Research
I'm interested in computational imaging problems with a strong physics component, often involving microscopy, scattering media and medical image reconstruction. I've previously worked on compressed sensing for antenna array fault diagnosis in the context of wireless communication systems.
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Spotting Faults over the spectrum: Fast and online antenna
array fault diagnosis for multi-carrier precoding systems new!
Sreekar Sai Ranganathan,
Prajosh K.P.,
Uday K. Khankhoje,
Francesco Ferranti
IEEE Transactions on Wireless Communications, Feb 2023 (link, PDF)
A compressed sensing-based fault diagnosis framework in the spectral domain that allows simultaneous diagnosis and operation of a wireless communication system.
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Efficient Mutual-Coupling Aware Fault Diagnosis of Phased Array Antennas Using Optimized Excitations
Prajosh K.P.,
Sreekar Sai Ranganathan,
Francesco Ferranti,
Uday K. Khankhoje
IEEE Antennas and Wireless Propagation Letters, Sep 2022 (link,PDF)
A compressed-sensing based fault diagnosis framework accounting for electromagnetic mutual-coupling effects among antennas.
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4D spatio-temporal neural activity imaging using Fourier LFM
Master's thesis at the CIIP Lab, Technical University of Munich (Sep 2022 - Mar 2023)*
A recent development for reconstructing neural activity from fourier-light field data is sparse-decomposition LFM, which isolates sparse neural activity from background fluorescence for improved reconstruction.
Developing new methods for faster reconstruction exploiting redundancies in neural activity via the DAAD KOSPIE scholarship program.
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Improved NMF for imaging through scattering media
Summer Internship at the Complex Media Optics Lab, ENS Paris (May - Aug 2022)*
Inspired by recent work using non-negative matrix factorization (NMF) for imaging through scattering media, proposed a new regularisation framework exploiting optical memory-effect correlations. (In preparation)
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