Non-destructive detection of asymptomatic Ganoderma boninense infection of oil palm seedlings using NIR-hyperspectral data and support vector machine
Breeding programs to develop planting materials resistant to G. boninense involve a manual census to monitor the progress of the disease development associated with various treatments. It is prone to error due to a lack of experience and subjective judgements. This study focuses on the early dete...
| Main Authors: | Bejo, Siti Khairunniza, Shahibullah, Muhamad Syahir, Noor Azmi, Aiman Nabilah, Jahari, Mahirah |
|---|---|
| Format: | Article |
| Published: |
MDPI
2021
|
| Online Access: | http://psasir.upm.edu.my/id/eprint/94368/ |
Similar Items
Identification of a suitable machine learning model for detection of asymptomatic Ganoderma boninense infection in oil palm seedlings using hyperspectral data
by: Noor Azmi, Aiman Nabilah, et al.
Published: (2021)
by: Noor Azmi, Aiman Nabilah, et al.
Published: (2021)
Early detection of Ganoderma boninense in oil palm seedlings using support vector machines
by: Noor Azmi, Aiman Nabilah, et al.
Published: (2020)
by: Noor Azmi, Aiman Nabilah, et al.
Published: (2020)
Early detection of Ganoderma boninense in oil palm seedlings using hyperspectral images and machine learning classification techniques
by: Noor Azmi, Aiman Nabilah
Published: (2021)
by: Noor Azmi, Aiman Nabilah
Published: (2021)
Differences between healthy and Ganoderma boninense infected oil palm seedlings using spectral reflectance of young leaf data
by: Noor Azmi, Aiman Nabilah, et al.
Published: (2021)
by: Noor Azmi, Aiman Nabilah, et al.
Published: (2021)
Temporal changes analysis of soil properties associated with Ganoderma boninense Pat. infection in oil palm seedlings in a controlled environment
by: Abdul Aziz, Mohd Hamim, et al.
Published: (2021)
by: Abdul Aziz, Mohd Hamim, et al.
Published: (2021)
Terahertz sensing analysis for early detection of ganoderma boninense disease using near infrared (NIR) spectrometer
by: Mas Ira Syafila, Mohd Hilmi Tan
Published: (2023)
by: Mas Ira Syafila, Mohd Hilmi Tan
Published: (2023)
Detection of phytosterols in Ganoderma boninense-infected oil palm seedlings through GC-MS analysis.
by: S. A. , Nusaibah, et al.
Published: (2011)
by: S. A. , Nusaibah, et al.
Published: (2011)
Effects of Calcium and Copper on Lignin Biosynthesis and Suppression of Ganoderma Boninense Infection in Oil Palm Seedlings
by: Ahmad Azmi, Nur Sabrina
Published: (2011)
by: Ahmad Azmi, Nur Sabrina
Published: (2011)
Induced biochemical changes in Ganoderma boninense infected Elaeis guineensis seedlings in response to biocontrol treatments
by: Tuan Hassan, Tuan Muhammad Syafiq, et al.
Published: (2023)
by: Tuan Hassan, Tuan Muhammad Syafiq, et al.
Published: (2023)
Severity of Ganoderma boninense disease classification using SAR data
by: Che Hashim, Izrahayu, et al.
Published: (2018)
by: Che Hashim, Izrahayu, et al.
Published: (2018)
Leaf nutrient status in relation to severity of Ganoderma infection in oil palm seedlings artificially infected with Ganoderma boninense using root inoculation technique
by: Idris, Nuranis, et al.
Published: (2016)
by: Idris, Nuranis, et al.
Published: (2016)
NIR hyperspectral imaging for predicting the composition of granular food commodities
by: Caporaso, Nicola
Published: (2018)
by: Caporaso, Nicola
Published: (2018)
Automatic disease detection of basal stem rot using deep learning and hyperspectral imaging
by: Yong, Lai Zhi, et al.
Published: (2022)
by: Yong, Lai Zhi, et al.
Published: (2022)
Role of benzoic and salicylic acids in the immunization of oil palm seedlings-challenged by Ganoderma boninense
by: Surendran, Arthyv, et al.
Published: (2018)
by: Surendran, Arthyv, et al.
Published: (2018)
Expression of selected pathogenesis-related proteins at early stage of Ganoderma boninense infection in Elaeis guineensis jacq. seedlings
by: Ramli, Redzyque Ramza
Published: (2019)
by: Ramli, Redzyque Ramza
Published: (2019)
Effect of NPK on Ganoderma boninense sp. suppression on oil palm seedlings measured by proximal sensing
by: Khalid, Siti Noraishah
Published: (2015)
by: Khalid, Siti Noraishah
Published: (2015)
Proficiency of biocontrol agents as plant growth promoters and hydrolytic enzyme producers in Ganoderma boninense infected oil palm seedlings
by: M.S., Muniroh, et al.
Published: (2019)
by: M.S., Muniroh, et al.
Published: (2019)
Aggressiveness of ganoderma boninense isolates
On the vegetative growth of oil palm
(Elaeis guineensis) seedlings at different ages
by: Goh, Y.K., et al.
Published: (2014)
by: Goh, Y.K., et al.
Published: (2014)
Innovative non-destructive technologies for quality monitoring of pineapples: recent advances and applications
by: Mohd Ali, Maimunah, et al.
Published: (2023)
by: Mohd Ali, Maimunah, et al.
