Seizure Prediction

29/08/2024
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Analyzed EEG data by implementing epoch cutting and visualized results to identify seizure points using a custom Python script.

2/09/2024
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trAINING AND TESTING OF SEIZURE DATA

03/09/2024
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TESTING AND TRAINING OF SEIZURE DATA
STUDY AND ANALYSIS OF SIIGNAL PROCESSING

04/09/2024
epoch cutting
testing and training of seizure data

05/09/24
epoch cutting
study of generation of progress chart of seizure detection

plotted seizure chart
created button for the graph

10/09/2024
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progress bar plotting in ui
studied on wavelet transform and its use on preprocessing

12/09/2024
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studied on threads
implementation of progress bar

17/09/2024
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implementation of thread in progress bar

23/09/23
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progress bar development

24/09/24
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progress bar development
testing of seizure data
attended iso training

26/ 09/23
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development of progress bar
training the data

27/09/24
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progress bar development row wise
training of seizure data

30/09/24
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STUDY ON ANASTHESIA DEPTH MONITORING

STUDY ON ANESTHESIA PARAMETERS OF IMPLEMENTATION
ANALYSE THE PART OF SIGNAL PROCESSING OF ANESTHESIA

3/10/2024
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study on anesthesia project
collecting datas of anesthia

study of anesthesis
development of algorithm
ploting graph

07\10/24
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anesthesia examinatiopn on spo2,eeg,ecg
also anlysed on bpm
documenrt verification

08/10/2024

forming algorithm for anesthesia depth monitoring
creating code

09/10/2024
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study on anesthesia monitoring
study on anova technique

10/10/2024
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study on anesthesia depth monitoring
implemented code to main ui
sample entropy added as a feature

14/10/2024
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ADDING GENERAL FEATURES TO UI ANESTHESIA DEPTH PREDICTION
ADDING FEATURE SAMPLE ENTROPY
INTEGRATING RAW DATA

16/10/2024
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STUDIED ON EEG ANESTHESIA DATA
ANALYSE THE STAGE IN THE DATA
TRYING THE PLOT THE DATA

18/10/2024
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plotted the eeg
downloaded new data set worked on it
studied about slicing of dataset

23/10/2024
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downloaded mat data
mat data plotted
plotted eeg and bis data

25/10/2024
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study on bis value
eeg and bis value plotting
categorization of different anesthesia stages

28/10/24
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created frontend ui for epoch cutting
added mat file file and check
some errors occured on backend

30/10/2024
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Creation of epoch cutting tool
making its backend
givimh start index and end index aND PRINTING THE EOCH VALUES TO BE CUT
FILING IEEE CONFERENCE RELATED FORM

1/11/2024
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epoch creation tool modification
finding error on stop and start index
ieee pre conference form filling

05/11/2024
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1.Generated EPOCH cutting tool
2.study on data analyed papers regarding the selection of data

07/11/2024
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Development of epoch creation tool
modifying ui
generation custom files button
stage duration box creation

08/11/2024
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1.ADDING FILE AND FOLDER TYPE DATA ADDING METHOD TO EPOCH CUTTING TOOL
2.CHECKING WHETHER EPOCH IS CUTTING IN CORRECT WAY OR MAKING ANY REPETETION
3.CORRECT EVENT DURATION SETTINGS

11/11/2024
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corrected error in edf file loading in epoch cutting and completed
epoch cutting in custom way completed
studied on algorithm of anesthesia project

12/11/2024
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study on anesthesia
forming steps to implement algorithm epch cutting radio button plascing
error fouund yet to complete it

14/11/2024
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anesthesia paper analysis
ieee notice preparing
icmr word format prepartion

19/11/2024
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BLOCK DIAGRAM PREPARATION OF ROBOTIC ARM
READ THE ARTICLE THAT CONTAIN ALL THE PROCESS DONE IN THE COLLECTED DATA SET
ANALYSED GENERAL ALGORITHM OF BIS

20/11/2024
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Write up preparation for robotic arm
bis algorithm finding

21/11/2024
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Studied on anova algorithm
analysing bis algorithm
study on resampling

22/11/2024
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1.study on anesthesia algorithm
2.study on upsampling and downsampling

25/11/2024
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study on sampling method
study on quantum computing
prepared ppt on quantum computing

26/11/2024
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Studied on quantum computing
prepared ppt

27/11/24
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quantum computing analysis
ppt preparation

28/11/2024
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ppt preparation
proposal preparation for icmr

29/11/2024
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preparing prposal for icmr
calculating budget
attending class on machine learning and eebrain code explantion

2/12/2024
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BCI PRESENTATION PREPARING
STUDY ON BCI
ALGORITHM GENERATION OF ANESTHESIA PREAPRED PPT REAGARDING THAT

