Crop Protection最新文献

筛选
英文 中文
Annona spp. derivatives: Sublethal effects and behavioral interference on the European pepper moth and an associated predator
IF 2.5 2区 农林科学
Crop Protection Pub Date : 2025-01-21 DOI: 10.1016/j.cropro.2025.107127
Rodrimar Barboza Gonçalves , Maria Aparecida Cassilha Zawadneak , Mireli Trombin de Souza , Daniel Bernardi , Michele Trombin de Souza , Leandro do Prado Ribeiro , Ida Chapaval Pimentel , Emily Silva Araujo
{"title":"Annona spp. derivatives: Sublethal effects and behavioral interference on the European pepper moth and an associated predator","authors":"Rodrimar Barboza Gonçalves ,&nbsp;Maria Aparecida Cassilha Zawadneak ,&nbsp;Mireli Trombin de Souza ,&nbsp;Daniel Bernardi ,&nbsp;Michele Trombin de Souza ,&nbsp;Leandro do Prado Ribeiro ,&nbsp;Ida Chapaval Pimentel ,&nbsp;Emily Silva Araujo","doi":"10.1016/j.cropro.2025.107127","DOIUrl":"10.1016/j.cropro.2025.107127","url":null,"abstract":"<div><div>Allelochemicals from <em>Annona</em> (Annonaceae) species can be a sustainable tool in the control of the European pepper moth, <em>Duponchelia fovealis</em>, a key pest of strawberry. In this study, we assessed the sublethal (LC<sub>25</sub>) effects of aqueous emulsions prepared from ethanolic seed extracts (ESA) of <em>Annona mucosa</em> and <em>Annona sylvatica</em> on reproductive parameters of <em>D. fovealis</em> and on its associated predator, <em>Chrysoperla externa</em> larvae. An annonin-based botanical insecticide (Anosom® 1 EC) and a chlorfenapyr-based synthetic insecticide (Pirate®) were used as positive controls. In addition, we evaluated the damages to the excretory and nervous systems of <em>D. fovealis</em> larvae by means of histological assessments. The toxicity of ESA prepared from <em>A. mucosa</em> (LC<sub>25</sub>) was lower than that of Anosom® 1 EC. Male longevity was inhibited when couples were exposed to Anosom® 1 EC, while males treated with ESA <em>A. sylvatica</em> showed the highest longevity. When males were exposed to ESA <em>A. mucosa</em>, a considerable reduction in the number of eggs was observed. In contrast, the number of eggs increased when males were exposed to Pirate®. No avoidance was observed when larvae were treated with ESA <em>A. mucosa</em> or Anosom® 1 EC, whereas for ESA <em>A. sylvatica</em> or Pirate® larvae were attracted. Concerning <em>C. externa</em>, ESA caused avoidance, but no behavioral interference was observed for Anosom® 1 EC, while attraction occurred for Pirate®. Histological alterations in larvae organs were observed when treated with ESA (LC<sub>25</sub>) from <em>A. mucosa</em> and <em>A. sylvatica</em>. Our results proved the potential of ESA, even at low concentrations, in the framework of <em>D. fovealis</em> integrated management.</div></div>","PeriodicalId":10785,"journal":{"name":"Crop Protection","volume":"190 ","pages":"Article 107127"},"PeriodicalIF":2.5,"publicationDate":"2025-01-21","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143055158","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"农林科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Biological characteristics and pathogenicity of entomopathogenic Beauveria bassiana (Bals.-Criv.) Vuill (Hypocreales: Cordycipitaceae) isolated from soils in Northern Kenya against desert locust (Schistocerca gregaria) (Forskål) (Orthoptera: Acrididae)
IF 2.5 2区 农林科学
Crop Protection Pub Date : 2025-01-20 DOI: 10.1016/j.cropro.2025.107126
Pamela C. Mwikali , Lizzy A. Mwamburi , Simon Peter Musinguzi
