Young Researcher in Astronomy & Earth Observation SAR Flood Mapping & Geospatial Modeling President, ECC Astronomy Club Dual-Enrollment Student, Elgin Community College
Research interests emphasize theoretical framing and quantitative reasoning in the study of planetary and environmental systems. Particular attention is given to model construction, parameter interpretation, and uncertainty assessment in complex scientific problems. This work reflects an interdisciplinary approach that integrates mathematical structure, physical principles, and computational thinking to support rigorous scientific inquiry.
Applied research project focused on ultraviolet transmission spectroscopy and biosignature detectability modeling for Earth-like exoplanet atmospheres
FloodRadar is an applied remote sensing project that integrates multi-sensor SAR imagery with routing algorithms to support evacuation planning during extreme precipitation events. The system processes SAR backscatter data to detect inundated regions and classify low-water crossings using thresholding and machine-learning–based refinement methods to generate flood masks. These outputs are integrated with OpenStreetMap road networks and OSRM routing to evaluate road accessibility and compute evacuation corridors and shelter accessibility under dynamic hydrological conditions. The project demonstrates an end-to-end workflow for operationalizing satellite data in community-level emergency response.
Awards: NASA Space Apps Challenge — Global Nominee
This research analyzes physical and orbital characteristics of exoplanetary systems using data from public astronomical catalogs. The study examines planetary radii, equilibrium temperatures, orbital parameters, and atmospheric indicators associated with habitability. Methods include multivariable correlation analysis, parameter-space mapping, and hypothesis-driven classification of candidate planets. The project develops an analytical framework for prioritizing targets for future spectroscopy-based habitability and technosignature studies.
Detecting atmospheres around Earth-sized exoplanets is a critical step toward identifying potentially habitable worlds, yet such atmospheres produce extremely weak observational signals. This study investigates the detectability of an Earth-like atmosphere using ultraviolet transmission spectroscopy and examines which wavelength ranges provide the strongest atmospheric signatures during planetary transits. An Earth-like atmospheric model was implemented using realistic altitude profiles of temperature, pressure, and molecular abundances based on terrestrial atmospheric data. Ultraviolet absorption cross sections of key atmospheric species (including oxygen, ozone, nitrogen oxides, and sulfur dioxide), derived from existing laboratory spectroscopic databases, were incorporated into the model to compute wavelength-dependent absorption of stellar radiation. The cumulative absorption was translated into an effective atmospheric height, representing the apparent increase in planetary radius during transit, while accounting for instrumental spectral resolution and realistic stellar ultraviolet emission. The results show that atmospheric detectability is strongly wavelength dependent. Ultraviolet wavelengths yield significantly larger transmission signals than longer wavelengths due to efficient absorption by oxygen- and ozone-related features, which dominate the atmospheric signature. Other trace gases contribute smaller effects. The predicted transit depth variations reach several parts per million for an Earth-sized planet, with detectability strongly influenced by host star brightness through its impact on signal-to-noise ratio. This study demonstrates how Earth serves as a reference system for interpreting exoplanet observations. These findings highlight ultraviolet transmission spectroscopy as a promising approach for future space missions, including concepts such as the Habitable Worlds Observatory, aimed at detecting Earth-like atmospheres and assessing planetary habitability beyond the Solar System.
In addition, the model explicitly evaluates photon budgets and noise sources, enabling quantitative estimates of the observation time required to detect atmospheric signatures at a given signal-to-noise ratio.
Publications
FloodRadar: Multi-Sensor SAR-Based Flood Mapping and Evacuation Modeling - A Case Study of the July 2025 Texas Flood
This preprint presents a multi-sensor SAR analysis framework for flood extent detection and road accessibility assessment during extreme precipitation events. The study integrates satellite imagery with geospatial modeling to support optimized evacuation routing under real-world disaster constraints. Results demonstrate the feasibility of combining SAR data and network analysis to improve emergency response strategies.
FloodRadar / DryPath Map: SAR-Based Flood Evacuation Decision Support Tool (v1.0.0) November 2025 A Case Study of the July 2025 Texas Flood
FloodRadar / DryPath Map is a lightweight web-based decision support tool that operationalizes SAR-derived flood extent maps for evacuation planning. The application integrates pre-classified SAR data with local infrastructure layers and routing services to provide address-level situational awareness during flood events.
Detectability of Earth-like Atmospheres in Ultraviolet Transmission Spectroscopy – A Physical Modeling Framework for the Habitable Worlds Observatory (HWO)
This code implements a physics-based, end-to-end transmission spectroscopy model designed to evaluate the ultraviolet detectability of Earth-like exoplanet atmospheres. The implementation combines explicit atmospheric structure modeling, line-by-line molecular absorption calculations, exact transit limb geometry, and an instrument-aware photon-noise model to simulate realistic transit observations. The resulting framework computes wavelength-dependent transit depths, signal-to-noise ratios, and integration time requirements, enabling quantitative feasibility limits for molecular oxygen (O₂) biosignature detection relevant to Habitable Worlds Observatory mission studies.