03/12/2024
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BCI PPT PREPARATION
ANALSATION OF CODE FOR UPSAMPLE AND DOWNSAMPLE

06/12/2024
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testing and training of innerspeech data
conferencework related work regarding speakers

9/12/2024
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study on random forest
testing and training innerspeech data with random forest
study on catboost
testing and training

10/12/2024
testing and training on innerspeech data
prepareing ppt for medical electronics initative by meighty

11/12/2024
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testing and training of patient data using random forest
preparing ppt
proposal submission procedure

30/12/24
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anesthesia algorithm implementation in mime
checking with data no result got error finding
new data set of eye surgery is got and downloaded
studied machine learning model in flask

31/12/24
analysing the summary of financial excel for filing conference details
studying flask for implementing machine learning model

1/1/2025
filling financial settelings of conference

3/01/2025
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financial excell filling
flask studying
architecture designing

08/01/2025
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added features to mime version three
analysed function for cleaning nan values
tried to convert mat to csv file

13/01/25
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h1. added all data storing features extraction neede for anesthesia updated to version 3 then comitted and version 4 of mime also updated completed
analysed several another article for anesthesai depth mnonitoring for findimg accurate data set

15/01/2025
tabulating finanacial details of icon bci
preparing overall architecture of anesthesia depth monitoring
preparing dpp of anesthesia depth monitoring

17/01/25
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analysed techniques to find out nan values
values such ad dropma , isnull() etc find out
analysed dropma is the good library tried with simple code and placed our data set and a file saved as named cleaned csv when tested no data found came as result

22/01/2025
ANALYSED DATA FROKM VITAL DB
TRIED TO PLOT IT
ANALYSED BRUST SUPPRESION RATIO FREQUENCY BANDS ARE PRINTED WITH NAN VALUES
ALL ARE PRINTIONG FROM DATA BUT DELTA BAND HAVE NAN VALUE PLOTING CAN BE POSSIBLE

28/01/2025
ANESTHESIA DATA ANALYSIS
DATA PLOTING
DEVELOPMENT
FINANCIAL WORK OF ICONBCI

29/01/2025
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finacial settelement excel filling
anesthesia monitoring data ploting fft and power spectral density analysation

31/01/2025
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read the articles regarding anesthesia depth monitoring
analysed mat data 128 sampling rate divided into 5s second data
run the github code with the document
plotted sampentropy in the file

11/02/2025
epoch cutting of anesthesia data
training and testing the data

13/02/25
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study of transition of stages in anesthesia with signal processing concept
study of wavelet domain
study of pywavelet

18/02/2025
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regression implementation in software
svr ,linear regression etc implemented not completed some error occured

21/02/2025
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UT GENERATION FOR CLASSIFICATION AND REGRESSOR
BACKEND CODING
FINANCIAL DETILS FILLING FOR ICON BCI
LITERATIURE REVIEW

25/02/2025
INTEGRATION OF REGRESSION MODEL
STUDY ON EEG BERT
RUBBING EEG BERT CODE

27/02/2025
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IMPLEMENTATION OG EEG BERT
ANALYSE WITH DATA OF THE PROJECT
STUDING OF TESTING CODE OF EEG BERT

4/03/2025
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Implemented decision tree regression random forest regression
checked regression with data
not completed plotted tge data mean square error r^2 score printed

06/03/2025
REGRESSION ANALYUSIS AND CLASSIFICATION ANALYSIS UI PREPARATION
ADDING TO JSON FILE TO STORE
REGRESSION HYPER PARAMETER FINDING AND PLACING IN THE CODE

07/03/2025
competed ui building for classifier and regressor ml dl
json integrated
backebnd not completed
explored Epilepsy: Electrocorticography (ECoG)
by AANS Neurosurgical Members

17/03/2025
proposal prepareation for mortor and fmri integration
finding code for brain llmn and running the code
svr integration in mime

18/03/2025
Proposal preparation
regression implementaion
one hot encoding studying
block diagram preparation

19/03/2025
propsal preparation
making it icmr format
budget filling for proposal

28/03/2025
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proposal preparation
ed approval filling
declartion and attestation filling
gannt chart preparation
making documaentation of cp prposal compressing them

01/04/2025
regression implementation
file for epoch cutting tool saving
regression json addition
correcting and finding hyperparameter

02/04/2025
REGRESSION completing
error analysing
testing using small number of data
epoch cutting of 24 case data labeling with respective bis value
ppt preparation for assistive technology

3/04/2025
data for regression setting
training with different features for anesthesia for increasing r2 value and mean square error
nan value checking

