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An Optical Smartphone-Based Inspection Platform for Identification of Diseased Orchids
- Source :
- Biosensors, Vol 11, Iss 363, p 363 (2021), Biosensors, Volume 11, Issue 10
- Publication Year :
- 2021
- Publisher :
- MDPI AG, 2021.
-
Abstract
- Infections of orchids by the Odontoglossum ringspot virus or Cymbidium mosaic virus cause orchid disfiguration and are a substantial source of economic loss for orchid farms. Although immunoassays can identify these infections, immunoassays are expensive, time consuming, and labor consuming and limited to sampling-based testing methods. This study proposes a noncontact inspection platform that uses a spectrometer and Android smartphone. When orchid leaves are illuminated with a handheld optical probe, the Android app based on the Internet of Things and artificial intelligence can display the measured florescence spectrum and determine the infection status within 3 s by using an algorithm hosted on a remote server. The algorithm was trained on optical data and the results of polymerase chain reaction assays. The testing accuracy of the algorithm was 89%. The area under the receiver operating characteristic curve was 91%<br />thus, the platform with the algorithm was accurate and convenient for infection screening in orchids.
- Subjects :
- Cymbidium mosaic virus
Infection screening
Computer science
Clinical Biochemistry
Real-time computing
education
Internet of Things
diseased orchids
Polymerase Chain Reaction
Article
Android app
Android (operating system)
Orchidaceae
Plant Diseases
biology
business.industry
Odontoglossum ringspot virus
optical inspection
Tobamovirus
General Medicine
biology.organism_classification
artificial intelligence
Potexvirus
Identification (information)
Smartphone
business
Mobile device
TP248.13-248.65
Biotechnology
Subjects
Details
- Language :
- English
- ISSN :
- 20796374
- Volume :
- 11
- Issue :
- 363
- Database :
- OpenAIRE
- Journal :
- Biosensors
- Accession number :
- edsair.doi.dedup.....6bde459b0fd46e2ed3b3dacca35ae7ae