{"title":"Biological characteristics and pathogenicity of entomopathogenic Beauveria bassiana (Bals.-Criv.) Vuill (Hypocreales: Cordycipitaceae) isolated from soils in Northern Kenya against desert locust (Schistocerca gregaria) (Forskål) (Orthoptera: Acrididae)","authors":"Pamela C. Mwikali ,&nbsp;Lizzy A. Mwamburi ,&nbsp;Simon Peter Musinguzi","doi":"10.1016/j.cropro.2025.107126","DOIUrl":"10.1016/j.cropro.2025.107126","url":null,"abstract":"<div><div>The Horn of Africa has witnessed an episodic upsurge in invasion by desert locust (<em>Schistocerca gregaria</em> Forskål). In Kenya, unusually larger swarms of desert locust were reported in 2019 and 2020. Entomopathogenic fungi, specifically the genus <em>Beauveria</em>, a cosmopolitan teleomorphic and anamorphic group of fungi, effectively control several insect pests. However, there is less information concerning their morphological and molecular characteristics and potential pathogenic characteristics on desert locust during upsurge in the more vulnerable regions of the Horn of Africa. In this study, we characterized isolates of <em>Beauveria bassiana</em> from two agro-ecological zones (Isiolo and Laikipia Counties) in Northern Kenya through morphological and molecular techniques and test their potential pathogenicity against adult desert locust. Samples were isolated using the <em>Galleria</em> bait method and cultured on solid Sabourand Dextrose Agar Yeast (SDAY). A total of 24 isolates were identified in 120 soil samples based on morphological characteristics such as colour of the colony, colony shapes, elevation, and shapes of the conidia. Seven isolates were positively identified using genetic technique based on rDNA-ITS regions. The isolates growth rates ranged from 1.6 to 2.5 mm/day with marked significant differences (<em>P</em> &lt; 0.05). All isolates of <em>B. bassiana</em> were pathogenic to <em>S. gregaria</em> in cages, causing mortality ranging from 63 to 100% after 14 days post-inoculation. This study demonstrated variations in characteristics of <em>B. bassiana</em> isolates from a region heavily infested with desert locust, with potential high pathogenicity of the fungi on the insect pest.</div></div>","PeriodicalId":10785,"journal":{"name":"Crop Protection","volume":"190 ","pages":"Article 107126"},"PeriodicalIF":2.5,"publicationDate":"2025-01-20","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143055159","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"农林科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Site-specific mechanical weed management in maize (Zea mays) in North-West Germany
IF 2.5 2区 农林科学
Crop Protection Pub Date : 2025-01-19 DOI: 10.1016/j.cropro.2025.107123
Tobias Reuter , Konstantin Nahrstedt , Lucas Wittstruck , Thomas Jarmer , Gabriele Broll , Dieter Trautz
{"title":"Site-specific mechanical weed management in maize (Zea mays) in North-West Germany","authors":"Tobias Reuter ,&nbsp;Konstantin Nahrstedt ,&nbsp;Lucas Wittstruck ,&nbsp;Thomas Jarmer ,&nbsp;Gabriele Broll ,&nbsp;Dieter Trautz","doi":"10.1016/j.cropro.2025.107123","DOIUrl":"10.1016/j.cropro.2025.107123","url":null,"abstract":"<div><div>Weeds are the major biotic source of yield losses with an average of 19–51 % yield decrease. Beside this negative effect, they are a food source and habitat for insects and reduce the risk of soil erosion. Due to the heterogeneous soil conditions within a field, the distribution of weeds is uneven and therefore a uniform regulation is not always necessary. Additionally, mechanical weeding can lead to crop injuries and decreases soil quality. Site-specific weed management can reduce the drawbacks of weeding regulation. Precision application of herbicides is well known and practiced, however for mechanical weeding this is not the case. Site-specific mechanical weeding was tested in a maize (<em>Zea mays</em> L.) trial in the northwest of Germany in 2021 and 2022. In this research, multispectral images from unmanned aerial vehicles (UAV) were used to detect weeds with an overall accuracy between 85 and 92 %. These images were used to generate application maps. Two weed control thresholds, based on the weed cover (WC) and relative weed cover (RWC) with three threshold levels each were compared with uniform weeding. In 2021, higher maize yields (1879 g m<sup>−2</sup> to 533 g m<sup>−2</sup>) and lower weed biomass (1151 g m<sup>−2</sup> to 731 g m<sup>−2</sup>) were observed due to higher precipitation than in 2022. The different treatments did differ neither in maize yield nor in weed biomass. However, significantly less area was hoed in the site-specific treatments (−58 %), especially the treatments based on the RWC (−83 %). This study shows the potential of site-specific mechanical weed management and the RWC as weed control thresholds to promote biodiversity and reduce negative effect of weeding.