Cui, Kai ; Baumgärtner, Lars ; Yilmaz, Mustafa Burak ; Li, Mengguang ; Fabian, Christian ; Becker, Benjamin ; Xiang, Lin ; Bauer, Maximilian ; Koeppl, Heinz (2023)
UAV Swarms for Joint Data Ferrying and Dynamic Cell Coverage via Optimal Transport Descent and Quadratic Assignment.
48th Conference on Local Computer Networks. Daytona Beach, USA (02.10.2023 - 05.10.2023)
doi: 10.1109/LCN58197.2023.10223388
Conference or Workshop Item, Bibliographie
Abstract
Both data ferrying with disruption-tolerant networking (DTN) and mobile cellular base stations constitute important techniques for UAV-aided communication in situations of crises where standard communication infrastructure is unavailable. For optimal use of a limited number of UAVs, we propose providing both DTN and a cellular base station on each UAV. Here, DTN is used for large amounts of low-priority data, while capacity-constrained cell coverage remains reserved for emergency calls or command and control. We optimize cell coverage via a novel optimal transport-based formulation using alternating minimization, while for data ferrying we periodically deliver data between dynamic clusters by solving quadratic assignment problems. In our evaluation, we consider different scenarios with varying mobility models and a wide range of flight patterns. Overall, we tractably achieve optimal cell coverage under quality-of-service costs with DTN-based data ferrying, enabling large-scale deployment of UAV swarms for crisis communication.
Item Type: | Conference or Workshop Item |
---|---|
Erschienen: | 2023 |
Creators: | Cui, Kai ; Baumgärtner, Lars ; Yilmaz, Mustafa Burak ; Li, Mengguang ; Fabian, Christian ; Becker, Benjamin ; Xiang, Lin ; Bauer, Maximilian ; Koeppl, Heinz |
Type of entry: | Bibliographie |
Title: | UAV Swarms for Joint Data Ferrying and Dynamic Cell Coverage via Optimal Transport Descent and Quadratic Assignment |
Language: | English |
Date: | 6 September 2023 |
Publisher: | IEEE |
Book Title: | 2023 IEEE 48th Conference on Local Computer Networks (LCN) |
Event Title: | 48th Conference on Local Computer Networks |
Event Location: | Daytona Beach, USA |
Event Dates: | 02.10.2023 - 05.10.2023 |
DOI: | 10.1109/LCN58197.2023.10223388 |
Abstract: | Both data ferrying with disruption-tolerant networking (DTN) and mobile cellular base stations constitute important techniques for UAV-aided communication in situations of crises where standard communication infrastructure is unavailable. For optimal use of a limited number of UAVs, we propose providing both DTN and a cellular base station on each UAV. Here, DTN is used for large amounts of low-priority data, while capacity-constrained cell coverage remains reserved for emergency calls or command and control. We optimize cell coverage via a novel optimal transport-based formulation using alternating minimization, while for data ferrying we periodically deliver data between dynamic clusters by solving quadratic assignment problems. In our evaluation, we consider different scenarios with varying mobility models and a wide range of flight patterns. Overall, we tractably achieve optimal cell coverage under quality-of-service costs with DTN-based data ferrying, enabling large-scale deployment of UAV swarms for crisis communication. |
Uncontrolled Keywords: | emergenCITY_CPS, emergenCITY_KOM, emergenCITY |
Divisions: | 16 Department of Mechanical Engineering 16 Department of Mechanical Engineering > Institute of Flight Systems and Automatic Control (FSR) 18 Department of Electrical Engineering and Information Technology 18 Department of Electrical Engineering and Information Technology > Institute for Telecommunications > Bioinspired Communication Systems 18 Department of Electrical Engineering and Information Technology > Institute for Telecommunications 18 Department of Electrical Engineering and Information Technology > Self-Organizing Systems Lab 20 Department of Computer Science 20 Department of Computer Science > Software Technology LOEWE LOEWE > LOEWE-Zentren LOEWE > LOEWE-Zentren > emergenCITY Zentrale Einrichtungen Zentrale Einrichtungen > University IT-Service and Computing Centre (HRZ) Zentrale Einrichtungen > University IT-Service and Computing Centre (HRZ) > Hochleistungsrechner |
Date Deposited: | 29 Apr 2024 05:30 |
Last Modified: | 20 Nov 2024 12:25 |
PPN: | 517617196 |
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