08/04/2025
STUDY ON MEDITATAION AND EEG
FINDING MEDITATION DATA
STUDY ABOUT FEATURES OF EEG IN MEDUTATION
PREPARATION OF UI
RUNNING SAMPLE DATA AND COMPARISON OF ALL FEATURES
PRINTING ALL FEATURE VALUES

11/04/2025
integrated feature extraction ui makade for yoga to eeg viwer
included ica and pca in ui
analysaing ica pca added
tried for loading data from viewer to ui
large data taking more time

22/04/2025
ICA INTEGRATION TO MEDITATION UI
3D PLOTTING
BAR CHART PLOTTING
PIE CHART PLOTTING LINE CHART PLOTTING
PLOTTING ALL TYPESS OF DATA INTEGRATING TO EEG DATA VIEWER

30/04/2025
software integration for meditation analysis tool
meditation level making user freiendly
correcting 3d graph
making y axis as minimum and maximum ramge of power of selected channel
corecting physiological plot
finding heart rate and plotting
yaxis and x axis correcting for physiological plot
making the plot for meditation pre meditation post meditation seperate by clicking on seperate button
plotting non ica data and analysis
plotting ica data for analysis

05/05/2025
making ui perfect for meditation analysis
adding excel supporting summary chart
analysing the data
making the presentation of eeg chart perfect inside ui
savimf as presentation,png,pdf
making power axis common for all with limit 10000

06/05/2025
modified meditation ui
modified the summary report creation in excel
created ppt for the summary of mediation analysid data for K05,K01,C01,C02,ADAPTIVE FILTER APPLIED KO5 ACCORDING TO EACH PHASE PPT Will generated automatically from ui developed ui like that
found out dominant band from each channel in each phase categorised according to top 5 highlighted the dominatted one categorised and make to print the band more than 20 percentage only in ui

7/5/2025
ui modification
data analysation after adaptive filter
plotted so2 physiological features
s02 feature extraction going
summary excel preparation
rupture analyse and implementation but not clearly working in 3d plot

09/05/2025
meditation data plotting feature extraction
S02 plotting feature extraction
django exploration
django implementing using datviwer primary setup going on

14/05/2025
added feature like alpha,low alpha ,high alpha , theta sub parameters,gamma subparameters,delta subparameters
implented this features to mime software
this features are used for feature extraction go meditation data
extracted features for k01 and k04
developed excel genearting summary of medaitation data
both power analysis and percentage analysis is done

15/05/2025
updated excel automation to arrange dominant non dominand
arrnged them with seperate colour code
feature extrated from k01,k04,k05,k05 day2
analying them clearly for accurate result
seeing video of data collection for checking the performanceof tool
analyse power frequency and power
finding correct signal procesing technique

16/05/2025
rupture plot correcting
power reduction for meditation project integration
introduced power reduction method such as average median z score hampel filter in code
power reduction ploting making in excel analyastion
excel automation updating
gemeartion of eeg plot updation

20/05/2025
block diagram and roles and responsibility of 3 institution preparatioon for anesthesia depth monitoring
meditation ui modification by adding network lobes and heat map
making multiple file addition to ui
making ui user friendly
correcting wavelet denoising
maping power analyasation using wavelet denoising
finding existing method for interpretation
excel formation with differnt file going on

22/05/2025
analysing all result of meditation manually
making result compare ui
developing edf file processor load edf channel add processing window find average and exporting data to csv
merging all excel analysing automatising complete

23/05/2025
preparation of merging ui
making channel selection for uere friendly
physiological parameter csv generetion hr calcaulation and appending with channel
analysis wavelet domain
meditation ui modification

28/05/2025
Interpretation of meditation data with hemispere difference
channel specification
explored transformer
added radiobutton in training data ui

08/06/2025
meditation softyware modification make changes to slidde
reverification of datas
reverication of interpretation

09/06/2025
data plotting using 3 sigma
analysation and study on 3 sigma
study on transition period

26/06/2025
1 sigma 2 sigma 3 sigma modification feature selction making user friendly all axis of geneearte plot making user friendluy
analysis of data
feature extraction
automation of comparaison anslysis
increasing and decreasing correcting according transition of phases

18/07/2025
feature extracted for kriya and sadhu
data analysed for kriya sadhu
helped intern for plotting ui using kivy library
explained plotting in the existing software to the intern

21/07/2025
data analysation of s22,c12etc
helping intern for developing ui using kivy
exploring how to implement kivy in mobile
exploring kivy garden

24/07/2025
feature extrated for c12 k11
data analysed c12 k11
helped intern for studying kivy
explored kivy software

25/07/025
data analysed for s13 s18
added power label in all barchart
added power also to the excel
analysed data with respect to power
helped intern in kiwi software
made new excel for kriya vs sadhu vs control in meditation time

29/07/2025
data analysed for c19,k19,k16
prepared excel
prepared ui usimg kivy
helped intern for implementing ui for anesthesia in jetson nano board

