Dr. Sachu Sanjayan
Stellar Astronomy, Planetary Science and Design Science
INTRO
I completed my PhD in Astrophysics at the Nicolaus Copernicus Astronomical Center (CAMK) in Warsaw, Poland. My research focuses on stellar astrophysics, leveraging asteroseismology and modeling variable stars using data from the Kepler and TESS space missions. My work primarily explores the evolution of old open clusters through stellar modeling of various types of variable stars. In addition to my research, I have a passion for designing scientific visualizations and creating web applications in astronomy.
As a data scientist, I thrive on working with big data. My previous projects include analyzing multi-dimensional fMRI and terrain data for planetary science research on Mars and the Moon, as well as using InSAR Earth data for geophysical observations. Currently, I am working with data from the Kepler, TESS, and GAIA space missions, employing techniques such as time-series analysis, advanced statistical methods, and machine learning.
I am also the founder of Spacentity, a platform where I merge science and art through experimental design elements.
"I believe in the profound connection between art and science, which inspires my work.
PhD Topic
Title
Understanding stellar dynamics and evolution of oldest open clusters from variable star observations using modeling.
Supervisors
Prof. Andrzej Baran - Ardastella Asteroseismology Research Group, Krakow
Prof. Gerald Handler - CAMK , Warsaw
Description
The goal of our project is to understand the different channels of stellar evolution in variable stars and understand how they differ that from field stars in dense cluster environments. We searched for variable stars in the field of two old open clusters NGC 6791 and NGC 6819 observed by Kepler mission and discovered many variable targets. We determined the membership probabilities of each variable targets using Gaia data and derived average cluster parameters from the members. We classified them based on the variability and position in the color magnitude diagram. Then We modeled some of these variable targets such as hot sub dwarf B star pulsators to derive cluster properties independently.
CURRENT
Since 2022
Data Analyst Global Research Evidence Lab
UBS, Krakow, Poland.
Since 2018
Researcher and data scientist
Ardastella Reasearch Group, Krakow, Poland.
ALMA MATER
Integrated Masters Degree in Physics
Indian Institute of Science Education and Research
Kolkata
India
EDUCATION
Doctoral Degree in Astrophysics - 2024
Nicolaus Copernicus Astronomical Center (CAMK), Warsaw, Poland
PhD Thesis :
Kepler photometry of two open clusters NGC6791 and NGC6819
Integrated Masters Degree in Physics - 2016
Indian Institute of Science Education and Research, Kolkata, India
Masters Thesis :
A study of Stellar Dynamics - Theory and Simulations
Higher Secondary Education - 2011
Gov. Model Boys School, Kerala, 95%.
High School Education - 2009
Amritha Vidhya Peetham, Kerala,98%
PROFESSIONAL SKILLS
Blender3D
Extensive experience in 3D visualizations.
Designing & Illustration
Certification of Linkedin Design path. Skills in Photoshop, Gimp, and Illustrator
Python
Extensively experienced in python
(Numpy, Pandas, Scipy, Flask, Astropy)
Matlab
Moderate experience in Matlab and Octave
HTML - CSS - Bootstrap - Tailwind
Moderate knowledge for web applications and development
Data Visualization
Using Matplotlib, Bokeh and dash-plotly
Machine learning & AI
Certification in data science and machine learning (Udemy), Python Scikit-learn, Tensor flow & Transformers
Large Language Models, Natural Language Processing, and Gen AI prompt engineering
ML Classification GMM/HDBSCAN Clustering, Dimensionality reduction(PCA, Wavelets), Variational Auto Encoders and Regression Analysis
Flask - Jinja
Basic knowledge for static and dynamic web applications
Fortran & C
Basic knowledge
Unity & C#
Moderate experience in creating and scripting worlds in unity.
