Joint Lab Künstliche Intelligenz & Data Science

Kooperation des Leibniz-Instituts für Agrartechnik und Bioökonomie Potsdam und der Universität Osnabrück


Navigation und Suche der Universität Osnabrück


Hauptinhalt

Topinformationen

Lennart Kaiser

PhD student

E-Mail

Coppenrath Innovation Centre
Hamburger Straße 24
LOK 14, Raum 01.14.03A
49084 Osnabrück
Tel.:  +49 541 969-6342

PhD Project:

Network as a Sensor in Agriculture

Communication systems such as public land mobile networks (e.g., 4G/LTE networks) or low-power IoT networks are ubiquitous, nowadays. Temporal variations of the signal strength of such systems can be leveraged for low-cost crop and soil sensing.
The goal of this thesis is to develop new approaches for approximating crop and/or soil parameters.
These approaches will be implemented, deployed, and evaluated on agricultural fields.

Project team: Lennart Kaiser (Ph.D. Student), Prof. Dr. Nils Aschenbruck (UOS), Dr. Thomas Hänel (UOS),Dr. Sebastian Vogel (ATB), Dr.-Ing. Volker Dworak (ATB)

References:
Liu et al. Integrated Sensing and Communications: "Toward Dual-Functional Wireless Networks for 6G and Beyond", JSAC, 2022 doi.org/10.1109/JSAC.2022.3156632

Bauer, Aschenbruck: “Towards a low-cost RSSI-based Crop Monitoring“ ACM Transactions on Internet of Things (TIOT), 2020. dl.acm.org/doi/10.1145/3393667

Research Interests

  • Wireless Sensor Networks (WSNs)
  • Wireless Sensing
  • Low-Power Microcontroller Systems
  • Internet of Things (IoT)

Publications

2024

  • Thomas Hänel and Lennart Kaiser
    Estimating Soil Moisture with COTS Hardware using BLE’s Angle-of-Arrival Feature

    In 2024 IEEE 49th Conference on Local Computer Networks (LCN), pages 1--6. IEEE, 2024. [ bib | DOI ]

2023

  • Lennart Kaiser
    On the Potential of Multi-channel RF-based Soil Moisture Sensing using Resource-constrained nodes

    Master thesis, Osnabrück University, June 2023. [ bib ]

2022

  • Birte Friesel, Kathrin Elmenhorst, Lennart Kaiser, Michael Müller, and Olaf Spinczyk
    Kconfig-webconf: Retrofitting Performance Models onto Kconfig-Based Software Product Lines

    In Proceedings of the 26th ACM International Systems and Software Product Line Conference - Volume B, SPLC '22, pages 58--61, New York, NY, USA, 2022. ACM Press. [ bib | DOI | pdf | http ]

2021

  • Birte Friesel, Lennart Kaiser, and Olaf Spinczyk
    Automatic Energy Model Generation with MSP430 EnergyTrace

    In Proceedings of the Workshop on Benchmarking Cyber-Physical Systems and Internet of Things, CPS-IoTBench '21, pages 26--31, New York, NY, USA, 2021. Association for Computing Machinery.
    Best Presentation. [ bib | DOI | pdf | http ]

GIL Tagung 2024

Find the digital version of the conference poster here: GIL 2024 POSTER

Courses

ST 2024