| Publikationstyp: | Konferenz: Sonstiges |
| Art der Begutachtung: | Keine Begutachtung |
| Titel: | Automation of pest monitoring : examples from Drosophila suzukii |
| Autor/-in: | Fahrentrapp, Johannes Roosjen, Peter Kooistra, Lammert Gregory, Billy Green, David R |
| et. al: | No |
| Tagungsband: | Tephritid Workers of Europe, Africa and the Middle East TEAM : Book of Abstracts |
| Seite(n): | 29 |
| Angaben zur Konferenz: | 4th TEAM meeting, La Grande-Motte (France), 5-9 October 2020 |
| Erscheinungsdatum: | Okt-2020 |
| Sprache: | Englisch |
| Schlagwörter: | Integrated Pest Management; IPM |
| Fachgebiet (DDC): | 632: Pflanzenkrankheiten, Schädlinge |
| Zusammenfassung: | Spotted Wing Drosophila SWD (Drosophila suzukii) has become a serious pest in Europe attacking soft-skinned crops such as several berry species and grapevine. An efficient and accurate monitoring system to identify the presence of SWD in crops and their surroundings is essential for the prevention of damage to economically valuable fruit crops. Existing methods for monitoring SWD are costly, time and labor intensive, prone to errors, and typically conducted at a low spatial resolution. To overcome these limitations, we are developing a novel system using photographable traps, which are monitored by means of Unmanned Aerial Vehicles (UAVs) and an image processing pipeline that automatically identifies and counts the number of SWD per trap location. To this end, we collected high resolution RGB imagery of SWD caught alternative traps taken from both a static position (tripod) and from a UAV, which were then used as input to train deep learning models. Results show that a large part of the of SWD can be correctly identified by the models. Trap performance and the autonomouse flight of UAV platforms as well as their sensor quality needs further investment and are part of current works. Drones will be programmed to capture imagery of the traps under field conditions. The collected imagery will be transferred directly to cloud-based storage for subsequent processing and analysis to identify the presence and count of SWD in near real time. This data will be used as input to a decision support system (DSS) to provide valuable information for farmers. |
| URI: | https://www.alphavisa.com/team/2020/documents/Abstract-book_TEAM-2020.pdf https://digitalcollection.zhaw.ch/handle/11475/21543 |
| Volltext Version: | Publizierte Version |
| Lizenz (gemäss Verlagsvertrag): | Lizenz gemäss Verlagsvertrag |
| Departement: | Life Sciences und Facility Management |
| Organisationseinheit: | Institut für Umwelt und Natürliche Ressourcen (IUNR) |
| Publiziert im Rahmen des ZHAW-Projekts: | Automated Airborne Pest Monitoring AAPM of Drosophila suzukii in Crops and Natural Habitats Alternatives Monitoring der Kirschessigfliege KEF |
| Enthalten in den Sammlungen: | Publikationen Life Sciences und Facility Management |
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Fahrentrapp, J., Roosjen, P., Kooistra, L., Gregory, B., & Green, D. R. (2020). Automation of pest monitoring : examples from Drosophila suzukii [Conference presentation]. Tephritid Workers of Europe, Africa and the Middle East TEAM : Book of Abstracts, 29. https://www.alphavisa.com/team/2020/documents/Abstract-book_TEAM-2020.pdf
Fahrentrapp, J. et al. (2020) ‘Automation of pest monitoring : examples from Drosophila suzukii’, in Tephritid Workers of Europe, Africa and the Middle East TEAM : Book of Abstracts, p. 29. Available at: https://www.alphavisa.com/team/2020/documents/Abstract-book_TEAM-2020.pdf.
J. Fahrentrapp, P. Roosjen, L. Kooistra, B. Gregory, and D. R. Green, “Automation of pest monitoring : examples from Drosophila suzukii,” in Tephritid Workers of Europe, Africa and the Middle East TEAM : Book of Abstracts, Oct. 2020, p. 29. [Online]. Available: https://www.alphavisa.com/team/2020/documents/Abstract-book_TEAM-2020.pdf
FAHRENTRAPP, Johannes, Peter ROOSJEN, Lammert KOOISTRA, Billy GREGORY und David R GREEN, 2020. Automation of pest monitoring : examples from Drosophila suzukii. In: Tephritid Workers of Europe, Africa and the Middle East TEAM : Book of Abstracts [online]. Conference presentation. Oktober 2020. S. 29. Verfügbar unter: https://www.alphavisa.com/team/2020/documents/Abstract-book_TEAM-2020.pdf
Fahrentrapp, Johannes, Peter Roosjen, Lammert Kooistra, Billy Gregory, and David R Green. 2020. “Automation of Pest Monitoring : Examples from Drosophila Suzukii.” Conference presentation. In Tephritid Workers of Europe, Africa and the Middle East TEAM : Book of Abstracts, 29. https://www.alphavisa.com/team/2020/documents/Abstract-book_TEAM-2020.pdf.
Fahrentrapp, Johannes, et al. “Automation of Pest Monitoring : Examples from Drosophila Suzukii.” Tephritid Workers of Europe, Africa and the Middle East TEAM : Book of Abstracts, 2020, p. 29, https://www.alphavisa.com/team/2020/documents/Abstract-book_TEAM-2020.pdf.
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