Operating systems
Microsoft and Linux
Data Environment Management
SQL, Pyspark (Moderate)
Apache Airflow, Hive workflows, DAGs, Docker (Moderate)
Git, GitHub, GitLab (Extensive)
Jupyter Notebooks, Google Colab (Extensive)
VS Code, PyCharm, Anaconda (Extensive)
Linux command line, Bash script (Extensive)
Astronomy tools
Lightkurve - Kepler, TESS lightcurve processing in Python
Phoebe - Binary star modeling package in python
MIST - MESA Isochrones and stellar tracks
ADQL - Astronomical Data Query Language
TOPCAT - Tool for OPerations on Catalogues And Tables
SCIENTIFIC PROJECTS
- Cluster Membership Analysis Program
CMAP: A tool designed to discover and analyze open star clusters within the Milky Way's most crowded stellar regions using advanced ML classification algorithms and parallelized Ischrone MIST grid fitting methods (repository not publically available). - Song of the Stars
Anahata: Composing music from stellar frequencies. Pulsation classifications and music theory (Uses Astral Python engine, live coding and Synth environments). (repository not yet made publically available). - Advanced Eclipse Timing Analysis for Binary Star Research
Legolas: A precision tool for deriving eclipse timings in binary star systems, using automated eclipse trimming and hyperbolic fitting (repository not public). - Stellar frequency extraction module
PyFEM: A precision tool for extracting frequencies from time series data via least square fitting and prewhitening process. - Kepler Super Aperture Analysis tool
Gandalf: A tool for extracting light curves from Kepler's super aperture data and analyzing the stellar frequencies. - MESA GYRE fitter for hot subdwarf B stars
MESAGYREsdBFit: A parallelized tool for fitting MESA and GYRE model grids to observed identified modes of pulsating hot subdwarf B stars. - Astrofly
Astrofly: An educational game designed to teach basics of stellar evolution. A star dust picking shard of memories of it's past life, re creating different stellar evolutionary phases (repository not public). - DIY Projects
Mew Scope - A mobile tech for micro photography (2017), VR Hologram - Documentaries
Mirrors of Mind, Childhood, World of Termites
CREATIVE PROJECTS
SCIENTIFIC INTERESTS
- Stellar Physics & Asteroseismology: I specialize in using high precision time series photometry (Kepler, TESS) to study stellar interiors and evolution. Applying asteroseismic techniques to derive precise stellar properties (mass, age, rotation, internal mixing) for variable stars. This work directly involves using and validating stellar evolution models (MESA/MIST) and pulsation models from GYRE. I am interested in exploring the age-metallicity degeneracies in modeling outcomes.
- Time Domain Analysis & Stellar Activities: Measuring low frequency brightness variations to quantify stellar rotation and magnetic activity cycles. Lightcurve modeling and understanding the methods of effectively masking the intrinsic and extrinsic variations to study the planetary and third body signatures.
- Stellar Populations: Characterizing stellar populations with inferences from stellar modeling, observations from photometry, spectroscopy, and astrometry. Using the derived stellar parameters to infer cluster evolution and Galactic Archaeology.
- Binary systems: Understanding the effect of companions on evolution of different binary systems. Especially focused on hot cool companions and their evolution in tight environments where possible mass transfer and envelope stripping mechanisms happens.
- Planetary science: Exploring the exoplanets in the Goldilocks zone and their dynamics with their parent star, understanding their chemical composition, exploring and correlating their signatures with our solar system bodies.
- Scientific Visualizations: Designing environments and scientifically accurate visualizations of concepts in physics using open source 3d art tools.
- Scientific Game Designing: Developing visually engaging scientific educational games for better learning experience and outreach.
CORE ABILITIES
- Undertake tasks to completion within the timeline of the project
- Social communication skills with the team and clients in fluent English
- Creative thinking for visualizing problems and solving them in smarter ways
- Open to learning new interesting fields
- Ability to creatively link multiple disciplines to make smart bridges
- A team player with personal reflection
- Opposition thinking to ensure positive outcomes
EXPERIENCE
Since 2018 : Data analysis and visualizations
Ardatsella Research Group, Krakow.Analysis and processing of Kepler data of open clusters NGC 6791 and NGC 6819
Prof. Andrzej Baran, Professor, Uniwersytet Pedagogiczny w Krakowie
Details:
- Developing modules for searching variable stars.
