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UAV Search Path Planning For Livestock Monitoring

  • Benalaya Najoua
  • , Adjih Cedric
  • , Amdouni Ichrak
  • , Laouiti Anis
  • , Saidane Leila
  • University of Manouba
  • Telecom Sudparis
  • INRIA

Résultats de recherche: Le chapitre dans un livre, un rapport, une anthologie ou une collectionContribution à une conférenceRevue par des pairs

9 Citations (Scopus)

Résumé

Unmanned Aerial Vehicles (UAVs) are being extensively deployed in numerous Livestock Management applications such as cattle disease diagnosis, counting and behavioral monitoring from videos and images captured by drones. The paper focuses on one increasingly important family of applications, UAV-assisted cattle monitoring applications where the objective is to remotely acquire some health state information from IoT nodes attached to the herding cattle. Such livestock data acquisition applications have many challenges. One of these challenges, which is the focus of this paper, is the problem that the target cattle position may not be known precisely, and might be defined with a large area. To address this issue, we design a formulation of this UAV-cattle search path problem as a mathematical optimization problem and show how it can be derived from other well-known formulation and related literature. A Mixed-Integer linear Programming (MILP) formulation is introduced to minimize the expected search time while covering all the search area to efficiently locate the animal. This formulation exploits a cattle position probability distribution map. The results show that the suggested approach yields excellent results using the existing MILP solvers.

langue originaleAnglais
titre2022 IEEE 11th IFIP International Conference on Performance Evaluation and Modeling in Wireless and Wired Networks, PEMWN 2022
EditeurInstitute of Electrical and Electronics Engineers Inc.
ISBN (Electronique)9783903176508
Les DOIs
étatPublié - 1 oct. 2022
Modification externeOui
Evénement11th IEEE IFIP International Conference on Performance Evaluation and Modeling in Wireless and Wired Networks, PEMWN 2022 - Rome, Italie
Durée: 8 nov. 202210 nov. 2022

Série de publications

Nom2022 IEEE 11th IFIP International Conference on Performance Evaluation and Modeling in Wireless and Wired Networks, PEMWN 2022

Une conférence

Une conférence11th IEEE IFIP International Conference on Performance Evaluation and Modeling in Wireless and Wired Networks, PEMWN 2022
Pays/TerritoireItalie
La villeRome
période8/11/2210/11/22

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