4.7 Review

Plant Viral Disease Detection: From Molecular Diagnosis to Optical Sensing Technology-A Multidisciplinary Review

期刊

REMOTE SENSING
卷 14, 期 7, 页码 -

出版社

MDPI
DOI: 10.3390/rs14071542

关键词

plant viruses; remote sensing; hyperspectral imaging; disease prediction modelling; machine learning

资金

  1. South Australia Australian Grapevine Foundation Planting Service Inc. [DVCR711278]
  2. Riverland Wine Industry Development Council [194388]
  3. Wine Australia [PPA002864]
  4. Research Training Program, The University of Adelaide

向作者/读者索取更多资源

This review provides an overview of traditional diagnostic methods for plant viral diseases and discusses the potential of optical sensing technology for non-destructive diagnostics. The paper covers various aspects including camera systems, platforms, spectral data analysis, and cost comparison. Current challenges and novel ideas in optical sensing for plant virus detection are also discussed.
Plant viral diseases result in productivity and economic losses to agriculture, necessitating accurate detection for effective control. Lab-based molecular testing is the gold standard for providing reliable and accurate diagnostics; however, these tests are expensive, time-consuming, and labour-intensive, especially at the field-scale with a large number of samples. Recent advances in optical remote sensing offer tremendous potential for non-destructive diagnostics of plant viral diseases at large spatial scales. This review provides an overview of traditional diagnostic methods followed by a comprehensive description of optical sensing technology, including camera systems, platforms, and spectral data analysis to detect plant viral diseases. The paper is organized along six multidisciplinary sections: (1) Impact of plant viral disease on plant physiology and consequent phenotypic changes, (2) direct diagnostic methods, (3) traditional indirect detection methods, (4) optical sensing technologies, (5) data processing techniques and modelling for disease detection, and (6) comparison of the costs. Finally, the current challenges and novel ideas of optical sensing for detecting plant viruses are discussed.

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