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P. V, M. I. GNViT- An enhanced image-based groundnut pest classification using Vision Transformer (ViT) model. PLoS One 2024; 19:e0301174. [PMID: 38527074 PMCID: PMC10962840 DOI: 10.1371/journal.pone.0301174] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/07/2023] [Accepted: 03/12/2024] [Indexed: 03/27/2024] Open
Abstract
Crop losses caused by diseases and pests present substantial challenges to global agriculture, with groundnut crops particularly vulnerable to their detrimental effects. This study introduces the Groundnut Vision Transformer (GNViT) model, a novel approach that harnesses a pre-trained Vision Transformer (ViT) on the ImageNet dataset. The primary goal is to detect and classify various pests affecting groundnut crops. Rigorous training and evaluation were conducted using a comprehensive dataset from IP102, encompassing pests such as Thrips, Aphids, Armyworms, and Wireworms. The GNViT model's effectiveness was assessed using reliability metrics, including the F1-score, recall, and overall accuracy. Data augmentation with GNViT resulted in a significant increase in training accuracy, achieving 99.52%. Comparative analysis highlighted the GNViT model's superior performance, particularly in accuracy, compared to state-of-the-art methodologies. These findings underscore the potential of deep learning models, such as GNViT, in providing reliable pest classification solutions for groundnut crops. The deployment of advanced technological solutions brings us closer to the overarching goal of reducing crop losses and enhancing global food security for the growing population.
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Affiliation(s)
- Venkatasaichandrakanth P.
- School of Computer Science Engineering and Information Systems, Vellore Institute of Technology, Vellore, Tamilnadu, India
| | - Iyapparaja M.
- School of Computer Science Engineering and Information Systems, Vellore Institute of Technology, Vellore, Tamilnadu, India
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Rashed A, van Herk WG. Pest Elaterids of North America: New Insights and Opportunities for Management. ANNUAL REVIEW OF ENTOMOLOGY 2024; 69:1-20. [PMID: 37562049 DOI: 10.1146/annurev-ento-120220-123249] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 08/12/2023]
Abstract
The larval stages of click beetle (Coleoptera: Elateridae) species, several of which are serious agricultural pests, are called wireworms. Their cryptic subterranean habitat, resilience, among-species differences in ecology and biology, and broad host range, as well as the lack of objective economic injury thresholds, have rendered wireworms a challenging pest complex to control. Significant progress has been made in recent years, introducing a new effective class of insecticides and improving species identification and our understanding of species-specific phenology, chemical ecology (i.e., adult sex pheromones and larval olfactory cues), and abiotic and biotic factors influencing the efficacy of biological control agents. These new developments have created opportunities for further research into improving our risk assessment, monitoring, and integrated pest management capabilities.
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Affiliation(s)
- Arash Rashed
- Department of Entomology, Southern Piedmont Agricultural Research and Extension Center, Virginia Tech, Blackstone, Virginia, USA;
| | - Willem G van Herk
- Agassiz Research and Development Centre, Agriculture and Agri-Food Canada, Agassiz, British Columbia, Canada;
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Pagani MK, Johnson TB, Doughty HB, McIntyre KC, Kuhar TP. Burkholderia spp.-based biopesticide controls wireworms (Coleoptera: Elateridae) in potatoes. JOURNAL OF ECONOMIC ENTOMOLOGY 2023; 116:1934-1938. [PMID: 37478407 DOI: 10.1093/jee/toad146] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/22/2022] [Revised: 06/09/2023] [Accepted: 07/13/2023] [Indexed: 07/23/2023]
Abstract
Wireworms (Coleoptera: Elateridae) are economically significant pests of potatoes (Solanum tuberosum), damaging the marketable portion of the crop by feeding and tunneling into tubers. While conventional potato growers use the few registered synthetic insecticides to control wireworms, certified organic growers are left with less options due to the limited effectiveness of the available insecticides. Biologically derived pesticides provide an additional alternative for both systems. Certain gram-negative proteobacteria, such as Burkholderia spp., possess insecticidal compounds. However, very little is known about their efficacy on wireworms. From 2018 to 2021, we conducted experiments in Virginia to assess the efficacy of a Burkholderia spp.-based commercial pesticide, Majestene, as a wireworm control in potatoes. In a lab experiment, soil drench application of this insecticide at a rate of 66 g a.i. per 1 liter resulted in 30% wireworm mortality and significantly reduced wireworm feeding damage on potato tubers. In the field, in-furrow applications of Burkholderia spp. at a rate of 17.66 kg a.i. per ha significantly reduced wireworm damage to tubers in 2 of 7 field experiments conducted. By comparison, the commercial standard insecticide, bifenthrin, significantly reduced tuber damage in 3 of the 7 field experiments. Our study demonstrates the prospect for proteobacteria-derived insecticides for control of wireworms and potentially other soil-dwelling insects. In conclusion, findings present growers with another option to combat wireworm pressure, especially in organic systems.
