Workshop on Inverse Problems and Applications (with special emphasis on High Dimensional Data Assimilation)

 

 

 

Announcement

 

Workshop on Inverse Problems and Applications (with special emphasis on High Dimensional Data Assimilation) during May 6-10, 2013 in CSIR(4PI) C-MMACS, Bangalore. This is one of the events organised this year to mark the silver jubilee of

C-MMACS.

Course Schedule
Dates: 06 – 10 May 2013
Venue: CSIR-4PI (C-MMACS)
Faculty:
VKG: Prof. V. K. Gaur, CSIR-4PI (C-MMACS), Bangalore
PSS: Dr. P. S. Swathi, CSIR-4PI (C-MMACS), Bangalore
NKI: Dr. N.K. Indira, CSIR-4PI (C-MMACS), Bangalore
RPT: Mr. R.P.Thangavelu, CSIR-4PI (C-MMACS), Bangalore
DJ: Dr. D. Jagadeesha, ISRO, Bangalore
AA: Dr. Amit Apte, TIFR, Bangalore
MS: Dr. Mrinal Sen, NGRI, Hyderabad
VM: Dr. Vasudeva Murthy, TIFR, Bangalore
RS: Dr. Rahul Siddharthan, IMSc, Chennai
Programme
06/05/2013
09:30 - 10:00 Registration
10:00 - 10:30 Inauguration
10.30 - 11:00 Tea
11:00 - 12:00 Rapid review of probability theory; Marginal, Joint and conditional probabilities;notions of independence. Bayes Theorem and applications (NKI)
12:00 - 01:00 Modelling Uncertainty: Random Walk and the Binomial distribution; Poisson and Gaussian distributions (VKG))
01:00 - 02:00 Lunch
02:00 - 03:00 Matrices: Characteristic Equation, Eigenvalues and invertibility of a matrix; SVD (VKG)
03:00 - 03:30 Tea
03:30 - 05:30 Numerical problems and Hands on session / CSIR-4PI (C-MMACS) HPC Usage (NKI/PSS/RPT)
07/05/2013
09:30 - 10:30 Vector Spaces and subspaces; Matrix inverses (VKG)
10:30 - 11:00 Tea
11.00 - 12:00 Formulating Inverse problems; well posed problems and notions of existence, uniqueness, stability and regularization (VKG)
12:00 - 01:00 Local and Global optimization methods (VM)
01:00 - 02:00 Lunch
02:00 - 03:00 Monte Carlo methods (AA)
03:00 - 03:30 Tea
03:30 - 05:30 Numerical Problems and Hands on session (AA)
08/05/2013
09:30 - 10:30 Over, under and Mixed determined Inverse problems. Quality of solutions and experiment design (VKG)
10:30 - 11:00 Tea
11.00 - 12:00 Bayes Inversion and Kalman Filter (VKG)
12:00 - 01:00 Temperature profile inversion (DJ)
01:00 - 02:00 Lunch
02:00 - 03:00 Numerical Problems (PSS/DJ)
03:00 - 03:30 Tea
03:30 - 05:30 Numerical Problems and Hands on session(PSS/DJ)
09/05/2013
09:30 - 10:30 Data Assimilation (basics) (AA)
10:30 - 11:00 Tea
11.00 - 12:00 Kalman filter of higher orders, Adjoint methods, 4D Var (VKG/PSS)
12:00 - 01:00 Data Assimilation (PSS)
01:00 - 02:00 Lunch
02:00 - 03:00 Quantifying uncertainty (MS)
03:00 - 03:30 Tea
03:30 - 05:30 Numerical Problems and Hands on session ( PSS)
10/05/2013
09:30 - 10:30 Seismic Waveform Inversion (MS)
10:30 - 11:00 Tea
11.00 - 12:00 Carbon Flux estimation (PSS)
12:00 - 01:00 Inferring properties of sequences: language,DNA, music (RS)
01:00 - 02:00 Lunch
02:00 - 03:30 Numerical Problems and Hands on session(PSS)
03:30 - 04:00 Concluding session Prof. P. Seshu, Prof. Mrinal Sen
04:00 Tea

C-MMACS Organising committee

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