A predictive multistage postdisaster damage assessment framework for drone routing

Name: A predictive multistage postdisaster damage assessment framework for drone routing
Author: Adsanver, Birce, Göktürk, Elvin Çoban, Koyuncu, Burcu Balçık

İsim	A predictive multistage postdisaster damage assessment framework for drone routing
Yazar	Adsanver, Birce, Göktürk, Elvin Çoban, Koyuncu, Burcu Balçık
Basım Tarihi:	2024-01
Basım Yeri	- Wiley
Konu	Damage assessment, Drone routing, Humanitarian operations, Imputation
Tür	Süreli Yayın
Dil	İngilizce
Dijital	Evet
Yazma	Hayır
Kütüphane:	Özyeğin Üniversitesi
Demirbaş Numarası	0969-6016
Kayıt Numarası	a2fbc46d-f403-448b-9e14-488a6d347daa
Lokasyon	Industrial Engineering
Tarih	2024-01
Notlar	TÜBİTAK
Örnek Metin	This study focuses on postdisaster damage assessment operations supported by a set of drones. We propose a multistage framework, consisting of two phases applied iteratively to rapidly gather damage information within an assessment period. In the initial phase, the problem involves determining areas to be scanned by each drone and the optimal sequence for visiting these selected areas. We have adapted an electric vehicle routing formulation and devised a variable neighborhood descent heuristic for this phase. In the second phase, information collected from the scanned areas is employed to predict the damage status of the unscanned areas. We have introduced a novel, fast, and easily implementable imputation policy for this purpose. To evaluate the performance of our approach in real-life disasters, we develop a case study for the expected 7.5 magnitude earthquake in Istanbul, Turkey. Our numerical study demonstrates a significant improvement in response time and priority-based metrics.
DOI	10.1111/itor.13429

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A predictive multistage postdisaster damage assessment framework for drone routing

Yazar Adsanver, Birce, Göktürk, Elvin Çoban, Koyuncu, Burcu Balçık

Basım Tarihi 2024-01

Basım Yeri - Wiley

Konu Damage assessment, Drone routing, Humanitarian operations, Imputation

Tür Süreli Yayın

Dil İngilizce

Dijital Evet

Yazma Hayır

Kütüphane Özyeğin Üniversitesi

Demirbaş Numarası 0969-6016

Kayıt Numarası a2fbc46d-f403-448b-9e14-488a6d347daa

Lokasyon Industrial Engineering

Tarih 2024-01

Notlar TÜBİTAK

Örnek Metin This study focuses on postdisaster damage assessment operations supported by a set of drones. We propose a multistage framework, consisting of two phases applied iteratively to rapidly gather damage information within an assessment period. In the initial phase, the problem involves determining areas to be scanned by each drone and the optimal sequence for visiting these selected areas. We have adapted an electric vehicle routing formulation and devised a variable neighborhood descent heuristic for this phase. In the second phase, information collected from the scanned areas is employed to predict the damage status of the unscanned areas. We have introduced a novel, fast, and easily implementable imputation policy for this purpose. To evaluate the performance of our approach in real-life disasters, we develop a case study for the expected 7.5 magnitude earthquake in Istanbul, Turkey. Our numerical study demonstrates a significant improvement in response time and priority-based metrics.

DOI 10.1111/itor.13429