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Affiliation(s)
- Mika K Pagani
- Department of Entomology, Virginia Tech, Blacksburg, VA 24061, USA
| | | | - Hélène B Doughty
- Eastern Shore Agricultural Research and Extension Center, Virginia Tech, Painter, VA 23420, USA
| | - Kelly C McIntyre
- Department of Entomology, Virginia Tech, Blacksburg, VA 24061, USA
| | - Thomas P Kuhar
- Department of Entomology, Virginia Tech, Blacksburg, VA 24061, USA
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Pereira HC, Pereira FF, Insabrald VB, Rodrigues A, Lucchetta JT, Silva FWS, Fernandes WC, Carneiro ZDF, Périgo PHB, Zanuncio JC. Selectivity of Insecticides to a Pupal Parasitoid, Trichospilus diatraeae (Hymenoptera: Eulophidae), of Soybean Caterpillars. INSECTS 2023; 14:217. [PMID: 36975902 PMCID: PMC10053883 DOI: 10.3390/insects14030217] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 12/04/2022] [Revised: 02/14/2023] [Accepted: 02/20/2023] [Indexed: 06/18/2023]
Abstract
Selectivity is an important aspect of modern insecticides to be able to target pests whilst maintaining beneficial entomofauna in the crop. The present objective was to assess the selectivity of different insecticides for the pupal parasitoid of soybean caterpillars, i.e., Trichospilus diatraeae Cherian & Margabandhu, 1942 (Hymenoptera: Eulophidae). Acephate, azadirachtin, Bacillus thuringiensis (Bt), deltamethrin, lufenuron, teflubenzuron and thiamethoxam + lambda-cyhalothrin at the highest recommended concentrations for the soybean looper Chrysodeixis includens (Walker, [1858]) (Lepidoptera: Noctuidae), as well as water in the control, were used against the pupal parasitoid T. diatraeae. The insecticides and the control were sprayed on the soybean leaves, which were left to dry naturally and placed in cages with T. diatraeae females in each one. Survival data were submitted to analysis of variance (ANOVA) and the means were compared using Tukey's HSD test (α = 0.05). Survival curves were plotted according to the Kaplan-Meier method, and the pairs of curves were compared using the log-rank test at 5% probability. The insecticides azadirachtin, Bt, lufenuron and teflubenzuron did not affect T. diatraeae survival, while deltamethrin and thiamethoxam + lambda-cyhalothrin presented low toxicity and acephate was highly toxic, causing 100% mortality in the parasitoid. Azadirachtin, Bt, lufenuron and teflubenzuron are selective for T. diatraeae and could be used in IPM programs.
