BMI

daily work report 26/09/2023
----------------------------------*****

Data collection from GMCT
SSVEP data Exported.
Epoch Cutting (V10S5 and V10S6)
MAX7219 Exploration started.
Tested the BMI data repository web tool by uploading the subvocal data

daily work report 27/09/2023
-------------------------------********
Epoch cutting and testing.
Web application for file uploading testing and found one modification.

DAILY ACTIVITY 03/10/2023
-------------------------------******
completed V10 EPOCH Cutting
Tested with subvocal features but it was showing less accuracy.
exploring new features for SSVEP
Attended hardware class.

• Canonical correlation analysis
  *common and individual feature analysis
  *MCCA
  *MLR
  Harware class attended
  created SSVEP monochrome images for all volunteers 256 HZ sampling data
  Train and test SSVEP images using CNN model

daily work report 09/10/2023***************
-------------------------------------------
testing of SSVEP data (time domain, frequency domain, wavelet domain features)
hardware class (transformer, amplifiers)
writeup preparation

Daily Work Report 10/10/2023 ____
_______________________________________
Data collection from GMCT _ Full day (Two sessions of V15 Subvocal data)

Daily task 13/10/2023 **
________________________________________
12/10/2023 leave
meeting for second PSRG
MEETING FOR DEEPLEARNING TESTING
Word document for data details
V33 data tested with DL

Daily task 17/10/2023 **
______________________________
Image generation for DL
Report of both SSVEP and Data collection
Testing for subvocal (Vp)
Testing for SSVEP

DAILY WORK REPORT 06/11/2023-08/11/2023************
___________________________________________
Minutes preparation
Image generation for DL
Attended meeting at GMCT for discussion on data collection details and demo to the doctors.
Involved in the DDD and SRS preparation.

daily work report (09/11/2023)*************
-------------------------------------------
preparation for GH demo
explored OpenBci based SSVEP
Meeting with GH

1. preparation of DDD
2. ssvep planning with PL
3. Data recording
4. Consent form preparation for Depression screening
5. Open BCI hardware checking with team

daily work report 14-11-2023 to 15-11-23
-------------------------------------------
Open BCI device based data collection
Recorded EB data (five sessions)
Device checking
EEG growth graphical representation
Open BCI based exploration

DAILY WORK REPORT (20-11-2023 To 21-11-2023)
____________________________________***
SSVEP data collection by using OpenBCI hardware system.
New hardware setup created with selected channels only.
one session contained 10 trails of data collected.
Epoch created.
Model created.

daily work report 28/11/2023-29/11/2023*****
--------------------------------------------
data recording by using OpenBCI
exploring OpenBCI problem (relation between top and bottom pins)
epoch creation of S2 data started.

Epoch cutting
proposal correction
explored features for SSVEP

Daily work report 08/12/2023- 11/12/2023 *****
_______________________________________________
Budget preparation for Hybrid Multimodal Cyber‑Physical Neuro-Robotics Wheelchair system
EXECUTIVE SUMMARY
Error correction of the proposal in case of budget
writeup preparation of the topic "BCI for space application"
model creation for SSVEP data

Daily Work Report 12-12-2023 to 13-12-2023 *****************************************
Proposal modification and corrections
Budget modification
SSVEP training and testing by using DL methods
COA preparation
NSF-Meity guidelines explored.

Daily work report 22-12-2023 *****
----------------
testing SSVEP Data in DL
exploring CNN
exploring SSMVEP

Daily work report 23/12/2023 to 02/12/2023
-------------------------------------------
Wheelchair proposal completed for submission.
SSMVEP explored and visual stimulator created.
CHANNELWISE SCALOGRAM AND CHANNEL WISE SPECTROGRAM WAS CREATED.

Daily work report 03-01-2024
---------------------------------
DL tested with OPENbci DATA
explored task related component analysis
explored multiway canonical correlation analysis

Daily work report 04-01-2024 to 09-01-2024
-------------------------------------------
IRC ppt was prepared for depression screening system.
Explored a new mechanism for SSVEP From the paper titled "Detection of SSVEP based on empirical mode decomposition and power spectrum peaks analysis".
Explored some papers for depression data collection protocol.
Explored empirical mode decomposition with code.

