检索结果-内蒙古大学图书馆

An optimal model for identification and classification of corn leaf disease using hybrid 3D-CNN and LSTM

BIOMEDICAL SIGNAL PROCESSING AND CONTROL 2024年 92卷

作者： Ashwini, C. Sellam, V. SRM Inst Sci & Technol Dept Comp Sci & Engn Ramapuram Tamil Nadu India

More than 30 % of corn is produced by the United States, which is the world's leading corn producer. The deficiency in the corn leaf may influence crop yield manufacturing. Moreover, those methods only serve yield assessment and do not compute the prediction uncertainties in the crop. To overcome such limitations, the hybrid model called whale optimization algorithm with joint Search Mechanisms (JSWOA) optimized hybrid 3DCNNRNN model is proposed for the corn leaf disease prediction. 3DCNN includes Four MaxPooling3D layers and six 3D convolutional layers to enhance the identification of 3-Dimensional images, and it determines the temporally local features and spatial features. JSWOA optimized hyperparameters of the hybrid 3DCNN-RNN models. For performing different experiments based on machine learning, Maize_in_field, and KaraAgro AI maize are the two datasets employed. The performance rate of MCC, recall, precision, accuracy, specificity, F1-score, and AUC are assessed to ensure the efficacy of the proposed hybrid model. Also, the existing CNN, optimized DenseNet, and AlexNet models are analyzed for performance comparison. The simulation outcome reveals that the proposed hybrid model reaches above 90 % performance in predicting various maize leaf classes on both datasets. Therefore, the state-of-the-art method is outperformed by the proposed hybrid model.

关键词： Corn leaf disease prediction whale optimization algorithm with joint search Mechanisms 3D Convolutional Neural Network Long Short -Term Memory

来源：评论

学校读者我要写书评

暂无评论

建议与咨询留下您的常用邮箱和电话号码，以便我们向您反馈解决方案和替代方法

时间限定

文献类型

馆藏选择

核心期刊

语言

文献类型

帮助

文字说明：

检索规则说明：

检索范例：

分类表

所选分类

限定检索结果

文献类型

馆藏范围

日期分布

学科分类号

主题

机构

作者

语言

请选择保存的检索档案：

请选择收藏分类：

通借通还

建议与咨询 留下您的常用邮箱和电话号码，以便我们向您反馈解决方案和替代方法

时间限定

文献类型

馆藏选择

核心期刊

语言

文献类型

帮助

文字说明：

检索规则说明：

检索范例：

分类表

所选分类

限定检索结果

文献类型

馆藏范围

日期分布

学科分类号

主题

机构

作者

语言

请选择保存的检索档案： 新增检索档案 确定 取消

请选择收藏分类： 新增自定义分类 确定 取消

通借通还

建议与咨询留下您的常用邮箱和电话号码，以便我们向您反馈解决方案和替代方法

请选择保存的检索档案：

请选择收藏分类：