</div></div>","PeriodicalId":10785,"journal":{"name":"Crop Protection","volume":"190 ","pages":"Article 107123"},"PeriodicalIF":2.5,"publicationDate":"2025-01-19","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143055160","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"农林科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
A new training strategy: Coordinating distillation techniques for training lightweight weed detection model
IF 2.5 2区 农林科学
Crop Protection Pub Date : 2025-01-18 DOI: 10.1016/j.cropro.2025.107124
Peng Zhou , Yangxin Zhu , Chengqian Jin , Yixiang Gu , Yinuo Kong , Yazhou Ou , Xiang Yin , Shanshan Hao
{"title":"A new training strategy: Coordinating distillation techniques for training lightweight weed detection model","authors":"Peng Zhou ,&nbsp;Yangxin Zhu ,&nbsp;Chengqian Jin ,&nbsp;Yixiang Gu ,&nbsp;Yinuo Kong ,&nbsp;Yazhou Ou ,&nbsp;Xiang Yin ,&nbsp;Shanshan Hao","doi":"10.1016/j.cropro.2025.107124","DOIUrl":"10.1016/j.cropro.2025.107124","url":null,"abstract":"<div><div>The excessive use of herbicides and the continuous growth of weeds pose a severe threat to agricultural production while also presenting potential environmental and public health risks. Site-Specific Weed Management effectively addresses this issue but relies heavily on real-time and accurate weed detection algorithms. This study innovatively proposed a new training strategy (TASA) to develop a lightweight weed detection algorithm based on YOLOv5. The heart of TASA's innovation was to alleviate information conflicts among multiple distillation techniques and between distillation techniques and student models and to stop distillation at the appropriate time. We used channel pruning technology to compress the model volume and introduced Knowledge Distillation (KD) during fine-tuning to recover the model performance maximally. Concurrently, TASA was used to coordinate multiple distillation techniques to assist in recovering the model training. The experimental results indicated that the volume of the Optimized YOLOv5s was reduced by 79.2% compared to the YOLOv5s, while the mean Average Precision (<em>mAP</em>) and F1-score (<em>F</em><sub>1</sub>) reached 97.4% and 95.1%, respectively, with only decreased by 1.2% and 1.5%. Additionally, the detection speed on the CPU increased by 86.64%, reaching 38.423 frames per second (<em>FP</em>S). Meanwhile, we had also developed an online detection system based on PyQt5 and deployed it on Raspberry Pi. The system detected weeds in real-time, achieving a <em>mAP</em> of 96.3% and an <em>FPS</em> of 25.521 when the input image resolution was 416 × 416.</div></div>","PeriodicalId":10785,"journal":{"name":"Crop Protection","volume":"190 ","pages":"Article 107124"},"PeriodicalIF":2.5,"publicationDate":"2025-01-18","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143055164","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"农林科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Tea leaf disease recognition using attention convolutional neural network and handcrafted features 基于注意卷积神经网络和手工特征的茶叶病害识别
IF 2.5 2区 农林科学
Crop Protection Pub Date : 2025-01-18 DOI: 10.1016/j.cropro.2025.107118
Peng Wu , Jinlan Liu , Mingfu Jiang , Li Zhang , Shining Ding , Kewang Zhang