Daily work report 10-01-2024
------------------------------- ***********************
Studied empirical mode decomposition.
Studied IMF

Daily work report 12-01-2024
----------------------------

Image based DL model was given for patient data training.
code developed for Empirical mode decomposition.

Daily work report 05-02-2024
-----------------------------
*Minor modifications done in Microstate analysis paper

Daily work report 12-02-2024
-----------------------------
Preparing proposal for chronic kidney disease early prediction system
explored existing predictive tools for kidney disease.
explored diabetic nephropathy.

Daily work report 15-02-2024
-----------------------------
Sleep disorder proposal writing is ongoing.
Review meeting with PL.
SSVEP activities and EMD explained.

Daily work report 16-02-2024
-----------------------------
sleep disorder proposal for ICMR completed.
Resurce center for BCI proposal discussed.

04-03-2024 to 12-03-2024
------------------------------
proposal for HCI
Hardware meeting attended.
stress proposal modified.

Daily work report 14-03-2024
------------------------------------------*******************
Found some papers of SSVEP in the area of neuro care for paper preparation.
Explored existing research papers on SSVEP in neuro care. Identified key findings, methodologies, and advancements in the field.
Introduction part started.
Stress proposal modified.

Daily work report 18-03-2024
------------------------------*****
SSVEP paper writting-5% (Introduction part) completed.
PPT prepared for IEC of the proposal Sleep analysis.
Budget cross verified for approved project.

Daily work report (19-03-2024 to 20-03-2024) **
________________________________________
sleep analysis proposal modified as per ICMR guidelines.
Proposal submission for Sleep analysis and sleep scoring system.

daily work update 25 -03-2024 to 26-03-2024***
________________________________________
IEC for depression completed.
Paper for SSVEP first part completed.

Daily Work update 28-03-2024**
---------------------------------

Documents for IEC of the project "Major Depression and Generalized Anxiety Screening System Utilizing EEG Data Analysis By Artificial Intelligence Tools" was prepared.
MoU prepared.
Contract signing document prepared.

Daily work report 16/04/2024
-_________________
Explored IEEE conference form guidelines
SSVEP paper preparation
TEXT label creation for SSVEP stimuli
Disease Screening system_Alzheimer’s, Dementia, and Depression based proposal completed

Daily work report 22-04-2024 to 29-04-2024
------------------------------------------*
Conference activities such as CMT creation and IEEE MCE Application done.
PCB design software training program attended.
Conference flare prepared for CDAC website.
conference logo prepared for CMT.
CMT site was enabled for paper submission.

Daily Task 05-07-2024**********
--------------------------------
Meeting with FLA regarding daily activities and upcoming task.
Image based Testing on SSVEP.
Exploring Microstate analysis
Conference meeting

Daily work report 15-07-2024
--------------------------------
CMT activities
Brochure editing for conference
Data collection from GMCT
Papers submitted in IEEE cross check for plag testing
Reviewers assigned for 5 papers
SSVEP tesing

Daily work report 17-07-2024***
-------------------------------
1. Conference activities
2. Exell creation for plagiarism report
3. File uploaded to IEEE CROSS CHECK For plagiarism report
4. Email sent to authors regarding resubmission
5. Proposal writing for BIS

Daily work report 18-07-2024****
--------------------------------
Conference activities
conference technical activity meeting
SSVEP new data testing
Packing list explored
proposal technical part completed
Jats reference discussed with divya
Chart preparation discussed and prepared with mani sir

daily task 23-07-2024***
--------------------------------
co-authors enable in CMT
Camera ready submission questions preparation and uploading
Revision submission in CMT - exploration
Proposal for BIS part 1 completed
Matlab setup and seizure data epoch cutting discussion with gourisree

Daily task******
------------------
Email sent to the authors who had high plag on their paper
meta reviwers assigned in new papers
uploaded papers in IEEE crosscheck for plag report
Seizure prediction data folder structure creation
Discussed conference activities with team members

daily task 26-07-2024***
------------------------
Python image generation code corrected
Seizure prediction testing and data preparation
Microstate Exploration (TLE)

daily task 06-08-2024***
------------------------
Seizure prediction testing discussion with gouri
CMT activities
Transformer.py file modification
Data collected and uploaded in the Htg share (Patient and ssvep volunteer)
Dl based testing- meeting with Aleena, vyshnavi, gourisree
Stimulator working discussion with deepu

daily work report 12-08-2024
-------------------------------
GUI discussion meeting
CMT activities
Live application GUI works

Daily Work updates 16-08-2024 **************************
Conference brochure updated
conference meeting with chris regarding approvals from different authorities
Conference site modifications
GUI work in Pyqt
exploring approvals from MeitY.

