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HAC4 Humanitarian Crisis Detection With Nightlight

Using AI and satellite nighttime light data for early detection of humanitarian crises in conflict zones

Timely  identification of emerging crises is crucial for effective humanitarian  response. While traditional monitoring methods remain essential, they can  sometimes prove inadequate, particularly when humanitarian emergencies arise  in remote or inaccessible regions. Our project addresses this challenge by  exploring satellite nighttime light (NTL) data as a proxy for the  identification of crises. Available daily, at no cost, and in near-real time,  NTL data offers unique insights into changes in livelihoods and human  activity. By combining deep learning techniques with qualitative research  methods, we are developing a tool that proactively detects unusual changes in  NTL, with the aim of enabling the early detection of humanitarian crises in  conflict contexts relevant to the ICRC.

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Credits Main Image: Reuters/Photographer: Mohammed Salem

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Grégoire Castella
Head of Humanitarian Action

Grégoire Castella

Head of Humanitarian Action

As leader of the EPFL EssentialTech’s Humanitarian Division, Greg works at the interface of research and humanitarian action. He is leading several large-scale partnerships between EPFL and the ICRC (Engineering for Humanitarian Action), the UNHCR (The Geneva Technical Hub) and the Graduate Institute (The Future of Humanitarian Design). He is also developing executive trainings for humanitarian practitioners on the responsible use of technology in humanitarian setting, as well as about cybersecurity in the sector. Prior to working at EssentialTech, he led the Innovation Coordination at MSF (Doctors Without Borders) Switzerland, aimed at harnessing the power of medical, humanitarian and digital innovations to meet the needs of patients and others affected by disasters. He previously worked several years as a manager for the International Committee of the Red Cross (ICRC) in various regions affected by armed conflicts (Afghanistan, Colombia, Central African Republic, Cote d'Ivoire) and later as Deputy Director for the Antenna Foundation, an NGO that incubates innovative solutions to meet the basic needs of people living in poverty. He is the co-founder and current President of the Board of Watalux SA, a social startup developing innovation for safe water and better hygiene in hospitals, and Board Member of SwissSolidarity, a leading Swiss philanthropic foundation. He holds a PhD in Life Science from the University of Lausanne (Switzerland).

Emeline Darçot
Programme Manager - EHA

Emeline Darçot

Programme Manager - EHA

Dr. EmelineDarçot is a project manager at the EssentialTech Centre in Lausanne, Switzerland, which harnesses innovation in support of sustainable development,humanitarian action and peace promotion. She is currently coordinating the Engineering Humanitarian Action programme within the Humanitarian Division.

 She holds a PhD in Life Science from the University of Lausanne (Switzerland). After a PhD and a postdoctoral position in biomedical imaging at the University Hospital of Lausanne (CHUV), Emeline joined the EPFL EssentialTech Centre in 2021 as a project coordinator on the Ren’All Care project. She then joined the EPFL Research Office in 2022 as project manager and coordinates since then the Engineering Humanitarian Action programme within the Humanitarian Division of the EssentialTech Centre.

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