{"title":"Tea leaf disease recognition using attention convolutional neural network and handcrafted features","authors":"Peng Wu ,&nbsp;Jinlan Liu ,&nbsp;Mingfu Jiang ,&nbsp;Li Zhang ,&nbsp;Shining Ding ,&nbsp;Kewang Zhang","doi":"10.1016/j.cropro.2025.107118","DOIUrl":"10.1016/j.cropro.2025.107118","url":null,"abstract":"<div><div>The diseases of tea leaves have a significant impact on their quality and yield, making the rapid identification of leaf diseases in tea crucial for prevention and control. We propose an LBPAttNet model, incorporating a lightweight coordinate attention mechanism into ResNet18 to enhance disease localization and reduce background interference. Furthermore, we employ the local binary patterns (LBP) algorithm to further extract local structural and textural features of tea leaf diseases, and integrate deep features to obtain a more comprehensive feature representation. Additionally, we utilize the focal loss function to alleviate the issues of class imbalance and varying difficulty levels in tea leaf disease, thereby further enhancing the accuracy of tea disease recognition. Our model achieves an accuracy of 92.78% and 98.13% on two publicly available tea disease datasets, surpassing ResNet18 by 3.84% and 2.59% respectively. Compared to traditional algorithms such as AlexNet, GoogleNet, MobileNet, VGG16, and other tea disease recognition algorithms, our model also shows significant improvements. These results highlight the superior performance and robustness of our model.</div></div>","PeriodicalId":10785,"journal":{"name":"Crop Protection","volume":"190 ","pages":"Article 107118"},"PeriodicalIF":2.5,"publicationDate":"2025-01-18","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143020240","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"农林科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Acaricidal activity and efficacy of oxymatrine-based biopesticide against peanut red spider mite 氧化苦参碱类生物农药对花生红蜘蛛螨的杀螨活性及药效研究
IF 2.5 2区 农林科学
Crop Protection Pub Date : 2025-01-16 DOI: 10.1016/j.cropro.2025.107121
Odimar Zanuzo Zanardi , Felipe Belegante , Camila Moresco , Tiago Miqueloto , Mateus Tramontin , Aquidauana Miqueloto Zanardi
{"title":"Acaricidal activity and efficacy of oxymatrine-based biopesticide against peanut red spider mite","authors":"Odimar Zanuzo Zanardi ,&nbsp;Felipe Belegante ,&nbsp;Camila Moresco ,&nbsp;Tiago Miqueloto ,&nbsp;Mateus Tramontin ,&nbsp;Aquidauana Miqueloto Zanardi","doi":"10.1016/j.cropro.2025.107121","DOIUrl":"10.1016/j.cropro.2025.107121","url":null,"abstract":"<div><div>The acaricidal activity and efficacy of oxymatrine-based commercial biopesticide on the peanut red spider mite <em>Tetranychus ogmophallos</em> Ferreira and Flechtmann, 1997 were assessed under laboratory, semi-field, and field conditions. In the laboratory, the oxymatrine-based biopesticide provided high acute toxicity for <em>T. ogmophallos</em> larvae, protonymphs, deutonymphs, and adult females, in a manner dependent on the concentration, developmental stage, and exposure time of mites to residues. Among the mite developmental stages, <em>T. ogmophallos</em> larvae were more susceptible to the biopesticide than adult females. The biopesticide also reduced fecundity and fertility, induced a low ovicidal effect, and provided a high repellent activity against <em>T. ogmophallos</em>. In semi-field, the biopesticide showed a short biological persistence [mortality &gt;80% up to 1 day after spraying (DAS)] compared to the synthetic acaricide fenpropathrin (mortality &gt;80% up to 3 DAS). At 7 and 10 DAS, no significant mite mortality was observed on peanut plants treated with biopesticide compared to the control. However, the synthetic acaricide fenpropathrin caused mortality greater than 40% up to 10 DAS. In the field, the biopesticide showed high effectiveness in controlling the mite population, with a similar efficacy to the synthetic acaricide fenpropathrin. Therefore, the oxymatrine-based biopesticide constitutes an important management tool to be used in rotation with synthetic acaricides for population suppression of <em>T. ogmophallos</em> in conventional peanut crops or as an effective measure for controlling peanut red spider mite in organic peanut crops.</div></div>","PeriodicalId":10785,"journal":{"name":"Crop Protection","volume":"190 ","pages":"Article 107121"},"PeriodicalIF":2.5,"publicationDate":"2025-01-16","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143020241","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"农林科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Papaya latex and papain as promising solutions for the management of Meloidogyne javanica associated with tomato plants