Daily work report 19-08-24 ********************
Conference activities
GUI completed for Mime

Daily Work Report 28-08-2024
-----------------------------
Conference excel preparation
Plag report collected and new three papers uploaded for plag test
Figure for writeup (Cerebral palsy)
Progress bar for seizure prediction- in progress

Daily Work Report 30-08-2024
-----------------------------
Discussion on seizure prediction activities
Sponsorship form filling (Meity)

Daily work report 02-10-2024
-----------------------------
conference activities such as paper finalizing, excel updation, assigning reviewers, contacting reviewers, plag testing, contacting meta-reviewers
meetings regarding conference activities
SSVEP testing (DL testing ongoing)
scalp map generated for testing(SSVEP Volunteers)

DAILY WORK REPORT 09-10-2024
----------------------------
Conference activities such as sending mail to authors , excel updation
Conference design activities meeting
meeting with Byju sir and Deepak sir regarding CMT activities
SSVEP DL testing activities

Daily work report 18-10-2024
------------------------****
conference activities( pdf express checked, revised papers uploaded for plag)
Paper 63 reviewed.
The first review update was completed for all the papers in the CMT.
Excel prepared for listing revision activities
SSVEP testing (ML-Catboost)
Mail sent to the accepted and rejected papers (first round completed).

Daily work report 10-22-2024
----------------------------
1. SSVEP tesing (image generated- scalpmap)
2. meeting with ashish, chisteen, navami, sherin for conference activities
3. plag test ongoing
4. The second round of review was completed, and mail was sent to four authors.

daily work report 23-10-2024
-----------------------------
SSVEP Testing by using CNN (Error occurred)
Plag mail sent to authors
eCopyright mail sent to authors
5 paper second round review completed and mail sent
Proposal checked for ICMR

Daily work report 24-10-24
--------------------------
eCopyright completed (56)
Discussion with dhanya regarding SSVEP testing error
Email end to 13 papers(total)
PPT preparation

daily work report 05-11-24
----------------------------
Conference activities such as camera ready files preparation, pdf express
Meeting regarding conference activities
Inner speech testing
Attended "Vigilance Awareness " function

Daily activities 11-05-2024
------------------------
Conference activities - revision papers
Meeting - genomics
proposal- major depression- in progress
IEEE meeting

Daily Work report 06-11-2024
-------------------------------------
1. Inner speech DL testing
2. Conference activities
3. Meeting- Genomics

Daily work report 07-11-2024
---------------------------------
Depression proposal completed
Conference activities such as plag test, mail sending, and revision)

Daily Work Report 08-01-2025
-----------------------------
1. Post-Conference Activities
2. Paper Uploading to IEEE
3. Meeting with Byju Sir for the genomics project
4. Live application works started
5. Documents Edited -BMI

Daily Work Report 13-01-2025
-----------------------------------******
1. Device Integration in live application Completed
2. UI for Live updated

Daily work Report 16-01-2025
--------------------
Proposal content-making started
system architecture for MiME application in the flask platform
attended Meeting regarding web development

Daily Work Report 20-01-2025
---------------------------------
1. Flask Framework template downloaded and updated as per our requirement
2. Sidebar Updated

Daily Work Report 23-01-2025
-----------------------------
Explored the Comparison Between Django and Django Rest Framework
Installed Django and learned its dependencies
Created one folder structure for the Mime application

Daily Work Report 24-01-2025
-----------------------------
Comparison Between Django and Django Rest Framework
Explored Rest APIs
Explored Django Rest APIs
Created one folder structure for the Mime application in Django Rest API

28-01-2025
1. Explored microstate
2. Downloaded one code from github
3. Attended a meeting for drug addition