- Time series analysis and processing of light curves.
- Prewhitening and frequency extraction tools development in Python3
- Improving midtime estimations in eclipsing systems using modified kwee methods
- Developing modules for third body detection in eclipsing systems
- Deploying web applications for data processing and visualization
2017 - 2018 : Researcher and Data analyst
National Geophysical Research Institute, Hyderabad.
Earth Observation using Radar interferometer data from satellites using Sentinel Application Platform (SNAP)
Dr.V.M.Tiwari, Director, National Geophysical Research Institute, Hyderabad
2016 - 2017 : Researcher
Institute of Science Education and Research, Kolkata.
Martian crater planetary science data using correlation and wavelet studies.
Prof.P.K.Panigrahi, Professor, IISER Kolkata
2015 : Project Fellow
Indian Institute of Science Education and Research,Kolkata
Crater detection algorithms (CDA) for detecting, finding number of craters and methods of finding depth of craters on Mars.
Prof.P.K.Panigrahi, Professor, IISER Kolkata
2015 : Research Project
Indian Institute of Science Education and Research,Kolkata
Study of stellar structures using Tolman Oppenheimer Volkoff equation
Dr.R.K.Nayak, Associate Professor, IISER Kolkata
2015 : Research Project
Indian Institute of Science Education and Research, Kolkata
Correlation studies on functional MRI data
Dr.Pei Liang, Visiting Professor, IISER Kolkata
2014 - 2016 : Master Project
Indian Institute of Science Education and Research, Kolkata
Study of Dynamics of stellar systems (Globular cluster Evolution), Modeling and Simulation
Dr.R.K.Nayak, Associate Professor, IISER Kolkata
2014 : Project
Indian Institute of Science Education and Research, Kolkata
Simulations of optimal conditions on Laser Interferometer Gravitational Observatory (LIGO) using Finesse simulation.
Dr.R.K.Nayak, Associate Professor, IISER Kolkata
2014 : Research Project
Indian Institute of Science Education and Research, Kolkata
Presentation on how Mirror neurons link between Action, Observation and Social skills
TALKS & CONFERENCES
2019-Jun : Conference
9th Meeting on Hot Subdwarfs and Related Objects, Hendaye, France
On Musical orchestra of pulsating subdwarf B stars in NGC 6791
2019-Jun : Conference
First conference of young researchers, CAMK, Warsaw
On Musical orchestra of pulsating subdwarf B stars in NGC 6791
2020-Jan : Public outreach
Night under the stars, Astronomical Observatory of the Jagiellonian University, Krakow
Astrophotography and variable star observations using DSLRs and mobile devices
2020-Jun : Zoom-Conference
Second conference of young researchers, CAMK, Warsaw
On evolutionary modeling of subdwarf B stars in oldest open cluster NGC 6791
2021-Jun : Zoom-Seminar
Annual PhD seminar, CAMK, Warsaw
Search for variable stars in oldest open cluster NGC 6791
AWARDS & ACHIEVEMENTS
2023 : Featured our discovery of 300+ variable stars and their classification in NGC6791, at the popular research and technology news at phys.org
2021 : Highlighted our research on 'Hot subdwarf B stars in NGC6791' at the popular research and technology news at phys.org
2018 : Selected for doctoral program in Nicolaus Copernicus Astronomical Center, Warsaw, Poland.
2017 : Inspire fellowship for Doctoral program, India
2014 : First Prize in 4R-Documentary Event-Pravega at Indian Institute of Science, Bangalore
2011 : Inspire Fellowship for 5 year integrated Maters Program, India.
2009 : Award for maximum scores in all subjects, India.
