Early detection of two-spotted spider mite damage to pepper leaves by spectral means

I. Herrmann; M. Berenstein; T. Paz-Kagan; A. Sade; A. Karnieli

doi:10.3920/978-90-8686-814-8_82

Early detection of two-spotted spider mite damage to pepper leaves by spectral means

I. Herrmann
, M. Berenstein
, T. Paz-Kagan
, A. Sade
, A. Karnieli

The Swiss Institute for Dryland Environmental and Energy Research

Ben-Gurion University of the Negev

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

Abstract

The two-spotted spider mite (TSSM; Tetranychus urticae Koch) feeds on the underside of leaves, piercing the chloroplast-containing cells and causing significant damage to crops in fields, as well as in greenhouses. It is hypothesized that under the optimal plant growth conditions available in greenhouses, spectral monitoring of the upper leaves can lead to TSSM-damage identification even in the early stages of infestation. This study examined the spectral reflectance data of greenhouse pepper (Capsicum annuum) leaves at four TSSM damage levels. Vegetation indices were calculated and shown to reliably correspond to damage levels. The partial least squares discriminant analysis classification method was applied and resulted in 100% classification success for early damage detection. Therefore, consistent separation between increasing TSSM damage levels can be provided, and early identification of TSSM greenhouse pepper leaf damage can be obtained by spectral means under laboratory conditions. The potential of using spectral identification in commercial greenhouses is discussed.

Original language	English
Title of host publication	Precision Agriculture 2015 - Papers Presented at the 10th European Conference on Precision Agriculture, ECPA 2015
Editors	John V. Stafford
Publisher	Wageningen Academic Publishers
Pages	661-666
Number of pages	6
ISBN (Electronic)	9789086862672
DOIs	https://doi.org/10.3920/978-90-8686-814-8_82
State	Published - 1 Jan 2015
Event	10th European Conference on Precision Agriculture, ECPA 2015 - Tel-Aviv, Israel Duration: 12 Jul 2015 → 16 Jul 2015

Publication series

Name	Precision Agriculture 2015 - Papers Presented at the 10th European Conference on Precision Agriculture, ECPA 2015

Conference

Conference	10th European Conference on Precision Agriculture, ECPA 2015
Country/Territory	Israel
City	Tel-Aviv
Period	12/07/15 → 16/07/15

UN SDGs

This output contributes to the following UN Sustainable Development Goals (SDGs)

SDG 2 Zero Hunger

Keywords

Damage detection
Partial least squares discriminant analysis
Spectral assessment
Two-spotted spider mite

ASJC Scopus subject areas

Agronomy and Crop Science
Computer Science Applications

Access to Document

10.3920/978-90-8686-814-8_82

Cite this

Herrmann, I., Berenstein, M., Paz-Kagan, T., Sade, A., & Karnieli, A. (2015). Early detection of two-spotted spider mite damage to pepper leaves by spectral means. In J. V. Stafford (Ed.), Precision Agriculture 2015 - Papers Presented at the 10th European Conference on Precision Agriculture, ECPA 2015 (pp. 661-666). (Precision Agriculture 2015 - Papers Presented at the 10th European Conference on Precision Agriculture, ECPA 2015). Wageningen Academic Publishers. https://doi.org/10.3920/978-90-8686-814-8_82

Herrmann, I. ; Berenstein, M. ; Paz-Kagan, T. et al. / Early detection of two-spotted spider mite damage to pepper leaves by spectral means. Precision Agriculture 2015 - Papers Presented at the 10th European Conference on Precision Agriculture, ECPA 2015. editor / John V. Stafford. Wageningen Academic Publishers, 2015. pp. 661-666 (Precision Agriculture 2015 - Papers Presented at the 10th European Conference on Precision Agriculture, ECPA 2015).

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title = "Early detection of two-spotted spider mite damage to pepper leaves by spectral means",

abstract = "The two-spotted spider mite (TSSM; Tetranychus urticae Koch) feeds on the underside of leaves, piercing the chloroplast-containing cells and causing significant damage to crops in fields, as well as in greenhouses. It is hypothesized that under the optimal plant growth conditions available in greenhouses, spectral monitoring of the upper leaves can lead to TSSM-damage identification even in the early stages of infestation. This study examined the spectral reflectance data of greenhouse pepper (Capsicum annuum) leaves at four TSSM damage levels. Vegetation indices were calculated and shown to reliably correspond to damage levels. The partial least squares discriminant analysis classification method was applied and resulted in 100\% classification success for early damage detection. Therefore, consistent separation between increasing TSSM damage levels can be provided, and early identification of TSSM greenhouse pepper leaf damage can be obtained by spectral means under laboratory conditions. The potential of using spectral identification in commercial greenhouses is discussed.",

keywords = "Damage detection, Partial least squares discriminant analysis, Spectral assessment, Two-spotted spider mite",

author = "I. Herrmann and M. Berenstein and T. Paz-Kagan and A. Sade and A. Karnieli",