30-01-2025
------------------
Explored Microstate analysis (segmentation, GFP, Creating GFP peaks, clustering, backfitting)
KEYPY tool is learning for microstate analysis
brochure for the BCI lecture series

03-02-2025
-----------------
Microstate analysis implementation started
clustering part- exploring

Daily Work Report 12-02-2025
----------------------------
1. Feature generation from microstate analysis
2. Prepared note for conference author refund
3. Trademark application prepared

Daily work report 24-03-2025
--------------------------------
1. Proposal modifications and updating
2. SSVEP Paper writing
3. React.js learning inprogress

Daily work report 04-04-2025
-----------------------------------
User management for web application
React.js study for frontend
Database table evaluated for usermanagement

Daily work report 11-04-2025
------------------------------
Explored React.js for web page design
Meeting with Shameera for design
Data test is not done because of hardware unavailability
SSVEP test report is in progress

Daily Work report 24-04-2025
-----------------------------
UI setup for AI platform in react.js
Lecture series activities

Daily work report 29-04-2025
-----------------------------------------
Meditation related works

Daily work report 05-05-2025
------------------------------>
1. Adaptive filter implemented for Meditation analysis
2. Feature extracted from the data after adaptive filtering
3. iConBCI-Lecture series activities
4. Added a script in the Apps Script editor to automatically send an email after form submission

Daily work report 22-05-2025
--------------------------------
Paper prepared for IEEE Transactions template
Preparations for iConBCI Lecture series

Daily work report 16-06-2025
-----------------------------
1. Web application: AI Analysis: Data uploading part completed in both client and server side.
2. Database table created for data uploading
3. Paper-related task: Electroencephalography Network based Brain-Computer Interface for Inner Speech Decoding
4. Brochure design for our products

Daily work report 27-06-2025
---------------------------
1. Project proposal preparation
2. Real-time prediction: code updation for queue implimentation
3. Web application for AI platform- meeting with Binu sir and akhil

Daily work report July 18 2025
-----------------------------------
• Completed documentation for the project titled “Deployment and Validation of EEG-Based Systems for the Detection, Prediction, and Analysis of Epileptic Seizures.”

• Drafted a write-up for the MiME (Mind-Me) deployment segment, covering system features and integration aspects.(Includes figure)

• Finalized the DICOM portion in the web module.

Daily Work Report – July 21, 2025

1. Conducted Django class session.

2. Initiated data recording process.

3. Identified suitable journals for uploading the Deep Learning-based paper.

4. Started development of web module to connect Python files.

Daily Work 22-07-2025
--------------------->
• Journal finalized and modifications started as per Cognitive Neurodynamics guidelines.
• Web module discussion held with Akhil and Mani Sir.
• Data collection folder structure details shared with Avani.

Daily Work Report 24-07-2025
----------------------------->
1. Completed MiME write-up and shared it with Binu Sir.
2. Resolved DICOM bug – now plots display full data correctly.
3. Continued work on journal paper as per Cognitive Neurodynamics guidelines.
4. Attended Smriti meeting regarding product delivery status.
5. Discussed licensing and Web UI with Mani Sir.

Daily work report 28-07-2025
-------------------------->
1. Completed paper for uploading to the Neurocognitive Dynamics journal.

2. Coordinated and completed web activities with Akhil.

Daily Work report 29-07-2025
----------------------------->
1. Web Activities – DICOM Area:

Worked on frontend integration for DICOM file channel selection handling.

Performed UI testing and fixed minor layout bugs during DICOM series navigation.

2. Paper Work:

Reviewed the paper for errors identified yesterday.

Edited and corrected mistakes in the content, including formatting, grammar, and technical clarity.

Daily Work Report 04-08-2025
----------------------------
Created the deployment scenario figure for SenSiz.
Prepared the write-up explaining the SenSiz deployment scenario.
Set up Django, React, and the database environment on Avani's PC.

