Aman Arora

Researcher | Flood Modeling & Machine Learning

Salary / Daily rate

Nantes, France

Freelance

Skills

IFS ApplicationsMachine Learning

Languages

English

About me

Intro

Research scientist specializing in flood forecasting and environmental modeling with 10+ years in GIS/remote sensing. MOPGA Fellow at Université Gustave Eiffel developing AI-driven flood hazard maps and early warning systems. Expert in hydraulic modeling, machine learning, and spatial optimization for disaster risk management.

Links

Work experience

Université Gustave Eiffel

Nov 2022 - Present

4 years

On-site

chargé de recherche (Reseracher)

Jul 2024 - Present

2 years 4 months

On-site

I'm involved as a Researcher in a multi-disciplinary consortium led MUFFINS: MUltiscale Flood Forecasting with INnovating Solutions project funded by agence nationale de la recherche (ANR), Govt. of France. The overarching objective of the MUFFINS project is to develop new accurate and computationally efficient flood forecasting approaches, enabling transferring information between modelings (meteo-hydrology-hydraulic-damage) and scales (from local runoff generation over areas lesser than 1 sq.km. to flood propagation on catchments of thousands sq.km.), and taking advantage of innovative data (in situ, remote observation, opportunistic) to reduce forecasts uncertainties. Detailed information can be seen here: https://anr.fr/Project-ANR-21-CE04-0021

Postdoctoral Researcher

Nov 2023 - Jul 2024

9 months

On-site

I've worked in a multidisciplinary team with the aim to develop a methodology for optimizing the number and positioning of sirens based on an estimate of the alert signal’s audibility by the largest possible number of people exposed to risks. The objective of the project is spatial optimization of a Siren Network(s) through state-of-the-art techniques open-source tools, NoiseModelling coupled with the OpenMOLE for the exploration, diagnosis, and calibration of numerical models including machine learning models by taking advantage of distributed computing environments. The position was offered from the Joint Research Unit for Environmental Acoustics (UMRAE). The UMRAE is a research laboratory shared between Gustave Eiffel University and the Center for Studies and Expertise on Risks, Environment, Mobility and Planning (CEREMA).

MOPGA Postdoc Fellow

Nov 2022 - Oct 2023

1 year

On-site

Selected as one of the visiting research fellows by Ministry for Europe and Foreign Affairs (MEAE), in partnership with the Ministry of Higher Education and Research (MESR) and implemented by Campus France, Govt. of France and joined Université Gustave Eiffel as Researcher to continue my research on Flood Monitoring and Early Warning system through hydro-dynamic modelling and Machine Learning techniques. The aim of this project was to develop flood hazard maps at high resolution (5m) based on machine learning and hydraulic methods, on the Argens basin, south-eastern France

Scientist- Remote Sensing and GIS Applications

Government of Bihar

Sep 2021 - Aug 2022

1 year

Patna, Bihar, India

Bihar Mausam Sewa Kendra (Bihar Weather Services Centre) is a vision of Govt. of Bihar and the aim is to make Bihar prepared for the upcoming extreme weather situations by developing near accurate early warning system. I am working here as a Remote Sensing (RS) and GIS Scientist and leading the RS & GIS team to assist other teams- Meteorology, Hydrology, Seismology, Database Management System, and Information Dissemination by delivering of maps, satellite images, spatial data, and other information on daily basis. The team is actively involved in a few other works, details provided below: • The team is responsible for timely & accurate delivery of daily weather maps to the stakeholders & officials for Bihar • Identification, analysis and delivery of inundated are as through optical and radar satellite data of Bihar for extreme flood events; and to study the vulnerable regions to Heat Wave & Cold Wave and its adverse effects • Development of unique IDs for Automatic Weather Stations & Original Rain Guages at Block Level (Nos. 534 each) and Automated Rain Gauges at Block Level (Nos. 8000+) • Involved in the development of the hydrological models with the Hydrology team to combat the storm- surged urban flood situation for Patna city, the capital of Bihar • Working with the Meteorology Team for the Development of Fog Alert System and Lightening Alert System • Involve in development of real-time GIS dashboard to provide weather information through maps and graphs on Bihar state are underway