Published: (2023)
Metabolite profiling and defense gene expression of susceptible and tolerant oil palm seedling progenies at early stage of Ganoderma boninense infection
by: Syd Ali, Nusaibah
Published: (2012)
by: Syd Ali, Nusaibah
Published: (2012)
Effects of naturally occuring phenolic compound on cell wall degrading enzymes and suppression of Ganoderma boninense infection in oil palm seedlings
by: Surendran, Arthy
Published: (2018)
by: Surendran, Arthy
Published: (2018)
Internet of things-based soil sensing platform for Ganoderma boninense infection detection in oil palm seedlings using machine learning
by: Abdul Aziz, Mohd Hamim
Published: (2021)
by: Abdul Aziz, Mohd Hamim
Published: (2021)
Metabolite profile and gene expression of the roots of oil palm seedlings treated with Hendersonia GanoEF1 and infected with Ganoderma boninense
by: Ismail, Muhammad Faiz, et al.
Published: (2021)
by: Ismail, Muhammad Faiz, et al.
Published: (2021)
Detection of Ganoderma boninense diseases of palm oil trees using machine learning
by: Yu, Hong Haw, et al.
Published: (2023)
by: Yu, Hong Haw, et al.
Published: (2023)
Determination of Biological Species of Ganoderma Boninense (Pat.) and Their Pathogenic Potential on Oil Palm (Elaeis Guineensis Jacq.) Seedlings
by: Malik Habib, Nelson
Published: (2002)
by: Malik Habib, Nelson
Published: (2002)
Combination model for freshness prediction of pork using VIS/NIR hyperspectral imaging with chemometrics
by: Choi, Minwoo, et al.
Published: (2025)
by: Choi, Minwoo, et al.
Published: (2025)
Ergosterol from the soilborne fungus Ganoderma boninense.
by: Toh Choon, R.L., et al.
Published: (2011)
by: Toh Choon, R.L., et al.
Published: (2011)
Detection and control of Ganoderma boninense : strategies and perspectives
by: Hushiarian, Roozbeh, et al.
Published: (2013)
by: Hushiarian, Roozbeh, et al.
Published: (2013)
Effect of Arbuscular Mycorrhiza on Oil Palm Seedling Growth and Development of Basal Stem Rot Disease Caused by Ganoderma Boninense
by: Maria Viva Rini
Published: (2001)
by: Maria Viva Rini
Published: (2001)
Isolation of Chitinase CDNAs and their Expressions in Oil Palm Elaeis Quineesis Jacq. Seedlings in Interaction with Ganoderma Boninense Pat. and Trichoderma
by: Naher, Laila
Published: (2011)
by: Naher, Laila
Published: (2011)
Effects of micronutrients (Boron, Copper, Manganese) on Ganoderma boninense suppression on oil palm seedlings measured by using proximal sensors
by: Mohd Zahir, Mohammad Hilmi
Published: (2015)
by: Mohd Zahir, Mohammad Hilmi
Published: (2015)
Spectral discrimination of healthy and Ganoderma-infected oil palms from hyperspectral data.
by: Mohd Shafri, Helmi Zulhaidi, et al.
Published: (2011)
by: Mohd Shafri, Helmi Zulhaidi, et al.
Published: (2011)
Nondestructive freshness evaluation of mackerel fish using Vis/NIR hyperspectral imaging and multivariate analysis
by: Ryu, Jiwon, et al.
Published: (2024)
by: Ryu, Jiwon, et al.
Published: (2024)
Expression of selected groups of pathogenesis-related (PR) proteins at early stage of Ganoderma boninense infection of oil palm (Elaeis guineensis Jacq.) seedlings
by: Ramli, Redzyque Ramza, et al.
Published: (2017)
by: Ramli, Redzyque Ramza, et al.
Published: (2017)
Fungal Metabolites for Assessment of Ganoderma Boninense Pat. Infection in Oil Palm
by: Lieu, Roger Toh Choon
Published: (2011)
by: Lieu, Roger Toh Choon
Published: (2011)
Ultrasonic characterisation of oil palm trunk infected by Ganoderma boninense disease
by: Mamat, Mohd Khairul Najmie
Published: (2011)
by: Mamat, Mohd Khairul Najmie
Published: (2011)
Comparison between linear and quadratic models for Ganoderma classification
by: Husin, Nur Azuan, et al.
Published: (2018)
by: Husin, Nur Azuan, et al.
Published: (2018)
Ganoderma boninense Pat. from oil palm in Malaysia
by: Ho, Yin Wan, et al.
Published: (1986)
by: Ho, Yin Wan, et al.
Published: (1986)
Phytol-containing seaweed extracts as control for Ganoderma boninense
by: Abdul Aziz, Syamimi Diyana, et al.
Published: (2019)
by: Abdul Aziz, Syamimi Diyana, et al.
Published: (2019)
Molecular analyses of nonribosomal peptide synthetase in Ganoderma boninense
by: Chua, Jackie
Published: (2015)
by: Chua, Jackie
Published: (2015)
Similar Items
-
Identification of a suitable machine learning model for detection of asymptomatic Ganoderma boninense infection in oil palm seedlings using hyperspectral data
by: Noor Azmi, Aiman Nabilah, et al.
Published: (2021) -
Early detection of Ganoderma boninense in oil palm seedlings using support vector machines
by: Noor Azmi, Aiman Nabilah, et al.
Published: (2020) -
Early detection of Ganoderma boninense in oil palm seedlings using hyperspectral images and machine learning classification techniques
by: Noor Azmi, Aiman Nabilah
Published: (2021) -
Differences between healthy and Ganoderma boninense infected oil palm seedlings using spectral reflectance of young leaf data
by: Noor Azmi, Aiman Nabilah, et al.
Published: (2021) -
Temporal changes analysis of soil properties associated with Ganoderma boninense Pat. infection in oil palm seedlings in a controlled environment
by: Abdul Aziz, Mohd Hamim, et al.
Published: (2021)