Daily Work Report 5-08-2025
-----------------------------
Took half-day leave
Completed write-up for SenSiz
Finalized paper publication steps for submission to Cognitive Neurodynamics
Discussed work with Priyadarshini

Daily Work 06-08-2025
---------------------------
Integrated form inputs to create a complete modelConfig object from user selections.
Ensured unselected options are represented as false using preprocessingStatus.
Enabled automatic JSON file creation and download upon clicking Create Model (no extra button used).
Sent the same modelConfig JSON to a Django REST API endpoint using axios.post.
Folder created for uploading JSON file created from the frontend
The JSON does not match the structure used in our standalone software

Daily work report 08-08-2025
---------------------------->
The file paths were not being included in the JSON configuration
Reviewed the JSON creation logic in the CreateModel component
Identified that the file paths for the data and model were not being included in the JSON
Modified the flatState object to include the trainFolder and testFolder paths
Update the DataSelection component to correctly handle and pass the file paths to the parent component
SSVEP stimulator transferred and explained to avani for data collection

Daily Work report 08-11-2025
------------------------------>
Create a view (e.g., JsonUploadView) that handles file uploads and saves them using the JsonFile model.
Write tests or manually test the file upload process to ensure that JSON files are correctly saved to the server.
Model folder created and path added in the json file
MiME code checked for connection and solved the SDK error

Daily Work Report 12-08-2025
---------------------------->
Integration started for the executePipeline() function to process parsed JSON data
Implemented API response with uploaded and pipeline execution results
A new component has been added in the frontend (more settings )
Testing done in case of the uploaded JSON file

Daily Work Report 13-08-2025
---------------------------->>>
Installed the Postman app for testing HTTP requests.
Discussion with Mani Sir regarding model execution development, including model listing, data listing, and JSON creation.
Continued work on Model Execution UI
Transferred web code to SVN and created a README file.

Daily Report 14-08-2025
-------------------------------->>>
Modified the UI for model execution
Cleaned up unused state and UI
Testing Dataset Cards implemented

Daily work report 18-08-2025...>>
---------------------------------
Model Execution UI to replace the model file upload field with a dropdown list of available models
Added frontend logic to fetch the list of available models from the backend using uploadApi.getAvailableModels()
Modified the frontend API file (uploadApi) to include a new method getAvailableModels() for retrieving available models from the backend
Verified the existing upload API functions and confirmed that model list retrieval was originally missing
Logo added to the login page

Daily Work Report 19-08-2025..>>
-------------------------------
Modified the web UI as per the suggestions discussed during the meeting.
Layout modifications

Daily work report 20-08-2025
------------------------------
Vertical scroll issue in the EEGViewer JSX component solved
Added a new option for Other Metadata / EEG Settings in the viewer
Checked Avani’s code for Sensitivity and Scaling adjustments

Daily work report 21-08-2025
---------------------------->
The vertical scroll issue has been completely solved in the EEG Viewer file
Attended HTG Connect

Daily Work Report 22-08-2025
----------------------------->
started major revision activities for the paper titled “Electroencephalography Network-based Brain Computer Interface for Inner Speech Decoding.”
Reviewed the related works section to incorporate recent advancements.

Daily work report 26/08/2025>>
------------------------------
Paper modification according to reviewer comments
DICOM UI presentation to NirAI team

Daily work report 27-08-2025
----------------------------->>
Modifications done in EEGNet paper (Introduction and Literature Review sections)
Discussion with Vaishnavi regarding seizure prediction demo
Verified consent form

Daily Work report 09-09-2025
-------------------------------
Review of the paper titled "Research on the syntax of EEG microstates: a comprehensive analysis of epilepsy and psychosis of epilepsy" completed.

Daily Work Report 10-09-2025
-----------------------------
Planning made for the 19th meeting
Attended SCT meeting online
Resolved Python interpreter issue related to web development

Daily Work Report 16-09-2025
----------------------------
Continued documentation enhancement suggestions for ongoing project proposal
Activities of EEG viewer discussed with Avani and sarath

Daily work report 18-09-2025
---------------------------------
Thermal image analysis project
Fixing exiftool recognition issue
Sensitivity and scaling explored
Thermal image analysis for fatty liver explored for development
Demo setup

Daily work report 23-09-2025
------------------------------
Analysed thermal image software and resolved bugs
Learned radiometric parameters
Developed Python code for analysing .png files (since temperature parameters are not allowed) and area marking
Proposal submission work: ongoing

