Discussion on Genomic Analysis
5. Review and Discussion on Framework for Epiform

13-05-2025 Tasks
----------------
1. Discussion of Meditation data analysis using Rupture plot.
2. Discussion on Seizure Progress with detection and prediction analysis results plots
3. Discussion of DICOM EEG reading
4. Meeting with Dr. Siddardh Pandey of IIT Kanpur.
5. Discussion with team members on Paper submission related to EEGNet-based Inner Speech Analysis and the Genomic Analysis Review paper.

Tasks on 21-05-2025:
_____________

1. EEG device demo attended
2. Analysis of EEG data for Meditation
3. Review of Annual Progress Report of HTG059M (Anesthesia Monitoring project)

Tasks 22-05-2025:
------------------
1. Design and review of Coding of Meditation analysis, Seizure detection/ Prediction alert
2. Testing and Analysis of BMI Software.
3. Review of Journal article.
4. Sending roles and responsibility details to collaborators as part of HTG059 M.

Tasks 03-06-2025:
-----------------
1. Attended ISO Audit related meeting.
2. Attended the demo of Measuring Instruments
3. Tested the software for AI module.
4. Discussed the Web based interface for Data Analytics.
5. Discussion and preparation of Meditation related presentation.

06-06-2025:
------------
1. Meditation EEG Analysis presentation discussion
2. Verification and discussion of EEG Analysis software, Seizure Detection / Prediction System, AI module.
3. Discussion on Epidemiology Data Analytics.

Tasks on 04-07-2025:
--------------------
1. Prepared and attended TecVerse 2025.
2. Prepare and submit project proposals to MeitY and ANRF.
3 Test and make the MiME application ready for PRSG.

21-07-2025:
------------
1) Reviewed and discussed with team members and new joiners in their technical talk.
2) Attended the CDSCO class
3) Attended the meeting with GH on project proposal creation in Neurology.

23-07-2025
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1. Meeting with team members on Kiviyi-based Python Mobile App development.
2. Discussion of EEG data recording.
3. Verification of write-up on PUD sensors
4. Discussion on User Manual of Smriti
5. Discussion on Web application for ICOM conversion and viewer
6. Discussion on Edgenomics - Edge based Genomics Analysis proposal.

28-07-2025:
---------------
1. Review of team members' activities for learning the basics of Electronics.
2. Review and discussions on Kivy python mobile App development activities.
3. Preparation on AWR
4. Correction of Documents for C-DAC's Annual Work report.

05-08-2025
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1. Attended the ISO 13485 Stage I audit.
2. Attended the presentation and discussions on Neuro
3. Reviewed the document on SenSiz deployment document

06-08-2025
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1. Attend the Technical committee meeting at NISH
2. Reviewed the Write-up
3. Reviewed Anesthesia Depth Monitoring work.

08-08-2025:
-----------
1. Involved project proposal preparation for Super App and Connected Health.
2. Discussed with team members on Embedded coding and Graphical representation of ML / DL training.
3. Verified the project proposal on Anesthesia Monitoring for BIS - BCI Standardization.

11-08-2025:
-----------
1. Discussion on Web based AI Modules
2. Discussion on Hardware board development
3. Discussion on Team members activities.

12-08-2025:
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1. Preparation of write-up on SensSiz.
2. Involve in the design of web-based AI module.
3. Involve in the testing of Inner speech decoding.
4. Discussion on the SenSiz.

14-08-2025:
-----------
1. EEG Channels ranking using PCC (Pearson Correlation Coefficient) for analysis
2. Discussion on Manual Channel Selection UI
3. Discussion on AI Retraining Module.

18-08-2025
-----------
1. MiME Patent application creation
2. Discussions on AI retraining
3. Discussions on the Anesthesia Depth Scoring algorithm
4. Discussions on 2-channel EEG device

21-08-2025:
-----------
1. Discussion on Anesthesia Module.
2. Discussion on web based Module on AI based Analysis.
3. Testing of MiME Application.
4. Discussion on Project proposal on Anesthesia BCI Standardization.

23-09-2025:
-----------
1. Discussion on UI for Qt C++ EEG data acquisition.
2. Discussion on DD.
3. Discussion on channel selection implementation for Seizure Detection UI.

27-08-2025:
------------
1. Discussion on AI basics for detailed analysis of EEG data.
2. Preparation of the Budget and IRC (first step of the application for IEC) for GMCT
3. Go through the Patent document of MiME.

10-09-2025:
-----------
1. Attended 7 Central institutes MoU signing ceremony at SCTIMST.

19-09-2025:
-----------
1. Attended demo at NISH on Assitive Technologies
2. Demonstrated CDAC's BCI products to ICMR Scientists and NISH Director and Audiologists

22-09-2025:
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1. Participated in Thermal Image data Acquisition.
2. Prepare the Project proposal titled 'Thermal Imaging as a Tool for Screening and Detection of Liver Fibrosis and Fatty Liver Disease', for ICMR First In World grant

25-09--2025:
------------
Attended the Rashtriya Karmayogi Training class.

Tasks on 30-09-2025:
--------------------
1. 'Thermal Imaging as a Tool for Screening and Detection of Liver Fibrosis and Fatty Liver Disease' preparation and submission to ICMR First in World Grant
2. Submission of 'Optimising Dose–Response in Malayalam Syllable-Based Auditory P300 Neurofeedback for Cognitive Rehabilitation in Dementia'preparation and submission to ICMR First in World Grant.
3. Review of Web based AI platform, Qt based EEG plotting and Hardware development.
4. Discussion on project proposal on Connected Health
5. 29-09-2025, attended the Talk on 'talk series on Medtech innovations; the talk on Monday 29th September is on "GLP for MedTech Innovators & Innovation to Impact with ICMR" Speakers are Dr. Suchita Markan from ICMR and Dr. S.G. Ramachandra from IISc Bangalore.

08-10-2025 to 12-08-2025:
-------------------------
1. Attended Purple fest meeting and demonstrated products to NGO organizations and ICMR.

13-08-2025 to 17-10-2025:
-------------------------
1. Proposals preparation for ANRF MAHA MEDTECH Mission and AI
2. Design and Testing of EEG related various projects like EEG acquisition, processing, etc through standalone and web-based applications
3. Attention measurement and SMRITI GM Tool development for demo to Coexin.