30/07/2025
feature extraction amd data analystaion k51
average analysis of kriya sadhu control
installing intial specification for jetson nano
implement intial program usimg python programming language
creatiing gedit for python program runing

01/08/2025
developed kivy interface in jetson board corrected its resolution accordig to hdmi screen
made priliminary ui for anesthesia depth monitoring without interfacing with orginal data
feature extracted for k17 data for meditation
data analysed for s16 arranged power according to excel

04/08/2025
developing ui for anesthesia depth monitoring making it full screen resulotion setting
data analysed for k25s15
feature extraction for k08
exploring on finding difference between 3 meditation group other than averaging method

06/08/2025
data analysed for s10 s11 k50
data exyraction for c05 s12
jetson programing
ui developing for anesthesia depth monitoring

15/10/2025
Feature extrection for c11,c1
data analysation with kriya sadhu control 3 subjects each
automated anova analysis posthac process were added to anova
developed phase wise anova analysation group anova single anova in the meditation analysis software

21/10/2025
Ica topographical time series graph integration with mime software
feature extraction of c05,ko1,s09,k08

31/10/2025
feature extraction of cases sadhu s10,s16,s17,s18,k12,k14,k15,c18
proposal preparation for inner speech
endoserment form preparation
plagarism undertaking preapartion
model building for anesthesia
ppi arg preapration

25/11/2025
submitted proposal for meditation
Technical document preparation
budget correction for meditation proposal
completion of test plan procedure document for anesthesia depth monitoring

26/11/2025
proposal template creation word from anrf site
Meditation final result ppt preparation
grouping kriya vs control and sadhu vs control
performing anova test for above
Block diagram prepataion for proposal

01/12/2025
meditation software correcting
plotting raw eeg ,psd ,band power,spectrogram for meditation
ui correcting

04/12/2025
integrated spectrogram ui with meditation ui and comitted the work with mime v2
explored cognitive inabilbities speech diseses leaning inabilities etc for proposal preparation

05/12/2025
all sadhu subject detailed analysis for finding delta dominance
all meditator and non meditator group analysation
data extraxtion for k41
exploration of cognitive related topic for proposal preparation

08/12/2025
data extraction of k38
installing required libraries and error correcting on remote system for feature extraction
Exploring k spindles for slep wave detection
Exploring the presence of delta in meditation
spindle based analysation applied to raw eeg data
no spindles has been detected from raw eeg

11/12/2025
ppt preparation for bci use cases completed
explored patent of bis system for anesthesia
studying eeg signals, fft, psd plot in detail
plotting a random signal
explored the need of accurate window size selection

16/12/2025
Developed ui using tkinter for signal processing analysis
this tool can load mat file dispaly no of samples and channels
from that analysis fft can plotted user select there own window size
overlap window can also be enteerd by user then plot individual band chart graph
also able to downlaod the value of each frequency band from the plot
completed this ui generation and build a suitable signal processing tools

29/12/2025
cleaned all control and kriya data
anova analysation on 45 sub control kriya
analysation of each sub phase wise

30/1/2026 to 15/1/2016
extraction of kriya and control data
ppt preparation of meditation meeting
meditation meeting prepation data analysation all approach statiscal poawer spectral
minutes preparation meditation meetimg
meeting with gh on topic meditation
meeting with gh on anesthesia depth monitoring
meeting with 3 colloboration group of anesthesia depth montoring
minutes prepartion of meeting
scalp map generalisation

16/01/2026
Data extrtaction control group 82 83
scalp map generation and making automated to save as pdf and ppt
save the statical analysis in excel'
comparing all group checking wherthe any significant change present or not
finding technique to generate a signatuate in scalp map pattern

04/02/2026
feature extraction of kriya group and control group with bipolar montge
development of code for bipolar type montage plotting
plotting channel wise hemispher wise lobe wise code development
finding error in plotting of data data analysis going on with bipolar moontage

05/03/2026
plotting psd scalp map baand power for medittaor data
exploration of image based analysis for scalp analysis
control questioneir verification with scalp and band
helped intern for alcohic and non alcoholoic data analysis verified there ppt

19/03/2026
psd band power scalp map generation of control subjects
exploration of statastical models and ai integration on the cancer setection project
preparing a road map for ai implementation in meditation data anlaysis

22/06/2026
visited sctimst for meeting of anesthesia depth monitoring with dr manikandan
transfer of technology documnentation of mime innerspeech not completed inprogress
ica rejection on inner speech files explaining it to interns

06/08/2026
Microstate analysis using inner specch data making a correct pdf formate for combined comparing of subjects
implementaion all ratio based feature extraction for event comparison of different inner speech data analysis of different events going on