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Herrmann, I, Berenstein, M, Paz-Kagan, T, Sade, A & Karnieli, A 2015, Early detection of two-spotted spider mite damage to pepper leaves by spectral means. in JV Stafford (ed.), Precision Agriculture 2015 - Papers Presented at the 10th European Conference on Precision Agriculture, ECPA 2015. Precision Agriculture 2015 - Papers Presented at the 10th European Conference on Precision Agriculture, ECPA 2015, Wageningen Academic Publishers, pp. 661-666, 10th European Conference on Precision Agriculture, ECPA 2015, Tel-Aviv, Israel, 12/07/15. https://doi.org/10.3920/978-90-8686-814-8_82

Early detection of two-spotted spider mite damage to pepper leaves by spectral means. / Herrmann, I.; Berenstein, M.; Paz-Kagan, T. et al.
Precision Agriculture 2015 - Papers Presented at the 10th European Conference on Precision Agriculture, ECPA 2015. ed. / John V. Stafford. Wageningen Academic Publishers, 2015. p. 661-666 (Precision Agriculture 2015 - Papers Presented at the 10th European Conference on Precision Agriculture, ECPA 2015).

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

TY - GEN

T1 - Early detection of two-spotted spider mite damage to pepper leaves by spectral means

AU - Herrmann, I.

AU - Berenstein, M.

AU - Paz-Kagan, T.

AU - Sade, A.

AU - Karnieli, A.

PY - 2015/1/1

Y1 - 2015/1/1

N2 - The two-spotted spider mite (TSSM; Tetranychus urticae Koch) feeds on the underside of leaves, piercing the chloroplast-containing cells and causing significant damage to crops in fields, as well as in greenhouses. It is hypothesized that under the optimal plant growth conditions available in greenhouses, spectral monitoring of the upper leaves can lead to TSSM-damage identification even in the early stages of infestation. This study examined the spectral reflectance data of greenhouse pepper (Capsicum annuum) leaves at four TSSM damage levels. Vegetation indices were calculated and shown to reliably correspond to damage levels. The partial least squares discriminant analysis classification method was applied and resulted in 100% classification success for early damage detection. Therefore, consistent separation between increasing TSSM damage levels can be provided, and early identification of TSSM greenhouse pepper leaf damage can be obtained by spectral means under laboratory conditions. The potential of using spectral identification in commercial greenhouses is discussed.

AB - The two-spotted spider mite (TSSM; Tetranychus urticae Koch) feeds on the underside of leaves, piercing the chloroplast-containing cells and causing significant damage to crops in fields, as well as in greenhouses. It is hypothesized that under the optimal plant growth conditions available in greenhouses, spectral monitoring of the upper leaves can lead to TSSM-damage identification even in the early stages of infestation. This study examined the spectral reflectance data of greenhouse pepper (Capsicum annuum) leaves at four TSSM damage levels. Vegetation indices were calculated and shown to reliably correspond to damage levels. The partial least squares discriminant analysis classification method was applied and resulted in 100% classification success for early damage detection. Therefore, consistent separation between increasing TSSM damage levels can be provided, and early identification of TSSM greenhouse pepper leaf damage can be obtained by spectral means under laboratory conditions. The potential of using spectral identification in commercial greenhouses is discussed.

KW - Damage detection

KW - Partial least squares discriminant analysis

KW - Spectral assessment

KW - Two-spotted spider mite

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U2 - 10.3920/978-90-8686-814-8_82

DO - 10.3920/978-90-8686-814-8_82

M3 - منشور من مؤتمر

T3 - Precision Agriculture 2015 - Papers Presented at the 10th European Conference on Precision Agriculture, ECPA 2015

SP - 661

EP - 666

BT - Precision Agriculture 2015 - Papers Presented at the 10th European Conference on Precision Agriculture, ECPA 2015

A2 - Stafford, John V.

PB - Wageningen Academic Publishers

T2 - 10th European Conference on Precision Agriculture, ECPA 2015

Y2 - 12 July 2015 through 16 July 2015

ER -

Herrmann I, Berenstein M, Paz-Kagan T, Sade A, Karnieli A. Early detection of two-spotted spider mite damage to pepper leaves by spectral means. In Stafford JV, editor, Precision Agriculture 2015 - Papers Presented at the 10th European Conference on Precision Agriculture, ECPA 2015. Wageningen Academic Publishers. 2015. p. 661-666. (Precision Agriculture 2015 - Papers Presented at the 10th European Conference on Precision Agriculture, ECPA 2015). doi: 10.3920/978-90-8686-814-8_82

Early detection of two-spotted spider mite damage to pepper leaves by spectral means

Abstract

Publication series

Conference

UN SDGs

Keywords

ASJC Scopus subject areas

Access to Document

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