Daily work reports 25-09-2025
-------------------------------
Suggested works in proposal completed.
Web application pending works started

Daily Work report 13-10-2025
---------------------------------
Exposed Tkinter GUI calls as root-cause of 500 error in /api/json/upload/.
Created head-less safe executePipeline.py with GUI guards (_update_label, _stop_spinner).
Added hasattr / try-except wrappers for desktop-only globals (general_json, UI flags).
Achieved 201 response on JSON upload after cache purge & server restart.
Explored session object management (redis)
Explored Middlewares

Daily Work report 15-10-2025
---------------------------------
Updated the ExecutePipeline class and related function execute_ppl_func for web application compatibility.
Refactored local code to support asynchronous execution in Django REST API.
Debugged execution issues in the pipeline, ensuring correct handling of EEG data flow and ML/DL model loading.

daily work report 10-11-2025
-----------------------------
MEG content prepared
neuromodulation and brain image document completed
BMI code rework with deepu FOR WEB

11-11-2025
training portion connection completed
Testing part UI modificationa and api part edit done

14-11-2025
-----------
Model execution page changes done
Meeting attended for Neuromodulation and brain imaging

Daily work report 14-11-2025
---------------------------
Added missing backend route for /api/json/execute/ to fix 404 error.
Resolved JSON 404 loading issue by matching model and JSON timestamps.
Updated JSON path structure to ensure correct file retrieval.
Ensured selected model metadata includes correct json_path.
Implemented updated JSON merging logic for model testing.
Confirmed backend correctly receives and executes JSON dict.
Validated end-to-end model execution workflow (model → JSON → test data → pipeline).

17-11-2025
----------------
Implemented absolute path normalization in React to avoid repeated segments.
Updated logic to correctly build full testing dataset absolute path.
Analyzed backend logs showing empty merged results due to wrong path.
Verified corrected path resolves glob pattern mismatch in backend.

Daily work report 02-12-2025
----------------------------
Checked ModelExec JSON upd. section
Verified ML flags + model path upd.
Fixed dataset path gen. logic
Validated post-proc. merge
Debugged payload sent to API
Confirmed JSON cloning & assignments
Id’d possible backend JSON override
Provided clarifications + fixes
testing part done , but accuracy is not printing

Work update 03-12-2025
---------------------->
Testing part connected with ebrain voice pipeline
Result portion UI work ongoing

Daily work 04-12-2025
-------------------->
1. rTrying to do the react side UI part and output taken from backend

Daily Work report 05-12-2025 ===================================
Successfully completed Trining display
Identified root issues including missing Project model fields, nested model folder structure, Project not updating after training, and frontend architecture mismatch.
Updated backend models by adding best-model fields, creating TrainingSession, fixing endpoints, improving folder scanning, and adding serializers.
Enhanced training workflow so JsonUploadView now receives project_id, detects saved models, updates Project status & accuracy, and logs all steps.
Fixed frontend flow by updating api.js, CreateModel, App.jsx, and Dashboard; added bestModels state & debug logs for proper UI-backend sync.
Database migrations completed

Daily work report 09-12-2025
---------------------------->
Fixed TrainingSession Accuracy Extraction

Identified that accuracy was not being saved because metrics was a string, not a float.
Added logic to convert string → float.
TrainingSession accuracy were saved correctly.
Improved Best Model Selection in Dashboard
UI Enhancements in Project Details Page

Daily Report_10-12-2025
----------------------
Session handling (React + DRF) — looked into how to manage sessions when React front-end talks to a DRF backend.
UI modification for testing

Daily Work report 12-11-2025
----------------------------
Completed UI testing for Training & Testing sections and confirmed tab-based display.
Debugged issue where new trained models were not appearing on the Results page.
Verified that project_id is correctly passed from CreateModel.jsx during JSON upload.
Checked backend (JsonUploadView, TrainingSession creation) to ensure proper project linking.