PUBLICATIONS
[1] S. Sanjayan, A. S. Baran, J. Ostrowski, P. Németh, I. Pelisoli, R. Østensen, J. W.Kern, M. D. Reed, and S. K. Sahoo. Pulsating subdwarf B stars in the oldest open cluster NGC 6791, MNRAS, 509(1):763–777, January 2022
[2] S. Sanjayan, A. S. Baran, K. Kinemuchi, P. Németh, J. Ostrowski, and S. K. Sahoo. A variable star population in the open cluster NGC 6791 observed by the Kepler spacecraft, Acta Astronomica, vol 72, no 2, p. 77-102, 2022
[3] S. Sanjayan, A. S. Baran, P. Németh, K. Kinemuchi. Variable Star Population in the Open Cluster NGC 6819 Observed by the Kepler Spacecraft, Acta Astronomica, vol 72, no 4, p. 267-295, 2023
[4] A. S. Baran, S. Sanjayan Sounding Interiors of Four Pulsating Subdwarf B Stars with Stellar Pulsations Acta Astronomica, vol 73, no 1, p. 21-34, 2023
[5] Joyce Ann Guzik, A. S. Baran, S. Sanjayan, P. Nemeth, Anne M. Hedlund, J. Jackiewicz Variable Blue Straggler Stars in Open Cluster NGC 6819 Observed in the Kepler 'Superstamp' Field, The Astronomical Journal, Volume 165, Issue 5, id.188, 15 pp.
[5] A. S. Baran, S. K. Sahoo, S. Sanjayan, and J. Ostrowski. A search for variable subdwarf B stars in TESS Full Frame Images II. Variable objects in the northern ecliptic hemisphere, MNRAS, 503(3):3828-3847, May 2021
[6] J. Ostrowski, A. S. Baran, S. Sanjayan, and S. K. Sahoo. Evolutionary modelling of subdwarf B stars using MESA with the predictive mixing and convective pre-mixing schemes, 503(3):4646–4661, May 2021.
[7] S. K. Sahoo, A. S. Baran, S. Sanjayan, and J. Ostrowski. A search for variable subdwarf B stars in TESS full frame images - I. Variable objects in the southern ecliptic hemisphere, MNRAS , 499(4):5508–5526, December 2020.
[8] A. S. Baran, R. H. Østensen, U. Heber, A. Irrgang, S. Sanjayan, J. H. Telting, M. D.Reed, and J. Ostrowski. Space observations of AA Doradus provide consistent mass determinations, New HW-Vir systems observed with TESS , MNRAS, 503(2):2157–2167,May 2021.
[9] S. K. Sahoo, A. S. Baran, U. Heber, J. Ostrowski, S. Sanjayan, R. Silvotti, A. Irrgang,M. Uzundag, M. D. Reed, K. A. Shoaf, R. Raddi, M. Vuckovic, H. Ghasemi, W. Zong,and K. J. Bell. Mode identification in three pulsating hot subdwarfs observed with TESS satellite, MNRAS, 495(3):2844–2857, January 2020.
[10] M. D. Reed, A. Slayton, A. S. Baran, J. H. Telting, R. H. Østensen, C. S. Jeffery,M. Uzundag, and S. Sanjayan. Pulsating subdwarf B stars observed with K2 during Campaign 7 and an examination of seismic group properties , MNRAS, 507(3):4178–4195, November 2021.
ORCID: 0000-0001-9907-690X
REFERENCES
- Prof. Andrzej Baran
(PhD supervisor) Professor
Ardastella Asteroseismology Research Group, Missouri State University, United States
andrzejbaran@missouristate.edu - Dr. Péter Németh
(Scientific Collaborator)
Astroserver.org
pnemeth1981@gmail.com - Dr. Joyce Ann Guzik
(Scientific Collaborator)
Los Alamos National Laboratory, United States
joy@lanl.gov
DECLARATION
I consent to the processing of my personal data contained in my application for the needs of the recruitment process (In accordance with the Act of 29 August 1997 on the protection of personal data, consolidated text: Journal of Laws of 2016, item 922).
DOWNLOAD PDF