Intelligent inspection probe for monitoring bark beetle activities using embedded IoT real-time object detection Article Swipe
Milan Novák
,
Petr Doležal
,
Ondřej Budík
,
Ladislav Ptáček
,
Jakub Geyer
,
Markéta Davídková
,
Miloš Prokýšek
·
YOU?
·
· 2024
· Open Access
·
· DOI: https://doi.org/10.1016/j.jestch.2024.101637
YOU?
·
· 2024
· Open Access
·
· DOI: https://doi.org/10.1016/j.jestch.2024.101637
Rapid detection and identification of the extent of spruce bark beetle infestation in the field is a necessity for researchers, forest rangers, and tree protection agencies. This paper presents an innovative solution that uses an autonomous multifunctional probe with embedded artificial intelligence. This approach is based on the real-time object detection method, called “first object, more object” (FOMO), which is adapted to the energy-efficient architecture of the ESP32 microcontroller. Neural network algorithms for fast image processing were trained using data sets from various locations in central Europe, which were heavily affected by the bark beetle calamity. The results of the experimental verification of the deployment of this smart probe in the field demonstrate a high level of precision in the detection and identification of the extent of damage.
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- Type
- article
- Language
- en
- Landing Page
- https://doi.org/10.1016/j.jestch.2024.101637
- OA Status
- diamond
- Cited By
- 5
- References
- 37
- Related Works
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- OpenAlex ID
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All OpenAlex metadata
Raw OpenAlex JSON
- OpenAlex ID
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https://openalex.org/W4391708103Canonical identifier for this work in OpenAlex
- DOI
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https://doi.org/10.1016/j.jestch.2024.101637Digital Object Identifier
- Title
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Intelligent inspection probe for monitoring bark beetle activities using embedded IoT real-time object detectionWork title
- Type
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articleOpenAlex work type
- Language
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enPrimary language
- Publication year
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2024Year of publication
- Publication date
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2024-02-09Full publication date if available
- Authors
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Milan Novák, Petr Doležal, Ondřej Budík, Ladislav Ptáček, Jakub Geyer, Markéta Davídková, Miloš ProkýšekList of authors in order
- Landing page
-
https://doi.org/10.1016/j.jestch.2024.101637Publisher landing page
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YesWhether a free full text is available
- OA status
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diamondOpen access status per OpenAlex
- OA URL
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https://doi.org/10.1016/j.jestch.2024.101637Direct OA link when available
- Concepts
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Internet of Things, Real-time computing, Bark (sound), Object (grammar), Computer science, Remote sensing, Artificial intelligence, Computer vision, Embedded system, Geography, ForestryTop concepts (fields/topics) attached by OpenAlex
- Cited by
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5Total citation count in OpenAlex
- Citations by year (recent)
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2025: 2, 2024: 3Per-year citation counts (last 5 years)
- References (count)
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37Number of works referenced by this work
- Related works (count)
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10Other works algorithmically related by OpenAlex
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