Daily work report 12-12-2025
----------------------
Result page for training and testing done(graphs pending)
Fixed Results Page Issue — Identified API response mismatch and corrected backend table issue by creating the missing ModelExecutionResult table via migrations.
Resolved 500 Server Error — Debugged backend logs and fixed database relation error for /projects/<id>/models/
Model Execution Page Fixed — Updated ModelExecution.jsx to correctly use training_results instead of models, enabling the trained models list to display properly
Sidebar Actions Repaired — Implemented working API calls for rename, share, delete, and archive operations; updated Sidebar and App structure to support project updates.
Redesigned ProjectForm.jsx and ProjectFormContainer.jsx with modern UI/UX, validation, animations, and improved project type selection

daily work report 15-12-2025
-----------------------------
existing UI layout to identify issues affecting graph rendering and visual clarity
Found that only the access token was being saved on the React side, and the refresh token was not stored.
Verified that the token storage issue was causing token expiry and session reset after refresh.

Daily Work report 16-12-2025
---------------------------
Model training works with single and multiple features
All UI controls properly connected to backend
JSON structure matches expected backend format
Component communication errors resolved
Discussed with hemal for deployment procedures

Daily work report 17-12-2025
-------------------------------->
Implemented real-time project search
Resolved a blocking Random Forest training error across backend and frontend.
Time domain and frequency domain all features are working in web

Daily work report 20-12-2025
----------------------------
Preprocessing settings connected in web application

Daily Work Report 22-12-2025
------------------------------
Designed Epidemiology pages for demo purposes
LAN access for the web application URL to support multi-device
Attended and presented the Epidemiology demo, explaining features and workflow
Redesigned the Tools page in the web application for improved structure and visual clarity

Daily Work report 30_12_2025
---------------------------------
EEG Viewer folder structure changed and according to that folder structure UI arranged
Karmayogi courses attended
Cakes attending on progress

Daily work report 09-01-2025
----------------------------
Fixed JSON parsing error by handling cases where settings_json was passed as a dictionary instead of a string.
Resolved missing classifier key issue by adding proper JSON validation and error handling.
Fixed global variable synchronization issue by ensuring critical globals are synced before calling ClassifierTrainDL.
Addressed file path issue in web service by making label mapping save optional and using a temporary file when required.
Removed dependency on Tkinter GUI widgets by adding null checks for all label updates.
Prevented MessageBox failures in web service by making message box calls optional and adding console-based fallbacks.

Daily work re[port 15-01-2026
---------------------------
Epidemology PPT edit
Attended meeting of epidemology project
DL integrated with web application

Daily work report 19-01-2026
-------------------------------
Deep Learning integration completed; graph implementation pending

Daily Work report 20-01-2026
-------------------------------
All DL models are connected with web
Image based connection started

Daily Work Report 21-01-2025
--------------------------
Image integration into the web interface is in progress
Fixed CNN Dimension Error for EEG Signals
Attended a meeting on BCI standardisation
Resolved Multiple JSON Parsing Issues

Daily Work report 27-01-2026
---------------------------
Image processing integration in progress
Json updated for image process
retrain UI added: completed , needs to do backend

Daily Work Report 02-02-2026
----------------------------
Added original_folder_path and batch_timestamp fields to the UserFileUpload model and created the required database migration
Updated backend upload logic to retain full folder structure, modified the upload API to accept folder paths, added debugging logs for tracking, and increased Django upload limits for large uploads.
Implemented batch-based file grouping using batch_timestamp, updated the serializer to include new fields, and fixed the multiple-card issue by displaying a single card per upload batch.
Delay is still there- inprogress

Work report 19-02-2026
----------------------------
LSTM model for epidemology completed in the bodhi-ai of both frontend and backend
Verified dark mode consistency across all pages
Tested navigation flows for epidemiology projects
Validated date formatting for different timestamp formats
Ensured dataset filtering works correctly by project type
Confirmed post-processing options save and apply correctly

Daily Work report 23-2-2026
------------------------------
CNN+LSTM HYBRID model developing for epidemology
CNN+LSTM training backend code connected
Meeting regarding :LSTM work flow

Daily work report 24-02-2026 to 25-02-2026
-------------------------------------------

