About
GIS Researcher and published author with experience in geospatial analysis, urban geography, and spatial accessibility research
MSc Geoinformatics Student & GIS Researcher
Passionate about geospatial data and research. Currently developing expertise in urban geography and spatial accessibility analysis through academic work and published research.
- Qualification: MSc Geoinformatics
- Location: Münster, Germany
I am an MSc student in Geoinformatics and Spatial Data Science at the University of Münster (WWU). My research focuses on urban geography and spatial accessibility analysis. I have published work in peer-reviewed journals including Cities Journal (Elsevier) and am building my expertise in GIS methodologies, Python programming, and spatial analysis. I currently work as a Research Assistant at Heidelberg University (HeiGIT) under Prof. Dr. Alexander Zipf and Dr. Steffen Knoblauch.
Resume
Education
Master of Science - Geoinformatics and Spatial Data Science
Oct 2023 - Present
University of Münster (WWU), Germany
Master's Thesis: Automated Road Crack Detection to Guide Highway Maintenance
- Developed an end-to-end GeoAI pipeline to automate pavement distress assessment across Switzerland national highway network using 10 cm high-resolution aerial imagery
- Implemented YOLOv11 with transfer learning for object detection
- Created Relative Highway Crack Density (RHCD) index - a novel spatial metric to prioritize maintenance for authorities
- Technologies: Python (GeoPandas, PyTorch), YOLOv11, Transfer Learning, Google Earth Engine
Bachelor of Engineering - Geoinformatics
Sep 2018 - Jun 2022
VOC College of Engineering, Tuticorin, India
Final Grade: 7.96 / 10
Bachelor's Thesis: Flood Inundation Mapping of Thamirabarani River Basin
- Developed comprehensive Flood Inundation Map for perennial Thamirabarani River basin (128 km) to support land-use planning and disaster mitigation
- Conducted hydrological modeling using HEC-HMS to generate runoff data and discharge hydrographs
- Performed 1D unsteady flow hydraulic analysis in HEC-RAS to simulate flood surface elevations
- Executed GIS-based terrain preprocessing using Arc Hydro Tools and HEC-GeoHMS
- Presented research paper at International Conference "Water and Environmental Management, WEM-2022" (KSCSTE-CWRDM, June 2022)
- Technologies: HEC-HMS, HEC-RAS, Arc Hydro Tools, ArcGIS, DEM preprocessing
Published Research
Assessing Building Heat Resilience Using UAV and Street-View Imagery with Coupled Global Context Vision Transformer
Jan 2026
Co-Author
- Advanced deep learning approach combining UAV and street-view imagery with Vision Transformer architecture for assessing building heat resilience
- preprint
Automated Road Crack Detection to Guide Highway Maintenance
Oct 2025
Master's Thesis | University of Münster (WWU), Germany
- Developed end-to-end GeoAI pipeline to automate pavement distress assessment across Switzerland national highway network
- Implemented YOLOv11 with transfer learning using 10 cm high-resolution aerial imagery
- Created Relative Highway Crack Density (RHCD) index - a novel spatial metric to prioritize maintenance
- preprint | repo
Crime-associated Inequality in Geographical Access to Education
May 2025
Published in Cities Journal - Elsevier | Volume 160, Page 105818
Flood Inundation Mapping of Thamirabarani River Basin
Jun 2022
Bachelor's Thesis & Conference Paper | VOC College of Engineering, India
- Developed comprehensive Flood Inundation Map for 128 km perennial river basin to support land-use planning and disaster mitigation
- Conducted hydrological and hydraulic modeling using HEC-HMS and HEC-RAS with GIS-based terrain preprocessing
- Presented at International Conference "Water and Environmental Management, WEM-2022" (KSCSTE-CWRDM)
Professional Experience
Research Assistant
Oct 2023 - Present
Heidelberg University / HeiGIT, Germany
- Conducted onsite geospatial research under supervision of Dr. Steffen Knoblauch and Prof. Dr. Alexander Zipf
- Co-authored research on crime-associated inequality in geographical access to education, published in Cities (2025)
- Contributed to papers on Building Heat Resilience using UAV and street-view imagery with Vision Transformer architecture
- Executed projects in Climate Action, Computer Vision, Network Analysis, and Urban Analysis
- Master's Thesis: Developing automated road crack detection system using YOLOv11 and high-resolution aerial imagery for Switzerland highway maintenance (see Education section)
Student Assistant – Computer Vision and Machine Learning
May 2023 - Sep 2023
University of Münster (CVML Group), Germany
- Contributed to HFSP project focusing on insect detection and tracking in video recordings
- Annotated and labeled ML datasets for small object detection tasks
Intern – Geospatial Mapping
May 2021 - Jun 2021
GLOINNT Solutions Pvt Ltd, India
- Analyzed electrical distribution networks to map infrastructure gaps
- Developed geospatial models to optimize distribution and performed regional gap analysis
- Created and maintained comprehensive GIS databases for corporate power networks
Inplant Training – GIS
Nov 2020 - Dec 2020
Tamil Nadu Electricity Board (TANGEDCO), India
- Mapped and digitized electricity networks of South Tamil Nadu into GIS features
- Managed geospatial inventories and conducted spatial queries for regional planning
- Automated GIS feature updates to improve infrastructure planning efficiency
Certifications & Accomplishments
Certifications
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Advanced GIS Technology with QGIS OCT 2021
Udemy | view
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Python and Data Handling Libraries Fully Diploma 2021 JUL 2021
Udemy | view
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The Python Programming Comprehensive Bootcamp JUN 2021
Udemy | view
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Introduction to R OCT 2021
Datacamp | view
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Introduction to SQL SEPT 2021
Datacamp | view
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Machine Learning with Python Training MAR 2021
Loopstar Software Solutions Pvt Ltd | view
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Applications of Aerial Photographs for Mapping OCT 2020
SRM Institute of Science & Technology | view
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GIS Training Program using QGIS AUG 2020
Central University of Karnataka | view
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Basics of SAR Remote Sensing MAY 2020
Indian Institute of Remote Sensing (IIRS) - ISRO | view
Accomplishments
Early warning system for entry of threatening animals - First Prize
Paper Presentation
FEB 2020 Dr. Sivanthi Aditanar College of Engineering Symposium | view certificate
MAR 2020 University VOC College of Engineering Symposium | view certificate
Participated and presented a paper "Early warning system for entry of threatening animals" at 20th national level students' technical symposium 'SACOESIUM-20' and secured first prize