Earth as a Reference System for Ultraviolet Transmission Spectroscopy – A Computational Model of Oxygen Detectability
This project assesses the ultraviolet detectability of Earth-like exoplanet atmospheres by developing a physics-based transmission spectroscopy and noise modeling framework. The model enables quantitative evaluation of molecular oxygen (O₂) biosignature signals under realistic observational conditions and defines feasibility limits directly relevant to science planning for the Habitable Worlds Observatory.
Patents
FloodRadar: SAR-Based Automated Flood Detection and Safe Routing System
A provisional patent application filed with the USPTO. The invention introduces an automated framework for flood detection and safe evacuation routing using multi-sensor SAR satellite imagery, hydrological data, and machine-learning classification. The system identifies flood extent, evaluates road accessibility, and computes optimized evacuation paths under real-world disaster constraints. Status: Patent Pending (US 63/922,936).
As part of a CURIC research team, conducts faculty-mentored research analyzing spectral data and modeling atmospheric indicators of potential habitability. The work focuses on evaluating exoplanetary atmospheres using established methods and defined analytical approaches to study possible biosignatures.
Independently conduct remote sensing research using NASA Earthdata, analyzing satellite observations and applying geospatial and atmospheric methods to scientific research questions. I work across the full data pipeline, including data acquisition, preprocessing, modeling, and interpretation of satellite-based measurements.
As a member of the Golden Ratio Robotics team competing in the FIRST Tech Challenge, works on team-based programming and system integration for an autonomous competition robot. Collaborates with teammates to debug, refine, and prepare software components for use in qualification matches and competition runs within an FTC competition environment.
Serves as President of the Astronomy Club at Elgin Community College, establishing the club’s structure and defining its scientific focus in astronomy. Organizes scientific meetings and conferences, delivers thematic presentations, and coordinates observational sessions, including nighttime planetary observations, supporting discussion-based learning and observational activities in astronomy.
Delivered an invited scientific presentation for the Northwest Suburban Astronomers (NSA), presenting astronomy research to an external audience of members and guests. Engaged in post-lecture discussion of an independent research project, addressing questions and participating in technical dialogue with members of the astronomy community.
Selected for the High School Girls’ Astronomy Summer Camp at the University of Illinois Urbana-Champaign (UIUC), a university-hosted program for high school students. Admitted while enrolled below the high school level.
Served as a volunteer instructor at a Chinese immersion summer camp, supporting the teaching of Chinese reading and writing to younger students. Guided students through language activities and supported students individually in an educational and cultural setting.
During middle school, I focused on building a strong academic foundation through advanced coursework, especially in math and science. I enjoy problem-solving and connecting concepts across subjects
At Vero Homeschooling, I study an advanced curriculum that allows me to strengthen core academic skills while progressing at an accelerated pace. My coursework emphasizes math, science, and problem-solving. I enjoy developing independent learning strategies and consistently maintain strong academic performance.
Education
Barbara B. Rose Elementary School (Grades K–5)
MTH-190 Calculus with Analytic Geometry I — limits, derivatives, integrals, applications in modeling
MTH-112 College Algebra — algebraic structures, functions, quantitative reasoning
AST-100 Astronomy — observational astronomy, stellar/planetary systems
ENG-101 English Composition I — academic writing, analytical argumentation
SOC-100 Principles of Sociology — social systems, research frameworks
Dual-enrollment coursework completed alongside college students. Academic work includes participation in faculty-mentored research through the CURIC program, with emphasis on analytical methods, data interpretation, and collaborative research practices.
From early elementary grades, I consistently pursued advanced learning in math and science, developing strong quantitative reasoning skills and a curiosity-driven approach to academic work.
Standardized Assessments:
Illinois Science Assessment (Grade 5): Exemplary (Level 4), Top 1–3% in Illinois
From early elementary grades, I consistently pursued advanced learning in math and science, developing strong quantitative reasoning skills and a curiosity-driven approach to academic work.
Additional University-Level Coursework
Rice University - AdvPHY1x: Topics in AP Physics
February 2025
Verified online university-level courseworkRICEdX / edX - Non-credit; not equivalent to on-campus enrollment
Delft University of Technology - PUCH1x: Pre-University Chemistry
April 2025
Verified online university-level coursework DelftX / edX - Non-credit; not equivalent to on-campus enrollment
Rice University - Introduction to Biology: Ecology, Evolution & Biodiversity
Jun 2025
Online university-level coursework Coursera - Non-credit; not equivalent to on-campus enrollment
Skills
Media
Only 13, Carpentersville girl already a seasoned student at Elgin Community College