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DCR

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Purely database based; Re-analysis of raw data may be impractical. 21 Feb 2002 ... Misses genuine stuff. DATABASE. DCR: Control the false alarm rate. 21 Feb 2002 ... – PowerPoint PPT presentation

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Title: DCR


1
DCR
  • Plan of presentation
  • Soumya Mohanty Overview, aims work done
  • R. Balasubramanian Details of Hardware, Database
  • Using the database
  • R. Balasubramanian
  • Soma Mukherjee
  • S. Babak

2
What is DCR?
3
Using a database Data Mining Data Exploration
  • Different but complementary approaches.
  • Data exploration
  • I want to see the time series corresponding to a
    bunch of triggers that I selected from a
    database. (Then do more analysis on this selected
    data.)
  • Typically, Follow up data is short, Quick look
    environment needed, no specific queries
  • Data Mining
  • Can the transients seen over a month be
    classified into groups? What was the rate of
    transients in each group as a function of time
    (Maybe some types occur in the day, some occur in
    the night). (Then use this information to
    quantify the quality of long data stretches).
  • Purely database based Re-analysis of raw data
    may be impractical

4
What is special about DCR?
  • Any such transformation will introduce errors
  • Spurious information
  • Misses genuine stuff

Information Transformer
Raw noisy data
5
Control on False Alarm Rate
  • Important for Data mining
  • Statistical analysis done on database itself
    since reanalysis of long stretch of data
    expensive
  • Need to put error bars
  • Not so important for Data exploration
  • Looking for information about specific events
  • Each explorer will work with his/her own short
    data stretch

6
Initial Design of DCR
7
rDCR project Beginnings
  • Group formed Sep01
  • AEI Soumya Mohanty (lead), Soma Mukherjee
  • Cardiff R.Balasubramanian, S.Babak, D.Churches,
    B.S.Sathyaprakash
  • Birmingham A.Vecchio, R.Ingley (new)
  • Decided to include Kalman Filter also
  • Made list of software components GEO and
    support
  • Much thinking on the Design of GEO
  • Coding started Oct01

8
Aspects of rDCR project, Status
  • Building GEO
  • Integration of GEO, Frames, MPI, MySQL
  • Integration of entire chain on Hannover Beowulf
  • Implementing DCR algorithms
  • MBLT existed as a mixture of C and matlab codes
  • PSDCD exists as a C (DMT ready) code
  • Simple Non-stationarity detector
  • Database Analysis
  • Administrative CVS, Web Site, Coding conventions
    etc.

9
GEO
  • Major component of all the work done so far
  • All GEO codes planned have been completed and
    tested

10
Frame, MPI integration
  • Reading Frames adopted a simple model for data
    requests
  • Status Done
  • Purpose of MPI code to encapsulate a GEO based
    code and run it on a Beowulf cluster
  • One slave one channel dataflow model
    implemented
  • Status Done

11
Integration with MySQL
  • Creating an elegant and easy to use OO design
    took most of the time
  • Writing to database done

12
Run entire chain on the Hannover Beowulf
  • Making Beowulf ready, installing software took
    about a month
  • Done

Run Simple monitor on all channels
Database
Get Data
Read Frames
13
rDCR Algorithms Implementation
  • MBLT code in C written
  • Completion of MBLT was dependent on a number of
    lower level classes
  • Filter, Filter Design, Demod, Modulate, Running
    Median.
  • Code now complete and under testing
  • Did not get a significant increase in performance
    over Matlab code
  • Mainly because the most time consuming part is
    coded in C and the same is used here.
  • This is quite preliminary

14
Database Analysis
  • A simple monitor was built to test IO and as many
    classes as possible while the DCR algorithms were
    being coded
  • Main aim start exercising the post-database
    analysis chain (software, logistics)
  • Software Matlab, Triana
  • Logistics Need to transfer tables to local
    machines

15
DCR on the Web
  • http//www.aei.mpg.de/mohanty/DCR/DCRindex.html

16
Current Status Plans
  • All software originally planned in place
  • MBLT code ready testing
  • Database analysis exercises done
  • Plans
  • Construct a simple non-stationarity test
  • Complete rDCR
  • Complete Kalman Filter
  • Run on all of coincidence run data
  • Extend GEO
  • Analyse rDCR database
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