IF 2.5 2区 农林科学
Crop Protection Pub Date : 2025-01-16 DOI: 10.1016/j.cropro.2025.107122
Letícia L. de Paula , Vicente P. Campos , Willian C. Terra , Daniele de Brum , Paulo V.M. Pacheco , Filippe Elias de Freitas Soares
{"title":"Papaya latex and papain as promising solutions for the management of Meloidogyne javanica associated with tomato plants","authors":"Letícia L. de Paula ,&nbsp;Vicente P. Campos ,&nbsp;Willian C. Terra ,&nbsp;Daniele de Brum ,&nbsp;Paulo V.M. Pacheco ,&nbsp;Filippe Elias de Freitas Soares","doi":"10.1016/j.cropro.2025.107122","DOIUrl":"10.1016/j.cropro.2025.107122","url":null,"abstract":"<div><div>Nematodes from the <em>Meloidogyne</em> genus present a major challenge to agricultural progress, requiring control methods that are environmentally safe and human friendly. This study assessed the nematicidal effects of papaya latex and papain, both in vitro and <em>in vivo</em>, on tomato plants, targeting second-stage juveniles (J2s) and eggs of <em>Meloidogyne javanica</em>. The results demonstrated that papaya latex effectively increased J2 mortality, reaching 100% at the highest concentration (1%). In contrast, papain resulted in a maximum J2 mortality of 72% at its highest concentration (3.5%). Additionally, papaya latex consistently inhibited egg hatching, with an average reduction of 45% in the first experiment and reductions of 39% and 61.9% in the second experiment at concentrations of 1.5% and 3%, respectively. Similarly, papain suppressed egg hatching at all concentrations, leading to an average reduction of 44% in the first experiment and 55% in the second. In the first replication of the <em>in vivo</em> experiment with tomato plants, the highest concentration of papaya latex (4%) reduced <em>M. javanica</em> infectivity by 68% and reproduction by 89%. In the second experiment, this concentration reduced infectivity by 70% and reproduction by 80%. For papain, infectivity was reduced by 55% in the first experiment and 40% in the second. While reproduction did not differ significantly between treatments and the control in the first experiment, it decreased by 30% in the second. Further experiments showed that both papaya latex and papain effectively activated the plant defense system in tomato. Overall, these findings add to the growing body of evidence supporting the use of natural compounds for sustainable nematode management.</div></div>","PeriodicalId":10785,"journal":{"name":"Crop Protection","volume":"190 ","pages":"Article 107122"},"PeriodicalIF":2.5,"publicationDate":"2025-01-16","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143055165","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"农林科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
First report of Pestalotiopsis clavata, P. chamaeropis and P. lushanensis causing shoot blight on Cedrus deodara in China clavata拟盘多毛孢、chamaeropis拟盘多毛孢和芦山拟盘多毛孢在中国引起雪松梢枯病的首次报道
IF 2.5 2区 农林科学
Crop Protection Pub Date : 2025-01-15 DOI: 10.1016/j.cropro.2025.107119
Lin Rui , Wei-Liang Kong , Jian-Ren Ye , Xiao-Qin Wu
