UAV-Based Agricultural Monitoring and Data Acquisition System for Precision Farming

被引:0
|
作者
Castineira, S. [1 ]
Delwar, T. [1 ]
Duran, R. [1 ]
Pala, N. [1 ]
机构
[1] Florida Int Univ, Dept Elect & Comp Engn, 10555 W Flagler St, Miami, FL 33174 USA
关键词
Soil Sensor; Precision Agriculture; Unmanned Aerial Vehicle;
D O I
10.1117/12.2587914
中图分类号
S2 [农业工程];
学科分类号
0828 ;
摘要
We report on an Unmanned Aerial Vehicle (UAV) agricultural data acquisition system to substantially improve how farming is currently practiced. The demonstrated innovative platform simplifies data acquisition with high spatial and temporal resolution and high accuracy with affordable cost and hence accessible for wider communities. Our goal was to create a product capable of analyzing multiple crucial soil parameters via one unit and transfer the accumulated preprocessed data to an airborne mobile subsystem. The system consists of two modules working in harmony. The Soil Data Monitoring Probe (SDMP) is a stationary unit housing various soil probes, whereas the Airborne Data Acquisition System (ADAS) is a mobile unit that can be placed on a UAV. The SDMP captures soil metrics, preprocesses them and stores the data to an SD card, to be delivered using a NRF24 transceiver. The unit itself is battery and solar-powered, regulated power is fed through a custom-designed motherboard to the Arduino mega microcontroller (ATMEGA-2560), and internal/external modules. We estimated that, with its low-power design and the complementary solar power, it can work months without interruption. The ADAS is lightweight and was mounted on a drone. It initiates data collection by interrogating sleeping SDMP' s based on geolocation stamps by waking them up from deep sleep mode with an interrupt. The ADAS is supported by a custom motherboard to support a raspberry pi zero with Wi-Fi capabilities. We demonstrated the operational prototype system with 2-meter spatial resolution.
引用
收藏
页数:11
相关论文
共 50 条
  • [1] Data acquisition and analysis methods in UAV-based applications for Precision Agriculture
    Tsouros, Dimosthenis C.
    Triantafyllou, Anna
    Bibi, Stamatia
    Sarigannidis, Panagiotis G.
    [J]. 2019 15TH INTERNATIONAL CONFERENCE ON DISTRIBUTED COMPUTING IN SENSOR SYSTEMS (DCOSS), 2019, : 377 - 384
  • [2] The development of a low cost UAV-based image acquisition system and the procedure for capturing data in precision agriculture
    Tekin, Arif Behic
    Fornale, Marco
    [J]. TURKISH JOURNAL OF AGRICULTURE AND FORESTRY, 2019, 43 (03) : 288 - 298
  • [3] Multimodal Data Collection System for UAV-based Precision Agriculture Applications
    Raptis, Emmanuel K.
    Karatzinis, Georgios D.
    Krestenitis, Marios
    Kapoutsis, Athanasios Ch.
    Ioannidis, Kostantinos
    Vrochidis, Stefanos
    Kompatsiaris, Ioannis
    Kosmatopoulos, Elias B.
    [J]. 2022 SIXTH IEEE INTERNATIONAL CONFERENCE ON ROBOTIC COMPUTING, IRC, 2022, : 1 - 7
  • [4] A UAV-based Traffic Monitoring System
    Niu, Haoran
    Gonzalez-Prelcic, Nuria
    Heath, Robert W., Jr.
    [J]. 2018 IEEE 87TH VEHICULAR TECHNOLOGY CONFERENCE (VTC SPRING), 2018,
  • [5] Using Open Source to Construct a UAV-Based Photogrammetric Data Acquisition System
    Hsiao, Han-Wei
    [J]. FRONTIERS OF MECHANICAL ENGINEERING AND MATERIALS ENGINEERING II, PTS 1 AND 2, 2014, 457-458 : 1172 - 1175
  • [6] Monitoring Road Traffic with a UAV-based System
    Elloumi, Mouna
    Dhaou, Riadh
    Escrig, Benoit
    Idoudi, Hanen
    Saidane, Leila Azouz
    [J]. 2018 IEEE WIRELESS COMMUNICATIONS AND NETWORKING CONFERENCE (WCNC), 2018,
  • [7] UAV-Based Geometry Data Acquisition for Building Energy Modelling
    Jin, Mengfan
    Cimillo, Marco
    [J]. CREATIVITY IN THE AGE OF DIGITAL REPRODUCTION, XARCH 2023, 2024, 343 : 34 - 41
  • [8] UAV-based Semi-Autonomous Data Acquisition and Classification
    Hussain, Ahmed Mohamed
    Azmy, Sherif B.
    Abuzrara, Ahmed
    Al-Hajjaji, Khalid
    Hassan, Abdelmonem
    Khamdan, Husain
    Ezzin, Mouadh
    Hassani, Abdelhakim
    Zorba, Nizar
    [J]. 2018 14TH INTERNATIONAL WIRELESS COMMUNICATIONS & MOBILE COMPUTING CONFERENCE (IWCMC), 2018, : 1273 - 1277
  • [9] Towards a Guideline for UAV-Based Data Acquisition for Geomorphic Applications
    Sarkar, Dipro
    Sinha, Rajiv
    Bookhagen, Bodo
    [J]. REMOTE SENSING, 2023, 15 (14)
  • [10] Modeling of a UAV-based Data Collection System
    Arvanitaki, Antonia
    Pappas, Nikolaus
    [J]. 2017 IEEE 22ND INTERNATIONAL WORKSHOP ON COMPUTER AIDED MODELING AND DESIGN OF COMMUNICATION LINKS AND NETWORKS (CAMAD), 2017,