Voices from the lab
Hear their experience
My name is Lauriane Mousset, and I am a second-year PhD student at SONDRA...
My name is Lauriane Mousset, and I am a second-year PhD student at SONDRA. My PhD is funded by ONERA and CNES. I discovered SONDRA during a semester at CentraleSupélec. Coming from a biology background, I was thrilled by the idea of bridging the gap between physics and ecology. In 2022, I began an internship at SONDRA, which led to a poster publication at the 2023 IGARSS conference, co-authored with my supervisors. In 2024, after completing my degree in data science and machine learning applied to biology (AgroParisTech & Université Paris-Saclay), I had the opportunity to undertake my master’s thesis in collaboration with ESA-ESRIN and SONDRA, and continued this work in my PhD.
My research focuses on the use of Synthetic Aperture Radar (SAR) to monitor forest ecosystems. Sentinel-1, a European satellite launched in 2014 as part of the Copernicus program, provides C-band SAR imagery every six to twelve days from across the globe. This is an incredible new tool in the remote sensing toolbox for researchers, but it is not yet fully understood. While the scientific community has made great advances in detecting sudden forest changes, such as wildfires and deforestation, slow changes like forest dieback and tree diseases are much harder to detect because these shifts occur gradually. A better understanding of the temporal signature of SAR imagery in forests could greatly help in detecting such disturbances and enhance forest monitoring over large areas.
Thanks to my dual affiliation, I also collaborate with the Electromagnetism and Radar Department (DEMR) at ONERA in Palaiseau and Salon-de-Provence, which is a fantastic opportunity to develop new skills.
I am extremely grateful for all the opportunities that SONDRA has provided me. I have had the chance to collaborate with numerous scientific partners, including ONERA, CNES, and Natural Resources Canada. Working in such a variate and multidisciplinary scientific environment alongside colleagues tackling a wide range of subjects is very interesting and motivating.
Joining SONDRA has profoundly shaped my doctoral journey...
Joining SONDRA has profoundly shaped my doctoral journey. From the moment I began my thesis on complex-valued deep generative modeling for SAR applications, the SONDRA team supported my growth—challenging me scientifically while always looking out for my well-being. This balance has empowered me to set—and achieve—ambitious goals throughout my PhD.
Just six months into my program, I published my first paper at the RADAR2024 Conference, demonstrating how a complex-valued convolutional autoencoder can preserve polarimetric properties during reconstruction. That work was later invited for extension in IET Radar, Sonar & Navigation. At the same time, I connected with Teck Yian Lim at DSO Research. Together, we adapted his shift-equivariant convolutional neural network methods to the complex domain, and we expect to present our joint findings at a premier deep learning conference later this year.
My collaborations in Singapore extend beyond this project. During a month-long exchange at IPAL Laboratory, I explored synergies between my expertise and CNRS researcher Benoît Cottereau’s work. We discovered that complex-valued neural networks could mimic neuronal synchrony—a phenomenon that unlocks self-supervised object discovery through phase information. I’m now supervising Johanna Rondony, who is pursuing this line of research for her PhD.
I’m deeply grateful for my time at SONDRA. The rigorous training, the international collaborations, and the culture of support have given me a rock-solid scientific foundation and a global network of colleagues—assets that I know will propel my future career as a researcher.
I am Dr. Pasumarthi Babu Sree Harsha pursued my Postdoctoral research in SONDRA from 2022 -2024...
I am incredibly grateful to have been part of the SONDRA laboratory for the past three years.
I am Steve Tyler, a graduate from Sri Lanka...
I am Nathan Paillou, a Ph.D. student at SONDRA/CentraleSupelec....
I am J Agustin BARRACHINA, a PhD student at SONDRA/CentraleSupelec...
After being graduated in 2017 from the Ecole Normale Supérieure Paris-Saclay...