{"title":"First report of Pestalotiopsis clavata, P. chamaeropis and P. lushanensis causing shoot blight on Cedrus deodara in China","authors":"Lin Rui ,&nbsp;Wei-Liang Kong ,&nbsp;Jian-Ren Ye ,&nbsp;Xiao-Qin Wu","doi":"10.1016/j.cropro.2025.107119","DOIUrl":"10.1016/j.cropro.2025.107119","url":null,"abstract":"<div><div><em>Cedrus deodara</em>, a tree species native to the slopes of the Himalayas, has been widely cultivated for timber and ornamental purpose in China. In September 2024, blight shoots of <em>C</em>. <em>deodara</em> were commonly noticed in Nanjing City, Jiangsu Province, China, with an incidence rate of 67%. This disease reduces not only the growth but also the ornamental and economic value of affected <em>C. deodara</em>. Disease symptoms displayed as yellow brown and easily detached needles, even causing entire young shoots become dry and withered. To determine this leaf spot disease, morphological identification, multi-locus sequence analyses and pathogenicity test were performed. The results showed that the pathogens were <em>Pestalotiopsis clavata</em>, <em>P. chamaeropis</em> and <em>P. lushanensis</em> and this is the first report of the three species causing shoot blight on <em>C. deodara</em> in China. This study contributes to identify and control shoot blight on <em>C. deodara</em>, providing reference basis.</div></div>","PeriodicalId":10785,"journal":{"name":"Crop Protection","volume":"190 ","pages":"Article 107119"},"PeriodicalIF":2.5,"publicationDate":"2025-01-15","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143020244","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"农林科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Hybrid architecture for crop detection and leaf disease detection with improved U-Net segmentation model and image processing
IF 2.5 2区 农林科学
Crop Protection Pub Date : 2025-01-13 DOI: 10.1016/j.cropro.2025.107117
Pramod Chavan , Pratibha Pramod Chavan , Anupama Chavan
{"title":"Hybrid architecture for crop detection and leaf disease detection with improved U-Net segmentation model and image processing","authors":"Pramod Chavan ,&nbsp;Pratibha Pramod Chavan ,&nbsp;Anupama Chavan","doi":"10.1016/j.cropro.2025.107117","DOIUrl":"10.1016/j.cropro.2025.107117","url":null,"abstract":"<div><div>Agriculture stands as a cornerstone of India's economy, supporting the livelihoods of millions and feeding a vast population. Enhancing crop production is imperative, given the substantial portion of land dedicated to agriculture. However, the multifaceted nature of farming, influenced by variables like soil composition, climate, and diseases, poses significant challenges. Embracing technological advancements is pivotal to augmenting crop yields and ensuring sustainable agricultural practices. This study introduces an innovative hybrid architecture that addresses significant challenges in agriculture by identifying leaf diseases and detecting crops using deep learning and sophisticated image-processing techniques. Here, the proposed model comprises two phases namely, Crop Prediction and Leaf Disease Identification. To improve its suitability for analysis, the input image is first preprocessed. An improved U-Net segmentation algorithm has been employed to identify areas of interest in the image. Features pertinent to shape, color, and texture, including an enhanced Local Gabor XOR pattern (LGXP), are then extracted to capture comprehensive information about the crops and potential diseases. The core of our approach lies in a hybrid architecture, integrating elements of Improved Linknet and LeNet architectures. This model first determines the kind of crop in the image by using features that have been extracted. In the following step, deep features and statistical characteristics extracted from the segmented image are used to identify numerous prevalent diseases affecting the foliage. Implemented in Python, our approach is rigorously evaluated against conventional models, showcasing superior performance across various metrics. Consequently, the model has achieved a higher detection accuracy of 0.982 and the F-measure of about 0.956, indicating that the model operates better and identifies the leaf disease more successfully than other existing techniques. This research endeavours to empower farmers with actionable insights, fostering smarter agricultural practices and contributing to food security and economic prosperity.</div></div>","PeriodicalId":10785,"journal":{"name":"Crop Protection","volume":"190 ","pages":"Article 107117"},"PeriodicalIF":2.5,"publicationDate":"2025-01-13","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143055188","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"农林科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Cyantraniliprole-induced intergenerational sublethal effects on fall armyworm, Spodoptera frugiperda 氰氨酰胺诱导的秋粘虫代际亚致死效应
