| Literature DB >> 32295253 |
Norbert Flórián, Laura Gránicz, Veronika Gergócs, Franciska Tóth, Miklós Dombos.
Abstract
There is an increasing need to monitor activity and population growth of arthropods; however, this is a time-consuming and financially demanding process. Using sensors to detect arthropods in the field can help to follow their dynamics in time. Improving our earlier device, we developed a new camera-supported probe to detect soil microarthropods. An opto-electronic sensor ring detects the caught microarthropod individuals what activates a camera. The camera takes pictures of a specimen when it arrives in the camera chamber. A vacuum device was built into the probe which pumps up the specimen from the probe to a sample container. Here, we describe the construction and operation of the probe. We investigated the precision of the process in a laboratory experiment using living microarthropods and evaluated the accuracy of the probes in a semi-natural investigation when environmental noise was present. Under semi-natural conditions, the percentages of success, i.e., the photographed specimens compared to the caught ones, were between 60% and 70% at the investigated taxa. The automatic camera shooting helped in distinguishing insects from irrelevant detections while collecting the trapped insects allowed species-level determination. This information together serves as a basis for the automatic visual recognition of microarthropod species.Entities:
Keywords: Acari; Collembola; activity; automatic detection; infrared sensor; mesofauna; monitoring system; sampling method; wireless sensor
Year: 2020 PMID: 32295253 PMCID: PMC7240604 DOI: 10.3390/insects11040244
Source DB: PubMed Journal: Insects ISSN: 2075-4450 Impact factor: 2.769
Figure 1Construction of the new probe. (A) Construction of the camera-supported probe and the joint system (pneumatic unit and data logger with electric supply). (B) Photos of the probe, inside the protecting tube (left side) and components taken out from the protecting tube (right side).
Figure 2Blueprints of the photographing box (front and side views). Microarthropods fall into the inner funnel and enter the camera chamber. After the photo shooting, the specimen is pumped out from the camera chamber through a plastic pipe.
Figure 3Testing the sensor processes on a desktop model of the probe. (1) Detection of the fall-in of the microarthropod by the infrared sensor ring. (2) Checking if the specimen arrived at the camera chamber or not. (3) Checking if the vacuum unit could pump out the specimen from the camera chamber to the sample container. (4) Checking if the microarthropod can be seen in the photo and can be identified.
Results of the accuracy of the desktop model. Results of the three species cultured in the laboratory are reported according to their body sizes; numbers of specimens are in brackets. Detection accuracy is defined as the mean of the number of detected specimens compared to the total specimens dropped into the probe. “Appears in the camera chamber” indicates the percent of the specimens entered into the camera chamber compared to the total number of specimens. In the next second two columns, percentages of the specimens vacuumed out and seen in the pictures are given compared to the number of detected specimens. The last column shows the percentage of the individuals which fulfilled the whole process.
| Microarthropod Species | 100% = Total Specimens | 100% = Detected Specimens | The Whole Process Is Perfect | ||
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| Detection Accuracy | Appears in the Camera Chamber | Vacuum Function | Seen in the Sent Picture | ||
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| <1 mm (22) | 73% | 82% | 100% | 63% | 45% |
| >1 mm (28) | 100% | 75% | 61% | 61% | 39% |
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| <1 mm (17) | 82% | 71% | 71% | 57% | 35% |
| >1 mm (33) | 100% | 76% | 76% | 70% | 52% |
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| Oribatida (50) |
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Results of the semi-natural extraction test. Microarthropods were placed in defaunated soil and were extracted in Berlese funnels equipped with the probes. We recorded the number of specimens in the sample container of the probe and the number of specimens recognized in the photos. The ratio of these two values is shown in the last column (% of specimens in photos), which indicates the accuracy of the sensing.
| Species/Taxonomic Groups | N. of Extraction | Sum of Specimens in Sample Container | Sum of Specimens in Pictures | % of Specimens |
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| Collembola | 13 | 269 | 166 | 56.5 ± 28.9 |
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| 13 | 113 | 68 | 60.6 ± 21.5 |
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| 13 | 95 | 60 | 66.2 ± 20.7 |
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| 8 | 13 | 11 | 75.0 ± 46.3 |
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| 8 | 10 | 7 | 58.3 ± 49.6 |
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| 2 | 6 | 5 | 83.3 ± 23.6 |
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| 4 | 6 | 5 | 68.8 ± 47.3 |
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| 2 | 2 | 0 | 0.0 ± 0.0 |
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| 3 | 24 | 10 | 39.6 ± 22.0 |
| Acari | 13 | 215 | 153 | 66.4 ± 27.1 |
| Oribatid mites | 13 | 101 | 73 | 77.6 ± 21.6 |
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| 13 | 100 | 70 | 71.4 ± 16.5 |
| Other Acari | 4 | 5 | 2 | 25.0 ± 50.0 |
| Trombidiidae | 6 | 9 | 8 | 91.7 ± 20.4 |
| Isopoda | 10 | 12 | 7 | 43.3 ± 47.3 |
| Diplopoda | 4 | 3 | 1 | 12.5 ± 25.0 |
| Diptera larvae | 4 | 1 | 0 | 0.0 ± 0.0 |
| Coleoptera | 6 | 5 | 3 | 50.0 ± 57.7 |
| other Coleoptera | 3 | 2 | 1 | 33.3 ± 57.7 |
| Curcolionidae | 3 | 3 | 2 | 66.7 ± 57.7 |
Figure 4The user interface of the ZooLog Monitoring System. Each row corresponds to one detection. A photo is taken at each detection, which can be enlarged.