Implemented MAE metric in LSTM and CNN+LSTM models
Added Training vs Validation MAE curve visualization
Implemented Loss and MAE curves
Added curve visualizations to Results → Visualizations tab
Added “Download Charts” feature
Implemented high-resolution PNG export
Added Actual vs Predicted (Test) line chart
Added Scatter plot with ideal fit reference line
Added Residual vs Time plot
Added Residual histogram plot
Implemented disease-wise selector dropdown for test graphs

Daily work report 04-03-2026
----------------------------
Worked on Docker setup for the Django + React application and executed container builds using docker compose
Resolved backend dependency issues by updating system libraries in the Dockerfile
Debugged frontend build errors related to Vite and module import paths
Monitored Docker build logs and verified container build stages to identify and resolve issues

Daily Work Report 10-03-2026
------------------------------
1. Web application crashing problem solved
1. paper work is in progress (introduction and methodology section completed)

Daily Work Report 12-03-2026
----------------------------
LSTM backend code have some issues in Mime, that solved

Daily Work Report 13-03-2026
--------------------------------
Fixed the class labeling issue in the gragh visualisation page
Modified the visualization data collection to keep internal calculations in encoded format
Updated confusion matrix, classification metrics, and scatter plot functions to properly convert encoded labels to display format

Daily Work report 16-03-2026
---------------------------------
Try to implement redis. because it replace critical MiME globals in main pipeline
exploring redis
Attended HTG connect

Daily Work report 25-03-2026
----------------------------
Deep learning paper -in progress
fast api connection for epiform data taken from spark - ongoing
quary written for fast api
pyspark env setup done

Daily Work Report 20-04-2026 to 21-04-2026
----------------------------...............
Replaced all hardcoded /GPU:0 / /CPU:0 device blocks in ClassifierTrainDL.py with a single get_device_name() helper function
Added GPU probe test in get_device_name() to catch CUDA/TF version mismatches and fall back to CPU gracefully
Identified root cause: TF dropped native Windows GPU support only TF 2.10 works on Windows with GPU
Installed python 3.12 and setup all the env but it is not working
Installed Python 3.10 (TF 2.10 requires Python 3.9/3.10)
Created env310 virtual environment with Python 3.10
Installed TensorFlow 2.10.0 in env310
Pinned NumPy to 1.24.3 (TF 2.10 incompatible with NumPy 2.x)
Installed missing packages
Verified GPU detected
Django server running on env310 with GPU active — training ongoing

Daily Work report 23-04-2026
-------------------------------
New Module Added: gpu_utils.py — Complete GPU acceleration module
epochs_To_Spectrogram.py & channelwiseSpectrogram.py — Replaced matplotlib.pyplot.specgram + fig.savefig with spectrogram_gpu (GPU STFT) + coeffs_to_image_gpu (GPU colormap)
epochs_to_channelise_scalogram.py & multichannel_scalogram.py — Replaced pywt.cwt per-channel loop + matplotlib imshow + fig.savefig with cwt_gpu_batch + coeffs_to_image_gpu
epochs_To_monochrome_image.py, epochs_To_grayscale_image.py, epochs_To_color_image.py — Replaced PIL Image.fromarray().resize() with resize_image_gpu
Fixed: Speech channel list hardcoded to 26 causing mismatch with actual data size
imageGenUI.py — Added GPU detection result with color indicator at bottom of UI

Daily Work report 29-04-2026 to 30-04-2026
------------------------------------------>
Explored and evaluated Celery as the task queue framework
Evaluated Redis as the message broker and result backend
Created and configured the Celery application instance
Integrated Redis as the broker and result backend for Celery
Configured all necessary Celery settings and parameters
Created all required project files and structure
Installed Redis and all required dependencies
Initialized and started the Redis server

Daily Work report 29-05-2025
-----------------------------
Image based analysis errors corrected in Bodhi-ai
Rebuild docker images and redeployed on server
Fixed backend training path resolution and migrated media files into the Docker named volume bodhiai_media_data.
Bodhi ai spart image created and loaded on server
Tried epidemeiology AI work flow
Dockerized the Spark/FastAPI epidemiology service and routed browser API calls through Nginx using /spark/ instead of localhost:8001.
Fixed frontend epidemiology URL handling and added fallback data support when the Hadoop cluster is unreachable.
Verified that all six containers were running, MiME training completed through Celery, and Spark API requests returned HTTP 200.