IF 2.5 2区 农林科学
Crop Protection Pub Date : 2025-01-11 DOI: 10.1016/j.cropro.2025.107116
Arzlan Abbas , Ali Hasnain , Faisal Hafeez , Wu Hai Chao , Dong Yu Hua , Aleena Alam , Sohail Abbas , Ayesha Iftikhar , Hamed A. Ghramh , Khalid Ali Khan , Farman Ullah , Chen Ri Zhao
{"title":"Cyantraniliprole-induced intergenerational sublethal effects on fall armyworm, Spodoptera frugiperda","authors":"Arzlan Abbas ,&nbsp;Ali Hasnain ,&nbsp;Faisal Hafeez ,&nbsp;Wu Hai Chao ,&nbsp;Dong Yu Hua ,&nbsp;Aleena Alam ,&nbsp;Sohail Abbas ,&nbsp;Ayesha Iftikhar ,&nbsp;Hamed A. Ghramh ,&nbsp;Khalid Ali Khan ,&nbsp;Farman Ullah ,&nbsp;Chen Ri Zhao","doi":"10.1016/j.cropro.2025.107116","DOIUrl":"10.1016/j.cropro.2025.107116","url":null,"abstract":"<div><div>Cyantraniliprole is a novel anthranilic diamide insecticide commonly used against fall armyworm, <em>Spodoptera frugiperda</em>; however, sublethal exposure of cyantraniliprole on different generations of <em>S</em>. <em>frugiperda</em>, has not been fully studied. This proposed study aimed to estimate the sublethal effects of cyantraniliprole on the biological and demographic parameters of parental generation (F<sub>0</sub>) and intergenerational effects on the offspring generation (F<sub>1</sub>) of <em>S. frugiperda</em> using Age-stage, two-sex life table software. The bioassay result proved the strong toxicity of cyantraniliprole toward <em>S. frugiperda</em>, as demonstrated by an LC<sub>50</sub> value of 0.439 mg/kg after 96 h treatment. The larval duration of F<sub>0</sub> <em>S. frugiperda</em> significantly increased when treated with the low lethal (LC<sub>30</sub>) and sublethal (LC<sub>10</sub>) concentrations of cyantraniliprole. Adult longevities were decreased while pupal duration was increased in the treated groups. The adult preoviposition period (APOP) and total preoviposition period (TPOP) were higher in the treated groups compared to the control. Moreover, the fecundity was significantly decreased at the LC<sub>10</sub> and LC<sub>30</sub> in the F<sub>0</sub> and F<sub>1</sub> generations, respectively. For the F<sub>0</sub> generation, the relative fitness (<em>R</em><sub><em>f</em></sub>) for the LC<sub>10</sub> and LC<sub>30</sub> were 0.45 and 0.32, while for the F<sub>1</sub> generation, the values were 0.65 and 0.48, respectively. In summary, our results showed that life table characteristics of <em>S. frugiperda</em> were negatively affected by LC<sub>10</sub> and LC<sub>30</sub> of cyantraniliprole, ultimately inhibiting population growth. These findings may be crucial for understanding the overall impact of cyantraniliprole on the life-history traits of <em>S. frugiperda</em>, potentially aiding in the management of this invasive pest in open-field conditions.</div></div>","PeriodicalId":10785,"journal":{"name":"Crop Protection","volume":"190 ","pages":"Article 107116"},"PeriodicalIF":2.5,"publicationDate":"2025-01-11","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142986014","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"农林科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
0
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
确定
请完成安全验证×
相关产品
×
本文献相关产品
联系我们:info@booksci.cn Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。 Copyright © 2023 布克学术 All rights reserved.
京ICP备2023020795号-1
ghs 京公网安备 11010802042870号
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术官方微信