UAV Search Path Planning For Livestock Monitoring

Benalaya Najoua, Adjih Cedric, Amdouni Ichrak, Laouiti Anis, Saidane Leila

Research output: Chapter in Book/Report/Conference proceedingConference contributionpeer-review

Abstract

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.

Original languageEnglish
Title of host publication2022 IEEE 11th IFIP International Conference on Performance Evaluation and Modeling in Wireless and Wired Networks, PEMWN 2022
PublisherInstitute of Electrical and Electronics Engineers Inc.
ISBN (Electronic)9783903176508
DOIs
Publication statusPublished - 1 Oct 2022
Externally publishedYes
Event11th IEEE IFIP International Conference on Performance Evaluation and Modeling in Wireless and Wired Networks, PEMWN 2022 - Rome, Italy
Duration: 8 Nov 202210 Nov 2022

Publication series

Name2022 IEEE 11th IFIP International Conference on Performance Evaluation and Modeling in Wireless and Wired Networks, PEMWN 2022

Conference

Conference11th IEEE IFIP International Conference on Performance Evaluation and Modeling in Wireless and Wired Networks, PEMWN 2022
Country/TerritoryItaly
CityRome
Period8/11/2210/11/22

Keywords

  • Livestock Management
  • Mixed-Integer Linear programming
  • Precision Agriculture
  • Search Path Planning
  • UAV

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