Post-Doctoral Research Associate

Banaras Hindu University

Apr 2021 - Aug 2021

5 months

Varanasi, Uttar Pradesh, India

In Mahamana Centre of Excellence in Climate Change Research (MCECCR), Banaras Hindu University, Varanasi I worked under the National Supercomputing Mission, a flagship program of Department of Science & Technology (DST), Govt. of India. My roles and responsibilities were mainly included efficient use of Remote Sensing and GIS techniques for climate change impacts. Few details are provided below: • Spatial modelling of flood susceptible zones using multi-criteria decision making model the flood Kosi River Basin in Middle Ganga Plain • Land-change dynamics of Varanasi city using multi-sensor satellite images and comparison for better use of the accurate data; • Contributed as a team member in use of Artificial Intelligence & Machine Learning on weather forecasting (climate modeling) and its efficient analytics • Participated with the team of Research Scientists, Research Associates, Research Fellows, and Students in different publications, book chapters, organization of conferences/workshops, and other miscellaneous activities

Sr. Program Associate

Department of Science & Technology, Government of India

Feb 2012 - Mar 2021

9 years 2 months

New Delhi, Delhi, India

In the span of 9+ years in SERB, I have been involved in wide range of Schemes/Fellowship programs in different roles. The followings are a few domains where I worked with Scientist(s) and Advisor to promote the basic science: • Operations: for planning, scrutiny, funding and monitoring of extramural R&D programs & schemes, fellowships, chair professorships and high-end projects under public-private partnership (PPP) mode and participation in other operational tasks, if required, time to time • Assistance: accurate and effective administrative support and advice, if needed, to the new applicants & existing principal investigators/awardees. Assistance to the program coordinators/program officers as well as to the administration and finance, if needed, for smooth operations of the program/scheme • Maintenance: of accurate & organized records of program related files/data in the electronic as well as physical databases for ease of access • Organization: actively involved in organization of internal and high-level committee meetings for fresh project proposals and ongoing projects • Coordination: for various evaluation committees of SERB and through best practices ensure ease of business • Creation: Designed & Developed numerical matrix to assess the performance of individuals’ contribution towards S&T and further it was considered for selection of applicants under ‘National Science Chair’ scheme of SERB. Also prepared a weight distribution matrix of all schemes/programs and how much weights are shared by each SERB officers were further calculated in the matrix • Innovation: Assistance in creation of an Inter-Ministerial new program ‘Accelerate Vigyan’ [https://acceleratevigyan.gov.in/] of national importance, including designing its logo and the web portal (PPMS) for online submission of applications • Development: of “Flow Diagrams” capturing entire gamut of activities and tasks for a few schemes funding mechanisms in SERB

Freelance GIS

Geoshot TechnologiesFreelance

Feb 2015 - Dec 2016

1 year 11 months

Gurugram, Haryana, India

• Team Lead: Major tasks completed are- (a) Lead twelve (12) teams for the production work of “Golf 3D Visualization” project. Involved as a team leader to guide the production teams for creation of high quality of 3D flyovers and still graphics of golf courses (09, 18 and 27 holes courses); (b) Completed the QC work for the produced files by all teams and; (c) Communicate with international clients (USA and European countries) to assist them for queries related to the project by email/telecon & delivered the project successfully;

Geographical Analyst/GIS Engineer

Lepton Software Export & Research (P) Ltd.

Oct 2010 - Mar 2012

1 year 6 months

Gurugram, Haryana, India

Contributed significantly towards Public & Private projects- • CamDrive Project (Here Maps)- Independently completed the QC for existing roads (National & State Highways and District Roads) & points of interests (POIs) for most populous states – Uttar Pradesh, Bihar & Delhi of India through road surveys for updation of Here Maps Navigation Database • TTSL (Tata Telecom Services Ltd.) Land base/Land cover planning Project • Destination Maps- 3D mapping of Malls and major Shopping Centres • A Government of India Project to collects building footprint data with the help of satellite images and verifies them with the ground survey

Research Assistant

Banaras Hindu University

Jan 2010 - Oct 2010

10 months

Greater Allahabad Area

• Assisted in the CSIR funded project entitled- ‘Confluence Dynamics of lower son river with river Ganga: tectonic and climatic implications. The part I was involved in Georeferencing, Database Creation, Vectorization and Field Survey by utilizing the Survey of India toposheets, Satellite Images, GIS and GPS.

GIS Trainee

Luminous Engineering and Technology Services Private Limited

Jul 2009 - Jan 2010

7 months

New Delhi, Delhi, India

• ‘Building and Roof Intersection Capturing’- A European agency funded project for creation of building databases by using high resolution (0.25 m) Aerial Photographs. • ‘Madhya Pradesh Land Records’ Project- The project of Govt. of MP was aimed for to store the Khasara maps land records and to see the change detection.


Education

Jamia Millia Islamia

Doctor of Philosophy - PhD

2015 - 2020

5 years 1 month

Banaras Hindu University

P.G. Diploma

2008 - 2009

1 year 1 month

Banaras Hindu University

B.A. (Hons.)

2005 - 2008

3 years 1 month

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