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Affiliation(s)
- Helter Carlos Pereira
- Departamento de Ciências Agrárias, Universidade Federal da Grande Dourados, Dourados 79804, Brazil
| | - Fabricio Fagundes Pereira
- Departamento de Ciências Biológicas e Ambientais, Universidade Federal da Grande Dourados, Dourados 79804, Brazil
| | - Vitor Bortolanza Insabrald
- Departamento de Ciências Biológicas e Ambientais, Universidade Federal da Grande Dourados, Dourados 79804, Brazil
| | - Augusto Rodrigues
- Departamento de Ciências Biológicas e Ambientais, Universidade Federal da Grande Dourados, Dourados 79804, Brazil
| | - Jéssica Terilli Lucchetta
- Departamento de Ciências Biológicas e Ambientais, Universidade Federal da Grande Dourados, Dourados 79804, Brazil
| | | | - Winnie Cezario Fernandes
- Departamento de Ciências Biológicas e Ambientais, Universidade Federal da Grande Dourados, Dourados 79804, Brazil
| | - Zenilda de Fatima Carneiro
- Departamento de Ciências Agrárias, Universidade Tecnológica Federal do Paraná, Pato Branco 85503, Brazil
| | - Pedro Henrique Breda Périgo
- Departamento de Ciências Biológicas e Ambientais, Universidade Federal da Grande Dourados, Dourados 79804, Brazil
| | - José Cola Zanuncio
- Departamento de Entomologia/BIOAGRO, Universidade Federal de Viçosa, Viçosa 36570, Brazil
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Askar AG, Yüksel E, Bozbuğa R, Öcal A, Kütük H, Dinçer D, Canhilal R, Dababat AA, İmren M. Evaluation of Entomopathogenic Nematodes against Common Wireworm Species in Potato Cultivation. Pathogens 2023; 12:pathogens12020288. [PMID: 36839560 PMCID: PMC9961910 DOI: 10.3390/pathogens12020288] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/04/2023] [Revised: 01/13/2023] [Accepted: 01/18/2023] [Indexed: 02/12/2023] Open
Abstract
Wireworms (Coleoptera: Elateridae) are common insect pests that attack a wide range of economically important crops including potatoes. The control of wireworms is of prime importance in potato production due to the potential damage of the larvae to tuber quantity and quality. Chemical insecticides, the main control strategy against wireworms, generally fail to provide satisfactory control due to the lack of available chemicals and the soil-dwelling habits of the larvae. In the last decades, new eco-friendly concepts have emerged in the sustainable control of wireworms, one of which is entomopathogenic nematodes (EPNs). EPNs are soil-inhabitant organisms and represent an ecological approach to controlling a great variety of soil-dwelling insect pests. In this study, the susceptibility of Agriotes sputator Linnaeus and A. rufipalpis Brullé larvae, the most common wireworm species in potato cultivation in Türkiye, to native EPN strains [Steinernema carpocapsae (Sc_BL22), S. feltiae (Sf_BL24 and Sf_KAY4), and Heterorhabditis bacteriophora (Hb_KAY10 and Hb_AF12)] were evaluated at two temperatures (25 and 30 °C) in pot experiments. Heterorhabditis bacteriophora Hb_AF12 was the most effective strain at 30 °C six days post-inoculation and caused 37.5% mortality to A. rufipalpis larvae. Agriotes sputator larvae were more susceptible to tested EPNs at the same exposure time, and 50% mortality was achieved by two EPNs species, Hb_AF12 and Sc_BL22. All EPN species/strains induced mortality over 70% to both wireworm species at both temperatures at 100 IJs/cm2, 18 days post-treatment. The results suggest that tested EPN species/strains have great potential in the control of A. sputator and A. rufipalpis larvae.
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Affiliation(s)
- Arife Gümüş Askar
- Istanbul Directorate of Agricultural Quarantine, Bakırköy, 34149 Istanbul, Türkiye
- Correspondence: (A.G.A.); (E.Y.)
| | - Ebubekir Yüksel
- Department of Plant Protection, Faculty of Agriculture, Kayseri Erciyes University, Melikgazi, 38030 Kayseri, Türkiye
- Correspondence: (A.G.A.); (E.Y.)
| | - Refik Bozbuğa
- Department of Plant Protection, Faculty of Agriculture, Eskişehir Osmangazi University, Odunpazarı, 26160 Eskişehir, Türkiye
| | - Atilla Öcal
- Atatürk Horticultural Central Research Institute, Merkez, 77100 Yalova, Türkiye
| | - Halil Kütük
- Department of Plant Protection, Faculty of Agriculture, Bolu Abant Izzet Baysal University, Gölköy, 14030 Bolu, Türkiye
| | - Dilek Dinçer
- Biological Control Research Institute, Yüreğir, 01321 Adana, Türkiye
| | - Ramazan Canhilal
- Department of Plant Protection, Faculty of Agriculture, Kayseri Erciyes University, Melikgazi, 38030 Kayseri, Türkiye
| | - Abdelfattah A. Dababat
- International Maize and Wheat Improvement Centre (CIMMYT) 39, Emek, 06511 Ankara, Türkiye
| | - Mustafa İmren
- Department of Plant Protection, Faculty of Agriculture, Bolu Abant Izzet Baysal University, Gölköy, 14030 Bolu, Türkiye
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